refactor: 3-phase runtime loop with CoT system and memory hierarchy

Architecture:
- Phase 1 (Analyse): lightweight pre-LLM for intent/tag extraction + CoT generation
- Phase 2 (Execute): LLM iteration loop with tool handling (from loop.go)
- Phase 3 (Reflect): post-LLM scoring, async processors, slash commands

Features:
- CoT template registry (8 built-in) with self-learning feedback loop
- SQLite-backed TurnStore for turn persistence
- Active Context: per-session file/error tracking
- Instant Memory: dynamic context window from TurnStore
- Memory Digest: batch background worker for long-term memory extraction
- Cross-platform shell commands for /shell
- Turn quality scoring for context prioritization

Design docs: runtime_loop_design.md, runtime_loop_task.md, runtime_builtin_cmd.md

cmd/picoclaw/internal/agent/helpers.go

@@ -23,16 +23,20 @@ func agentCmd(message, sessionKey, model string, debug bool) error {
 		sessionKey = "cli:default"
 	}
 
-	if debug {
-		logger.SetLevel(logger.DEBUG)
-		fmt.Println("🔍 Debug mode enabled")
-	}
-
 	cfg, err := internal.LoadConfig()
 	if err != nil {
 		return fmt.Errorf("error loading config: %w", err)
 	}
 
+	// Apply logging config (config file setting).
+	logger.ApplyConfig(cfg.Logging.Level, cfg.Logging.FileDir)
+
+	// Debug flag overrides config.
+	if debug {
+		logger.SetLevel(logger.INFO)
+		fmt.Println("Debug mode enabled")
+	}
+
 	if model != "" {
 		cfg.Agents.Defaults.ModelName = model
 	}
@@ -60,6 +64,9 @@ func agentCmd(message, sessionKey, model string, debug bool) error {
 			"skills_available": startupInfo["skills"].(map[string]any)["available"],
 		})
 
+	// Warn if bootstrap files are not customized.
+	internal.WarnMissingBootstrap(cfg.Agents.Defaults.Workspace)
+
 	if message != "" {
 		ctx := context.Background()
 		response, err := agentLoop.ProcessDirect(ctx, message, sessionKey)

cmd/picoclaw/internal/gateway/helpers.go

@@ -80,6 +80,9 @@ func gatewayCmd(debug bool) error {
 			"skills_available": skillsInfo["available"],
 		})
 
+	// Warn if bootstrap files are not customized.
+	internal.WarnMissingBootstrap(cfg.Agents.Defaults.Workspace)
+
 	// Setup cron tool and service
 	execTimeout := time.Duration(cfg.Tools.Cron.ExecTimeoutMinutes) * time.Minute
 	cronService := setupCronTool(

cmd/picoclaw/internal/helpers.go

@@ -53,3 +53,36 @@ func FormatBuildInfo() (string, string) {
 func GetVersion() string {
 	return version
 }
+
+// WarnMissingBootstrap checks workspace bootstrap files (SOUL.md, IDENTITY.md, USER.md)
+// and warns the user if any are missing or unmodified.
+func WarnMissingBootstrap(workspace string) {
+	files := []struct {
+		name string
+		desc string
+	}{
+		{"SOUL.md", "personality & behavior"},
+		{"IDENTITY.md", "agent name & description"},
+		{"USER.md", "your preferences & info"},
+	}
+
+	var missing []string
+	for _, f := range files {
+		path := filepath.Join(workspace, f.name)
+		info, err := os.Stat(path)
+		if os.IsNotExist(err) {
+			missing = append(missing, fmt.Sprintf("    %s  — %s", f.name, f.desc))
+		} else if err == nil && info.Size() < 50 {
+			// File exists but appears to be empty/placeholder
+			missing = append(missing, fmt.Sprintf("    %s  — %s (empty)", f.name, f.desc))
+		}
+	}
+
+	if len(missing) > 0 {
+		fmt.Println("  Customize your agent:")
+		for _, m := range missing {
+			fmt.Println(m)
+		}
+		fmt.Printf("  Edit files in: %s\n\n", workspace)
+	}
+}

docs/design/runtime_builtin_cmd.md

@@ -0,0 +1,39 @@
+# Runtime Commands
+
+## Slash Commands
+
+All commands start with `/`, handled synchronously by `Reflector.HandleCommand()`.
+
+| Command | Usage | Description |
+|---------|-------|-------------|
+| `/help` | `/help` | List all commands |
+| `/memory list` | `/memory list` | Show recent memories |
+| `/memory add` | `/memory add <text> #tags` | Add a memory |
+| `/memory delete` | `/memory delete <id>` | Delete by ID |
+| `/memory search` | `/memory search <tags>` | Search by tags |
+| `/memory stats` | `/memory stats` | Memory statistics |
+| `/cot feedback` | `/cot feedback <1\|0\|-1>` | Rate last CoT strategy |
+| `/cot stats` | `/cot stats` | CoT performance stats |
+| `/cot history` | `/cot history [N]` | Recent CoT usage |
+| `/shell` | `/shell <cmd> [args]` | Execute shell command |
+| `/show model` | `/show model` | Current model |
+| `/list agents` | `/list agents` | List agents |
+| `/switch model to` | `/switch model to <name>` | Switch model |
+| `/runtime status` | `/runtime status` | Runtime diagnostics |
+
+## /shell Architecture
+
+```
+/shell <cmd> <args>
+  ├─ Built-in (pure Go, cross-platform)
+  │   ls, cat, head, tail, grep, wc, find, diff, tree,
+  │   stat, pwd, echo, touch, mkdir, cp, mv
+  └─ Dev Tool Passthrough (via exec tool)
+      go, git, node, python, npm, cargo, make, jq, rg
+```
+
+## Security
+
+- Built-in: Go stdlib only, auto-skip `.git`/`node_modules`, output capped at 4000 chars
+- Passthrough: whitelist + deny patterns (`| sh`, `$()`, etc.) + ExecTool workspace restriction
+- Unknown commands: rejected

docs/design/runtime_loop_design.md

@@ -0,0 +1,77 @@
+# Runtime Loop Design
+
+> Status: Implemented | Date: 2026-03-02
+
+## Architecture
+
+```
+Message ──→ Phase 1 (Analyse) ──→ Phase 2 (Execute) ──→ Phase 3 (Reflect)
+```
+
+| Phase | File | Responsibility |
+|-------|------|----------------|
+| **Analyse** | `analyser.go` | Lightweight LLM → intent, tags, CoT prompt |
+| **Execute** | `executor.go` | LLM iteration loop + tool calling |
+| **Reflect** | `reflector.go` | Turn scoring, TurnRecord persistence, slash commands |
+
+## Turn Definition
+
+One Turn = user message + Phase 1 result + all Phase 2 iterations + Phase 3 output.
+Multiple tool-call iterations within Phase 2 count as **one Turn**.
+
+## Phase 1: Analyse
+
+- Uses configurable `analyser_model` (fast/cheap model, falls back to main model)
+- Inputs: user message, Active Context, available tags, CoT learning data
+- Outputs: `intent`, `tags[]`, `cot_prompt`
+- After analysis: memory retrieval by tags, CoT injection into system prompt
+
+## Phase 2: Execute
+
+- LLM → tool call → tool result loop until no more tool calls
+- Retry logic for context window overflow with automatic compression
+- Reasoning output forwarded to dedicated channels
+
+## Phase 3: Reflect
+
+- **SyncPhase3** (< 2ms, before response sent): turn scoring + Active Context update
+- **AsyncPhase3** (after response): `go turnStore.Insert(record)` → SQLite
+- Slash commands: `/memory`, `/cot`, `/shell`, `/show`, `/list`, `/switch`, `/help`
+
+## Scoring Rules
+
+| Condition | Score |
+|-----------|-------|
+| Has tool calls | +3 |
+| Write/edit tools | +2 |
+| intent = task/code/debug | +3 |
+| Reply > 500 chars | +2 |
+| Short exchange < 80 chars | -2 |
+
+## Memory Hierarchy
+
+| Layer | Lifetime | Purpose |
+|-------|----------|---------|
+| Instant Memory | Per-turn | Dynamic window from TurnStore (score + tag filtering) |
+| Active Context | Per-session | `CurrentFiles` + `RecentErrors`, injected into user prompt |
+| Long-term Memory | Persistent | MemoryDigest batch extraction → `memory.db` |
+
+## Multi-Model Support
+
+| Config Field | Phase | Fallback |
+|-------------|-------|----------|
+| `model_name` | Phase 2 | — |
+| `analyser_model` | Phase 1 | → `model_name` |
+| `digest_model` | MemoryDigest | → `model_name` |
+
+## Message Ordering (KV Cache Friendly)
+
+```
+[system_prompt]              → always cached
+[long_term_memory by tags]   → cached when same tags
+[always_keep turns (score≥7)] → fixed position, append-only
+[recent turns]               → rolling window
+[current user message]       → new each turn
+```
+
+Active Context injected as **user message** (not system prompt) to keep system prompt prefix stable.

docs/design/runtime_loop_task.md

@@ -0,0 +1,55 @@
+# Runtime Loop Implementation Tasks
+
+> Design ref: `docs/design/picoclaw_runtime_loop_design.md`
+
+## Design Decisions
+
+| Decision | Conclusion |
+|----------|------------|
+| Turn storage | SQLite `turns.db` |
+| Active Context fields | `CurrentFiles` + `RecentErrors` only |
+| Phase 1 short-circuit | No — short messages need Active Context most |
+| Async write | Direct `go insert()`, no channel buffer |
+| Token budget check | Periodic time-based archival instead |
+| Tag-gated tools | Deferred until tool count > 15 |
+| KV Cache | Fixed ordering (high-score first, by ID ASC) |
+
+## Milestones
+
+### M1: Turn Score + Phase 3 Timing — ✅
+
+- [x] `score.go`: `CalcTurnScore(input) int`
+- [x] Split `RunPostLLM` → `SyncPhase3` (sync, < 2ms) + `AsyncPhase3` (goroutine)
+- [x] Adjust `runAgentLoop` timing: score → publish → async write
+
+### M2: Active Context — ✅
+
+- [x] `active_context.go`: per `channel:chatID` store
+- [x] Fields: `CurrentFiles` (5), `RecentErrors` (3)
+- [x] Injected as user message (not system prompt) for KV cache stability
+- [x] Flush to JSON on shutdown, load on startup
+
+### M3: TurnStore — ✅
+
+- [x] `turn_store.go`: SQLite `turns.db` with WAL mode
+- [x] Methods: Insert, QueryPending, QueryByScore, QueryByTags, QueryRecent, ArchiveOldProcessed
+- [x] Async insert via goroutine in AsyncPhase3
+
+### M4: MemoryDigest — ✅
+
+- [x] `memory_digest.go`: background worker (5min interval)
+- [x] QueryPending → group by channel → LLM batch extraction → MemoryStore
+- [x] Removed `MemoryExtractor` and `CotEvaluator` processors (kept `ErrorTracker`)
+
+### M5: Instant Memory + KV Cache Ordering — ✅
+
+- [x] `instant_memory.go`: dynamic window from TurnStore
+- [x] Cache-friendly message ordering: system → memory → high-score → recent → current
+- [x] Legacy SessionManager kept as fallback
+
+## Deferred
+
+| Item | Reason |
+|------|--------|
+| Tag-gated tool loading | Tool count < 10 currently |
+| Summary Anchor | Fixed ordering sufficient for v1 |

pkg/agent/active_context.go

@@ -0,0 +1,233 @@
+// PicoClaw - Ultra-lightweight personal AI agent
+// License: MIT
+//
+// Copyright (c) 2026 PicoClaw contributors
+
+package agent
+
+import (
+	"encoding/json"
+	"fmt"
+	"os"
+	"strings"
+	"sync"
+
+	"github.com/sipeed/picoclaw/pkg/logger"
+)
+
+// ActiveContext holds the structured per-channel context that Phase 1 uses
+// to understand short/ambiguous user messages.
+//
+// Design choices:
+//   - CurrentFiles: last 5 file paths touched by tool calls (read/write/edit/append/list_dir).
+//   - RecentErrors: last 3 tool failure messages.
+//   - CurrentTask / RecentSummaries are intentionally omitted — they overlap with
+//     the recent-M turns in instant memory and would be redundant.
+type ActiveContext struct {
+	CurrentFiles []string `json:"current_files"` // newest first, max 5
+	RecentErrors []string `json:"recent_errors"` // newest first, max 3
+}
+
+// ActiveContextStore is a thread-safe in-memory map of channel:chatID → ActiveContext.
+// On startup it is loaded from disk; on stop it is flushed back.
+type ActiveContextStore struct {
+	mu   sync.RWMutex
+	data map[string]*ActiveContext // key = "channel:chatID"
+}
+
+// NewActiveContextStore creates an empty store.
+func NewActiveContextStore() *ActiveContextStore {
+	return &ActiveContextStore{
+		data: make(map[string]*ActiveContext),
+	}
+}
+
+// Get returns a copy of the ActiveContext for the given key (never nil).
+func (s *ActiveContextStore) Get(key string) *ActiveContext {
+	s.mu.RLock()
+	ac, ok := s.data[key]
+	s.mu.RUnlock()
+
+	if !ok || ac == nil {
+		return &ActiveContext{}
+	}
+	// Return a shallow copy to avoid callers mutating the store.
+	cp := *ac
+	cp.CurrentFiles = append([]string(nil), ac.CurrentFiles...)
+	cp.RecentErrors = append([]string(nil), ac.RecentErrors...)
+	return &cp
+}
+
+// fileExtractingTools is the set of tool names whose arguments may carry file paths.
+// Keys are lowercase tool names; values indicate the argument name(s) to inspect.
+var fileExtractingTools = map[string][]string{
+	"read_file":   {"path", "file_path", "filename"},
+	"write_file":  {"path", "file_path", "filename"},
+	"edit_file":   {"path", "file_path", "filename"},
+	"append_file": {"path", "file_path", "filename"},
+	"list_dir":    {"path", "dir_path", "directory"},
+}
+
+// Update applies the outcomes of a completed turn to the ActiveContext for key.
+// It extracts file paths from tool call arguments and captures error messages.
+func (s *ActiveContextStore) Update(key string, input RuntimeInput) {
+	if key == "" {
+		return
+	}
+
+	s.mu.Lock()
+	defer s.mu.Unlock()
+
+	ac, ok := s.data[key]
+	if !ok || ac == nil {
+		ac = &ActiveContext{}
+		s.data[key] = ac
+	}
+
+	// Extract file paths from tool calls.
+	for _, tc := range input.ToolCalls {
+		name := strings.ToLower(tc.Name)
+		argFields, relevant := fileExtractingTools[name]
+		if !relevant {
+			continue
+		}
+		// tc.Args is stored as JSON string or we can check tc.ArgsRaw if available.
+		// Since ToolCallRecord only has Name/Error/Duration, we skip argument extraction
+		// here and rely on callers passing a richer input in the future (M5).
+		// For now we still handle errors.
+		_ = argFields
+	}
+
+	// Capture tool errors.
+	for _, tc := range input.ToolCalls {
+		if tc.Error == "" {
+			continue
+		}
+		msg := fmt.Sprintf("[%s] %s", tc.Name, tc.Error)
+		// Prepend (newest first) and cap at 3.
+		ac.RecentErrors = prependCapped(ac.RecentErrors, msg, 3)
+	}
+}
+
+// UpdateWithFiles is an extended update that also receives file paths extracted
+// by the loop (call this when tool argument parsing is available).
+func (s *ActiveContextStore) UpdateWithFiles(key string, input RuntimeInput, filePaths []string) {
+	s.Update(key, input)
+
+	if len(filePaths) == 0 {
+		return
+	}
+
+	s.mu.Lock()
+	defer s.mu.Unlock()
+
+	ac, ok := s.data[key]
+	if !ok || ac == nil {
+		ac = &ActiveContext{}
+		s.data[key] = ac
+	}
+
+	for _, p := range filePaths {
+		if p != "" {
+			ac.CurrentFiles = prependCapped(ac.CurrentFiles, p, 5)
+		}
+	}
+}
+
+// prependCapped prepends item to slice and caps the result at max length.
+// Deduplicates: if item already exists it is moved to the front.
+func prependCapped(slice []string, item string, max int) []string {
+	// Remove duplicate.
+	filtered := make([]string, 0, len(slice))
+	for _, s := range slice {
+		if s != item {
+			filtered = append(filtered, s)
+		}
+	}
+	result := append([]string{item}, filtered...)
+	if len(result) > max {
+		result = result[:max]
+	}
+	return result
+}
+
+// Format renders the context as a markdown block for injection into a user message.
+// Returns empty string when there is nothing to show.
+func (ac *ActiveContext) Format() string {
+	if len(ac.CurrentFiles) == 0 && len(ac.RecentErrors) == 0 {
+		return ""
+	}
+	var sb strings.Builder
+	sb.WriteString("## Current Context\n")
+	if len(ac.CurrentFiles) > 0 {
+		sb.WriteString("Files in use: ")
+		sb.WriteString(strings.Join(ac.CurrentFiles, ", "))
+		sb.WriteString("\n")
+	}
+	if len(ac.RecentErrors) > 0 {
+		sb.WriteString("Recent errors:\n")
+		for _, e := range ac.RecentErrors {
+			sb.WriteString("  - ")
+			sb.WriteString(e)
+			sb.WriteString("\n")
+		}
+	}
+	return sb.String()
+}
+
+// ---------------------------------------------------------------------------
+// Persistence
+// ---------------------------------------------------------------------------
+
+// persistedStore is the on-disk JSON format for ActiveContextStore.
+type persistedStore struct {
+	Contexts map[string]*ActiveContext `json:"contexts"`
+}
+
+// Flush serialises the store to a JSON file at the given path.
+func (s *ActiveContextStore) Flush(path string) error {
+	s.mu.RLock()
+	out := persistedStore{Contexts: make(map[string]*ActiveContext, len(s.data))}
+	for k, v := range s.data {
+		cp := *v
+		cp.CurrentFiles = append([]string(nil), v.CurrentFiles...)
+		cp.RecentErrors = append([]string(nil), v.RecentErrors...)
+		out.Contexts[k] = &cp
+	}
+	s.mu.RUnlock()
+
+	data, err := json.MarshalIndent(out, "", "  ")
+	if err != nil {
+		return fmt.Errorf("active_context: marshal: %w", err)
+	}
+	if err := os.WriteFile(path, data, 0o644); err != nil {
+		return fmt.Errorf("active_context: write %s: %w", path, err)
+	}
+	logger.DebugCF("active_context", "Flushed to disk", map[string]any{"path": path, "keys": len(out.Contexts)})
+	return nil
+}
+
+// Load deserialises the store from a JSON file at the given path.
+// Missing or unreadable files are silently ignored (returns nil).
+func (s *ActiveContextStore) Load(path string) error {
+	data, err := os.ReadFile(path)
+	if err != nil {
+		if os.IsNotExist(err) {
+			return nil
+		}
+		return fmt.Errorf("active_context: read %s: %w", path, err)
+	}
+	var out persistedStore
+	if err := json.Unmarshal(data, &out); err != nil {
+		return fmt.Errorf("active_context: unmarshal: %w", err)
+	}
+	s.mu.Lock()
+	defer s.mu.Unlock()
+	for k, v := range out.Contexts {
+		if v != nil {
+			s.data[k] = v
+		}
+	}
+	logger.DebugCF("active_context", "Loaded from disk", map[string]any{"path": path, "keys": len(out.Contexts)})
+	return nil
+}

pkg/agent/active_context_test.go

@@ -0,0 +1,120 @@
+package agent
+
+import (
+	"os"
+	"path/filepath"
+	"testing"
+)
+
+func TestActiveContextStore_UpdateAndGet(t *testing.T) {
+	s := NewActiveContextStore()
+	key := "telegram:12345"
+
+	// Initially empty.
+	ac := s.Get(key)
+	if len(ac.CurrentFiles) != 0 || len(ac.RecentErrors) != 0 {
+		t.Errorf("expected empty context, got %+v", ac)
+	}
+
+	// Add errors via Update.
+	s.Update(key, RuntimeInput{
+		ToolCalls: []ToolCallRecord{
+			{Name: "exec", Error: "timeout after 30s"},
+			{Name: "read_file", Error: ""},
+		},
+	})
+	ac = s.Get(key)
+	if len(ac.RecentErrors) != 1 {
+		t.Errorf("expected 1 error, got %d: %v", len(ac.RecentErrors), ac.RecentErrors)
+	}
+	if ac.RecentErrors[0] != "[exec] timeout after 30s" {
+		t.Errorf("unexpected error: %s", ac.RecentErrors[0])
+	}
+}
+
+func TestActiveContextStore_FileCapping(t *testing.T) {
+	s := NewActiveContextStore()
+	key := "cli:direct"
+
+	// Add 7 file paths — should cap at 5, newest first.
+	s.UpdateWithFiles(key, RuntimeInput{}, []string{"a.go", "b.go", "c.go", "d.go", "e.go", "f.go", "g.go"})
+	ac := s.Get(key)
+	if len(ac.CurrentFiles) != 5 {
+		t.Fatalf("expected 5 files, got %d: %v", len(ac.CurrentFiles), ac.CurrentFiles)
+	}
+	// Last added (g.go) is prepended, so it should be first.
+	if ac.CurrentFiles[0] != "g.go" {
+		t.Errorf("expected g.go first, got %s (all: %v)", ac.CurrentFiles[0], ac.CurrentFiles)
+	}
+}
+
+func TestActiveContextStore_ErrorCapping(t *testing.T) {
+	s := NewActiveContextStore()
+	key := "wecom:alice"
+
+	for i := 0; i < 5; i++ {
+		s.Update(key, RuntimeInput{
+			ToolCalls: []ToolCallRecord{{Name: "exec", Error: "err"}},
+		})
+	}
+	ac := s.Get(key)
+	if len(ac.RecentErrors) > 3 {
+		t.Errorf("expected max 3 errors, got %d", len(ac.RecentErrors))
+	}
+}
+
+func TestActiveContextStore_FlushAndLoad(t *testing.T) {
+	dir := t.TempDir()
+	path := filepath.Join(dir, "active_context.json")
+
+	s := NewActiveContextStore()
+	key := "cli:direct"
+	s.UpdateWithFiles(key, RuntimeInput{}, []string{"main.go"})
+	s.Update(key, RuntimeInput{
+		ToolCalls: []ToolCallRecord{{Name: "exec", Error: "failed"}},
+	})
+
+	if err := s.Flush(path); err != nil {
+		t.Fatalf("Flush: %v", err)
+	}
+
+	// File must exist.
+	if _, err := os.Stat(path); err != nil {
+		t.Fatalf("expected file to exist: %v", err)
+	}
+
+	// Load into new store.
+	s2 := NewActiveContextStore()
+	if err := s2.Load(path); err != nil {
+		t.Fatalf("Load: %v", err)
+	}
+	ac := s2.Get(key)
+	if len(ac.CurrentFiles) != 1 || ac.CurrentFiles[0] != "main.go" {
+		t.Errorf("unexpected files after reload: %v", ac.CurrentFiles)
+	}
+	if len(ac.RecentErrors) != 1 {
+		t.Errorf("unexpected errors after reload: %v", ac.RecentErrors)
+	}
+}
+
+func TestActiveContextStore_LoadMissingFile(t *testing.T) {
+	s := NewActiveContextStore()
+	// Should not error on missing file.
+	if err := s.Load("/nonexistent/path.json"); err != nil {
+		t.Errorf("Load of missing file should return nil, got: %v", err)
+	}
+}
+
+func TestActiveContext_Format(t *testing.T) {
+	ac := &ActiveContext{
+		CurrentFiles: []string{"main.go", "loop.go"},
+		RecentErrors: []string{"[exec] timeout"},
+	}
+	formatted := ac.Format()
+	if formatted == "" {
+		t.Error("expected non-empty format")
+	}
+	if len(formatted) == 0 {
+		t.Error("Format returned empty string")
+	}
+}

pkg/agent/analyser.go

@@ -0,0 +1,282 @@
+// PicoClaw - Ultra-lightweight personal AI agent
+// License: MIT
+//
+// Copyright (c) 2026 PicoClaw contributors
+
+package agent
+
+import (
+	"context"
+	"encoding/json"
+	"fmt"
+	"strings"
+	"time"
+
+	"github.com/sipeed/picoclaw/pkg/logger"
+	"github.com/sipeed/picoclaw/pkg/providers"
+)
+
+// AnalyseResult holds the output of the Phase 1 (Analyse) step.
+type AnalyseResult struct {
+	// Intent is a short label classifying the user's intent (e.g. "question", "task", "chat").
+	Intent string `json:"intent"`
+	// Tags extracted from the user message for memory retrieval.
+	Tags []string `json:"tags"`
+	// CotPrompt is an LLM-generated thinking strategy tailored to the user's message.
+	// Generated by the analyser, not selected from a fixed list.
+	CotPrompt string `json:"cot_prompt"`
+	// MemoryContext is the formatted memory entries matching the extracted tags.
+	// This is populated after the memory lookup, not by the LLM itself.
+	MemoryContext string `json:"-"`
+}
+
+
+
+// Analyser performs a lightweight LLM call to analyse the user's message,
+// extract intent and tags, then queries the memory store for relevant entries.
+// This is Phase 1 of the Runtime Loop.
+//
+// Flow:
+//  1. Collect all available tags from the memory store.
+//  2. Call a small/fast LLM with the user message + available tags.
+//  3. Parse the JSON response to get intent + matched tags.
+//  4. Query memory entries by those tags.
+//  5. Return the result with formatted memory context.
+type Analyser struct {
+	provider    providers.LLMProvider
+	model       string
+	cotRegistry *CotRegistry
+}
+
+
+
+// NewAnalyser creates a new Analyser (Phase 1) processor.
+// model should be a lightweight model identifier like "gemini/gemini-2.0-flash-exp".
+func NewAnalyser(provider providers.LLMProvider, model string, cotRegistry *CotRegistry) *Analyser {
+	return &Analyser{
+		provider:    provider,
+		model:       model,
+		cotRegistry: cotRegistry,
+	}
+}
+
+
+
+const preLLMSystemPromptTpl = `You are a message analysis engine. Your job is to analyse the user's message and output a JSON object.
+
+## Task
+
+Given the user message, a list of available memory tags, and reference thinking strategy examples, you must:
+1. Determine the user's **intent** — classify it into one short label.
+2. Select **relevant tags** from the available tag list. Only select genuinely relevant tags. 0 tags if none are relevant.
+3. **Generate a custom thinking strategy** (cot_prompt) for the main AI to follow when processing this message. This should be a concise, actionable set of steps tailored to the specific task.
+
+## Output Format
+
+Respond with ONLY a valid JSON object, no markdown fences, no explanation:
+
+{"intent":"<intent_label>","tags":["<tag1>"],"cot_prompt":"<thinking_strategy_text>"}
+
+The cot_prompt should be a brief strategy (3-6 numbered steps). For simple chat/greetings, use an empty string "".
+
+## Intent Labels
+
+Use one of: question, task, chat, code, search, create, debug, explain, translate, summarise, other
+
+## Reference Thinking Strategy Examples
+
+Use these as inspiration — adapt and combine as needed for the specific message:
+
+%s
+
+%s
+
+## Rules
+
+- ONLY select tags from the provided available tags list.
+- Do NOT invent new tags. Only use tags from the available list.
+- Maximum 5 tags.
+- Generate a cot_prompt tailored to the specific user message. Don't just copy examples — adapt them.
+- For simple chat (greetings, thanks, etc.), use an empty cot_prompt.
+- If historical data shows which strategies worked well for similar intents, prefer those approaches.
+- Keep the cot_prompt concise: 3-6 actionable steps.
+- Keep it fast — this is a preprocessing step.`
+
+// Analyse runs the pre-LLM analysis on the user message.
+// It returns an AnalyseResult with intent, tags, and formatted memory context.
+// If the pre-LLM call fails, it returns a zero-value result (no error propagation
+// to avoid blocking the main agent loop).
+// actCtx may be nil; when provided, its content is injected into the user prompt
+// (not the system prompt) to preserve system prompt prefix stability for KV cache.
+func (p *Analyser) Analyse(ctx context.Context, userMessage string, memory *MemoryStore, actCtx *ActiveContext) AnalyseResult {
+	if p.provider == nil || p.model == "" {
+		return AnalyseResult{}
+	}
+
+	start := time.Now()
+
+	// 1. Collect available tags from memory store.
+	var availableTags []string
+	var tagsErr error
+	if memory != nil {
+		availableTags, tagsErr = memory.ListAllTags()
+	}
+	hasMemoryTags := tagsErr == nil && len(availableTags) > 0
+
+	// Even without memory tags, we still call pre-LLM for CoT selection.
+
+	// 2. Build the system prompt with example templates + learning history.
+	examples := ""
+	if p.cotRegistry != nil {
+		examples = p.cotRegistry.ListExamplesForPrompt()
+	}
+	// Include historical CoT performance data + top-rated prompts for learning.
+	cotHistory := ""
+	if memory != nil {
+		// Pass available tags so proven examples can be filtered by relevance.
+		cotHistory = memory.FormatCotLearningContext(30, availableTags)
+	}
+	systemPrompt := fmt.Sprintf(preLLMSystemPromptTpl, examples, cotHistory)
+
+	// 3. Build the user prompt with available tags + active context.
+	var userPromptBuilder strings.Builder
+
+	// Active Context block (injected here to keep system prompt prefix stable).
+	if actCtx != nil {
+		if ac := actCtx.Format(); ac != "" {
+			userPromptBuilder.WriteString(ac)
+			userPromptBuilder.WriteString("\n\n")
+		}
+	}
+
+	if hasMemoryTags {
+		fmt.Fprintf(&userPromptBuilder, "Available tags: [%s]\n\nUser message: %s",
+			strings.Join(availableTags, ", "), userMessage)
+	} else {
+		fmt.Fprintf(&userPromptBuilder, "Available tags: [](none)\n\nUser message: %s", userMessage)
+	}
+	userPrompt := userPromptBuilder.String()
+
+	messages := []providers.Message{
+		{Role: "system", Content: systemPrompt},
+		{Role: "user", Content: userPrompt},
+	}
+
+	// 4. Call the LLM (no tools, moderate max_tokens for generated CoT, low temperature).
+	resp, err := p.provider.Chat(ctx, messages, nil, p.model, map[string]any{
+		"max_tokens":  512,
+		"temperature": 0.3,
+	})
+	if err != nil {
+		logger.WarnCF("analyser", "Pre-LLM call failed, proceeding without enrichment",
+			map[string]any{"error": err.Error(), "model": p.model})
+		return AnalyseResult{}
+	}
+
+	// 5. Parse the JSON response.
+	result := p.parseResponse(resp.Content)
+
+	// 6. Query memory by extracted tags.
+	if len(result.Tags) > 0 && memory != nil {
+		entries, err := memory.SearchByAnyTag(result.Tags)
+		if err == nil && len(entries) > 0 {
+			result.MemoryContext = formatMemoryEntries(entries)
+		}
+	}
+
+	// 7. Record usage for learning (non-blocking — don't fail the main flow).
+	if memory != nil && result.CotPrompt != "" {
+		if _, err := memory.RecordCotUsage(result.Intent, result.Tags, result.CotPrompt, userMessage); err != nil {
+			logger.DebugCF("analyser", "Failed to record CoT usage",
+				map[string]any{"error": err.Error()})
+		}
+	}
+
+	elapsed := time.Since(start)
+	logger.InfoCF("analyser", "Pre-LLM analysis complete",
+		map[string]any{
+			"intent":          result.Intent,
+			"tags":            result.Tags,
+			"has_cot":         result.CotPrompt != "",
+			"cot_len":         len(result.CotPrompt),
+			"memory_entries":  countMemoryLines(result.MemoryContext),
+			"elapsed_ms":      elapsed.Milliseconds(),
+			"model":           p.model,
+			"available_tags":  len(availableTags),
+		})
+
+	return result
+}
+
+// parseResponse extracts intent and tags from the LLM's JSON response.
+// Handles common LLM quirks like markdown fences around JSON.
+func (p *Analyser) parseResponse(content string) AnalyseResult {
+	content = strings.TrimSpace(content)
+
+	// Strip markdown code fences if present.
+	if strings.HasPrefix(content, "```") {
+		lines := strings.Split(content, "\n")
+		// Remove first and last lines (fences).
+		if len(lines) >= 3 {
+			content = strings.Join(lines[1:len(lines)-1], "\n")
+		}
+	}
+	content = strings.TrimSpace(content)
+
+	var result AnalyseResult
+	if err := json.Unmarshal([]byte(content), &result); err != nil {
+		logger.WarnCF("analyser", "Failed to parse pre-LLM response as JSON",
+			map[string]any{
+				"error":   err.Error(),
+				"content": content,
+			})
+		return AnalyseResult{}
+	}
+
+	// Sanitise: lowercase tags, limit to 5.
+	cleaned := make([]string, 0, len(result.Tags))
+	for _, t := range result.Tags {
+		t = strings.ToLower(strings.TrimSpace(t))
+		if t != "" {
+			cleaned = append(cleaned, t)
+		}
+	}
+	if len(cleaned) > 5 {
+		cleaned = cleaned[:5]
+	}
+	result.Tags = cleaned
+
+	return result
+}
+
+// formatMemoryEntries formats memory entries into a string for injection into context.
+func formatMemoryEntries(entries []MemoryEntry) string {
+	if len(entries) == 0 {
+		return ""
+	}
+
+	var sb strings.Builder
+	sb.WriteString("## Relevant Memories (auto-retrieved)\n\n")
+	for _, e := range entries {
+		tagLabel := ""
+		if len(e.Tags) > 0 {
+			tagLabel = " [" + strings.Join(e.Tags, ", ") + "]"
+		}
+		fmt.Fprintf(&sb, "- (#%d%s) %s\n", e.ID, tagLabel, e.Content)
+	}
+	return sb.String()
+}
+
+// countMemoryLines counts the number of memory entries in a formatted string.
+func countMemoryLines(s string) int {
+	if s == "" {
+		return 0
+	}
+	count := 0
+	for _, line := range strings.Split(s, "\n") {
+		if strings.HasPrefix(line, "- (#") {
+			count++
+		}
+	}
+	return count
+}

pkg/agent/analyser_test.go

@@ -0,0 +1,286 @@
+package agent
+
+import (
+	"context"
+	"os"
+	"path/filepath"
+	"strings"
+	"testing"
+
+	"github.com/sipeed/picoclaw/pkg/providers"
+)
+
+func TestPreLLM_parseResponse(t *testing.T) {
+	p := &Analyser{}
+
+	tests := []struct {
+		name       string
+		input      string
+		wantIntent string
+		wantTags   []string
+		wantCot    string
+	}{
+		{
+			name:       "valid JSON with cot_prompt",
+			input:      `{"intent":"question","tags":["golang","testing"],"cot_prompt":"1. Understand the question\n2. Research the answer"}`,
+			wantIntent: "question",
+			wantTags:   []string{"golang", "testing"},
+			wantCot:    "1. Understand the question\n2. Research the answer",
+		},
+		{
+			name:       "JSON with markdown fences",
+			input:      "```json\n{\"intent\":\"task\",\"tags\":[\"deploy\"],\"cot_prompt\":\"1. Plan\\n2. Execute\"}\n```",
+			wantIntent: "task",
+			wantTags:   []string{"deploy"},
+			wantCot:    "1. Plan\n2. Execute",
+		},
+		{
+			name:       "empty cot_prompt for chat",
+			input:      `{"intent":"chat","tags":[],"cot_prompt":""}`,
+			wantIntent: "chat",
+			wantTags:   []string{},
+			wantCot:    "",
+		},
+		{
+			name:       "invalid JSON",
+			input:      "this is not json",
+			wantIntent: "",
+			wantTags:   nil,
+			wantCot:    "",
+		},
+		{
+			name:       "tags trimmed and lowered",
+			input:      `{"intent":"code","tags":["  GoLang  ","  API  "],"cot_prompt":"think"}`,
+			wantIntent: "code",
+			wantTags:   []string{"golang", "api"},
+			wantCot:    "think",
+		},
+		{
+			name:       "tags limited to 5",
+			input:      `{"intent":"search","tags":["a","b","c","d","e","f","g"],"cot_prompt":"search"}`,
+			wantIntent: "search",
+			wantTags:   []string{"a", "b", "c", "d", "e"},
+			wantCot:    "search",
+		},
+		{
+			name:       "missing cot_prompt field",
+			input:      `{"intent":"question","tags":["golang"]}`,
+			wantIntent: "question",
+			wantTags:   []string{"golang"},
+			wantCot:    "",
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			result := p.parseResponse(tt.input)
+			if result.Intent != tt.wantIntent {
+				t.Errorf("intent = %q, want %q", result.Intent, tt.wantIntent)
+			}
+			if result.CotPrompt != tt.wantCot {
+				t.Errorf("cot_prompt = %q, want %q", result.CotPrompt, tt.wantCot)
+			}
+
+			if tt.wantTags == nil {
+				if result.Tags != nil {
+					t.Errorf("tags = %v, want nil", result.Tags)
+				}
+				return
+			}
+
+			if len(result.Tags) != len(tt.wantTags) {
+				t.Errorf("tags len = %d, want %d (tags=%v)", len(result.Tags), len(tt.wantTags), result.Tags)
+				return
+			}
+			for i, tag := range result.Tags {
+				if tag != tt.wantTags[i] {
+					t.Errorf("tag[%d] = %q, want %q", i, tag, tt.wantTags[i])
+				}
+			}
+		})
+	}
+}
+
+func TestPreLLM_Analyse_NoProvider(t *testing.T) {
+	p := &Analyser{} // no provider, no model
+	result := p.Analyse(context.Background(), "hello", nil, nil)
+	if result.Intent != "" || len(result.Tags) != 0 {
+		t.Errorf("expected empty result with no provider, got %+v", result)
+	}
+}
+
+func TestPreLLM_Analyse_NoTags(t *testing.T) {
+	dir := t.TempDir()
+	ms := NewMemoryStore(dir)
+	defer ms.Close()
+
+	cotReg := NewCotRegistry(dir)
+	mp := &mockLLMProvider{
+		response: `{"intent":"chat","tags":[],"cot_prompt":""}`,
+	}
+	p := NewAnalyser(mp, "test-model", cotReg)
+
+	result := p.Analyse(context.Background(), "hello there", ms, nil)
+	if result.Intent != "chat" {
+		t.Errorf("expected intent 'chat', got %q", result.Intent)
+	}
+	if result.CotPrompt != "" {
+		t.Errorf("expected empty cot_prompt for chat, got %q", result.CotPrompt)
+	}
+}
+
+func TestPreLLM_Analyse_WithMemory(t *testing.T) {
+	dir := t.TempDir()
+	ms := NewMemoryStore(dir)
+	defer ms.Close()
+
+	// Seed memory.
+	ms.AddEntry("Go is great for concurrency", []string{"golang", "concurrency"})
+	ms.AddEntry("Kubernetes cluster setup notes", []string{"k8s", "devops"})
+	ms.AddEntry("Go testing best practices", []string{"golang", "testing"})
+
+	cotReg := NewCotRegistry(dir)
+	mp := &mockLLMProvider{
+		response: `{"intent":"question","tags":["golang"],"cot_prompt":"1. Check Go docs\n2. Write example code\n3. Verify with tests"}`,
+	}
+	p := NewAnalyser(mp, "test-model", cotReg)
+
+	result := p.Analyse(context.Background(), "How do I test Go code?", ms, nil)
+
+	if result.Intent != "question" {
+		t.Errorf("intent = %q, want %q", result.Intent, "question")
+	}
+	if result.CotPrompt == "" {
+		t.Error("expected non-empty CotPrompt")
+	}
+	if !strings.Contains(result.CotPrompt, "Go docs") {
+		t.Error("CotPrompt should contain the LLM-generated strategy")
+	}
+	if len(result.Tags) != 1 || result.Tags[0] != "golang" {
+		t.Errorf("tags = %v, want [golang]", result.Tags)
+	}
+	if result.MemoryContext == "" {
+		t.Error("expected non-empty MemoryContext with matching tags")
+	}
+	if !contains(result.MemoryContext, "Go is great for concurrency") {
+		t.Error("MemoryContext missing 'Go is great for concurrency'")
+	}
+	if !contains(result.MemoryContext, "Go testing best practices") {
+		t.Error("MemoryContext missing 'Go testing best practices'")
+	}
+	if contains(result.MemoryContext, "Kubernetes") {
+		t.Error("MemoryContext should not contain 'Kubernetes' entry")
+	}
+
+	// Verify usage was recorded with tags.
+	records, _ := ms.GetRecentCotUsage(1)
+	if len(records) == 0 {
+		t.Fatal("expected usage record to be recorded")
+	}
+	if len(records[0].Tags) != 1 || records[0].Tags[0] != "golang" {
+		t.Errorf("recorded tags = %v, want [golang]", records[0].Tags)
+	}
+}
+
+func TestSearchByAnyTag(t *testing.T) {
+	dir := t.TempDir()
+	ms := NewMemoryStore(dir)
+	defer ms.Close()
+
+	ms.AddEntry("Go concurrency", []string{"golang", "concurrency"})
+	ms.AddEntry("K8s setup", []string{"k8s", "devops"})
+	ms.AddEntry("Go testing", []string{"golang", "testing"})
+	ms.AddEntry("Python ML", []string{"python", "ml"})
+
+	entries, err := ms.SearchByAnyTag([]string{"golang", "k8s"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if len(entries) != 3 {
+		t.Errorf("got %d entries, want 3", len(entries))
+	}
+
+	entries, err = ms.SearchByAnyTag([]string{"python"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if len(entries) != 1 {
+		t.Errorf("got %d entries, want 1", len(entries))
+	}
+
+	entries, err = ms.SearchByAnyTag([]string{"nonexistent"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if len(entries) != 0 {
+		t.Errorf("got %d entries, want 0", len(entries))
+	}
+}
+
+func TestFormatMemoryEntries(t *testing.T) {
+	entries := []MemoryEntry{
+		{ID: 1, Content: "Test content 1", Tags: []string{"tag1", "tag2"}},
+		{ID: 2, Content: "Test content 2", Tags: []string{"tag3"}},
+		{ID: 3, Content: "No tags entry", Tags: nil},
+	}
+
+	result := formatMemoryEntries(entries)
+	if result == "" {
+		t.Fatal("expected non-empty result")
+	}
+	if !contains(result, "Relevant Memories") {
+		t.Error("missing header")
+	}
+	if !contains(result, "#1") {
+		t.Error("missing entry #1")
+	}
+	if !contains(result, "[tag1, tag2]") {
+		t.Error("missing tags for entry #1")
+	}
+}
+
+func TestFormatMemoryEntries_Empty(t *testing.T) {
+	result := formatMemoryEntries(nil)
+	if result != "" {
+		t.Errorf("expected empty string, got %q", result)
+	}
+}
+
+// --- Helpers ---
+
+func contains(s, substr string) bool {
+	return strings.Contains(s, substr)
+}
+
+func TestPreLLM_MemoryDBPath(t *testing.T) {
+	dir := t.TempDir()
+	ms := NewMemoryStore(dir)
+	defer ms.Close()
+
+	dbPath := filepath.Join(dir, "memory.db")
+	if _, err := os.Stat(dbPath); err != nil {
+		t.Errorf("memory.db not created: %v", err)
+	}
+}
+
+// mockLLMProvider returns a configurable response for pre-LLM testing.
+type mockLLMProvider struct {
+	response string
+}
+
+func (m *mockLLMProvider) Chat(
+	_ context.Context,
+	_ []providers.Message,
+	_ []providers.ToolDefinition,
+	_ string,
+	_ map[string]any,
+) (*providers.LLMResponse, error) {
+	return &providers.LLMResponse{
+		Content:   m.response,
+		ToolCalls: []providers.ToolCall{},
+	}, nil
+}
+
+func (m *mockLLMProvider) GetDefaultModel() string {
+	return "mock-pre-llm"
+}

pkg/agent/context.go

@@ -67,8 +67,7 @@ You are picoclaw, a helpful AI assistant.
 
 ## Workspace
 Your workspace is at: %s
-- Memory: %s/memory/MEMORY.md
+- Memory DB: %s/memory.db (SQLite)
-- Daily Notes: %s/memory/YYYYMM/YYYYMMDD.md
 - Skills: %s/skills/{skill-name}/SKILL.md
 
 ## Important Rules
@@ -77,10 +76,10 @@ Your workspace is at: %s
 
 2. **Be helpful and accurate** - When using tools, briefly explain what you're doing.
 
-3. **Memory** - When interacting with me if something seems memorable, update %s/memory/MEMORY.md
+3. **Memory** - When interacting with me if something seems memorable, update the long-term memory in %s/memory.db
 
 4. **Context summaries** - Conversation summaries provided as context are approximate references only. They may be incomplete or outdated. Always defer to explicit user instructions over summary content.`,
-		workspacePath, workspacePath, workspacePath, workspacePath, workspacePath)
+		workspacePath, workspacePath, workspacePath, workspacePath)
 }
 
 func (cb *ContextBuilder) BuildSystemPrompt() string {
@@ -181,7 +180,7 @@ func (cb *ContextBuilder) sourcePaths() []string {
 		filepath.Join(cb.workspace, "SOUL.md"),
 		filepath.Join(cb.workspace, "USER.md"),
 		filepath.Join(cb.workspace, "IDENTITY.md"),
-		filepath.Join(cb.workspace, "memory", "MEMORY.md"),
+		filepath.Join(cb.workspace, "memory.db"),
 	}
 }
 
@@ -579,3 +578,9 @@ func (cb *ContextBuilder) GetSkillsInfo() map[string]any {
 		"names":     skillNames,
 	}
 }
+
+// GetMemory returns the underlying MemoryStore.
+// Used by the pre-LLM module to query tags and search entries.
+func (cb *ContextBuilder) GetMemory() *MemoryStore {
+	return cb.memory
+}

pkg/agent/context_cache_test.go

@@ -19,7 +19,6 @@ func setupWorkspace(t *testing.T, files map[string]string) string {
 	if err != nil {
 		t.Fatal(err)
 	}
-	os.MkdirAll(filepath.Join(tmpDir, "memory"), 0o755)
 	os.MkdirAll(filepath.Join(tmpDir, "skills"), 0o755)
 	for name, content := range files {
 		dir := filepath.Dir(filepath.Join(tmpDir, name))
@@ -145,13 +144,6 @@ func TestMtimeAutoInvalidation(t *testing.T) {
 			contentV2:  "# Updated Identity",
 			checkField: "Updated Identity",
 		},
-		{
-			name:       "memory file change",
-			file:       "memory/MEMORY.md",
-			contentV1:  "# Memory\nUser likes Go.",
-			contentV2:  "# Memory\nUser likes Rust.",
-			checkField: "User likes Rust",
-		},
 	}
 
 	for _, tt := range tests {
@@ -212,6 +204,43 @@ func TestMtimeAutoInvalidation(t *testing.T) {
 			t.Error("sourceFilesChangedLocked() should detect skills dir mtime change")
 		}
 	})
+
+	// Memory DB mtime change (via MemoryStore write)
+	t.Run("memory DB change", func(t *testing.T) {
+		tmpDir := setupWorkspace(t, nil)
+		defer os.RemoveAll(tmpDir)
+
+		cb := NewContextBuilder(tmpDir)
+
+		// Write initial memory
+		cb.memory.WriteLongTerm("User likes Go.")
+
+		// Build cache
+		sp1 := cb.BuildSystemPromptWithCache()
+		if !strings.Contains(sp1, "User likes Go") {
+			t.Fatal("initial prompt should contain memory content")
+		}
+
+		// Update memory via MemoryStore
+		cb.memory.WriteLongTerm("User likes Rust.")
+
+		// Set future mtime on memory.db so cache detects change
+		dbPath := filepath.Join(tmpDir, "memory.db")
+		future := time.Now().Add(2 * time.Second)
+		os.Chtimes(dbPath, future, future)
+
+		cb.systemPromptMutex.RLock()
+		changed := cb.sourceFilesChangedLocked()
+		cb.systemPromptMutex.RUnlock()
+		if !changed {
+			t.Fatal("sourceFilesChangedLocked() should detect memory.db change")
+		}
+
+		sp2 := cb.BuildSystemPromptWithCache()
+		if !strings.Contains(sp2, "User likes Rust") {
+			t.Error("rebuilt prompt should contain updated memory")
+		}
+	})
 }
 
 // TestExplicitInvalidateCache verifies that InvalidateCache() forces a rebuild
@@ -273,57 +302,35 @@ func TestCacheStability(t *testing.T) {
 // This catches the "from nothing to something" edge case that the old
 // modifiedSince (return false on stat error) would miss.
 func TestNewFileCreationInvalidatesCache(t *testing.T) {
-	tests := []struct {
+	// Test bootstrap file creation
-		name       string
+	t.Run("new bootstrap file", func(t *testing.T) {
-		file       string // relative path inside workspace
+		// Start with an empty workspace (no bootstrap files)
-		content    string
+		tmpDir := setupWorkspace(t, nil)
-		checkField string // substring to verify in rebuilt prompt
+		defer os.RemoveAll(tmpDir)
-	}{
-		{
-			name:       "new bootstrap file",
-			file:       "SOUL.md",
-			content:    "# Soul\nBe kind and helpful.",
-			checkField: "Be kind and helpful",
-		},
-		{
-			name:       "new memory file",
-			file:       "memory/MEMORY.md",
-			content:    "# Memory\nUser prefers dark mode.",
-			checkField: "User prefers dark mode",
-		},
-	}
 
-	for _, tt := range tests {
+		cb := NewContextBuilder(tmpDir)
-		t.Run(tt.name, func(t *testing.T) {
-			// Start with an empty workspace (no bootstrap/memory files)
-			tmpDir := setupWorkspace(t, nil)
-			defer os.RemoveAll(tmpDir)
 
-			cb := NewContextBuilder(tmpDir)
+		// Populate cache — file does not exist yet
+		sp1 := cb.BuildSystemPromptWithCache()
+		if strings.Contains(sp1, "Be kind and helpful") {
+			t.Fatalf("prompt should not contain content before file is created")
+		}
 
-			// Populate cache — file does not exist yet
+		// Create the file after cache was built
-			sp1 := cb.BuildSystemPromptWithCache()
+		fullPath := filepath.Join(tmpDir, "SOUL.md")
-			if strings.Contains(sp1, tt.checkField) {
+		if err := os.WriteFile(fullPath, []byte("# Soul\nBe kind and helpful."), 0o644); err != nil {
-				t.Fatalf("prompt should not contain %q before file is created", tt.checkField)
+			t.Fatal(err)
-			}
+		}
+		// Set future mtime to guarantee detection
+		future := time.Now().Add(2 * time.Second)
+		os.Chtimes(fullPath, future, future)
 
-			// Create the file after cache was built
+		// Cache should auto-invalidate because file went from absent -> present
-			fullPath := filepath.Join(tmpDir, tt.file)
+		sp2 := cb.BuildSystemPromptWithCache()
-			os.MkdirAll(filepath.Dir(fullPath), 0o755)
+		if !strings.Contains(sp2, "Be kind and helpful") {
-			if err := os.WriteFile(fullPath, []byte(tt.content), 0o644); err != nil {
+			t.Errorf("cache not invalidated on new file creation")
-				t.Fatal(err)
+		}
-			}
+	})
-			// Set future mtime to guarantee detection
-			future := time.Now().Add(2 * time.Second)
-			os.Chtimes(fullPath, future, future)
-
-			// Cache should auto-invalidate because file went from absent -> present
-			sp2 := cb.BuildSystemPromptWithCache()
-			if !strings.Contains(sp2, tt.checkField) {
-				t.Errorf("cache not invalidated on new file creation: expected %q in prompt", tt.checkField)
-			}
-		})
-	}
 }
 
 // TestSkillFileContentChange verifies that modifying a skill file's content
@@ -391,7 +398,6 @@ func TestConcurrentBuildSystemPromptWithCache(t *testing.T) {
 	tmpDir := setupWorkspace(t, map[string]string{
 		"IDENTITY.md":          "# Identity\nConcurrency test agent.",
 		"SOUL.md":              "# Soul\nBe helpful.",
-		"memory/MEMORY.md":     "# Memory\nUser prefers Go.",
 		"skills/demo/SKILL.md": "---\nname: demo\ndescription: \"demo skill\"\n---\n# Demo",
 	})
 	defer os.RemoveAll(tmpDir)
@@ -494,7 +500,6 @@ func BenchmarkBuildMessagesWithCache(b *testing.B) {
 	tmpDir, _ := os.MkdirTemp("", "picoclaw-bench-*")
 	defer os.RemoveAll(tmpDir)
 
-	os.MkdirAll(filepath.Join(tmpDir, "memory"), 0o755)
 	os.MkdirAll(filepath.Join(tmpDir, "skills"), 0o755)
 	for _, name := range []string{"IDENTITY.md", "SOUL.md", "USER.md"} {
 		os.WriteFile(filepath.Join(tmpDir, name), []byte(strings.Repeat("Content.\n", 10)), 0o644)

pkg/agent/cot_learning_test.go

@@ -0,0 +1,297 @@
+package agent
+
+import (
+	"strings"
+	"testing"
+)
+
+func TestCotUsage_RecordAndQuery(t *testing.T) {
+	dir := t.TempDir()
+	ms := NewMemoryStore(dir)
+	defer ms.Close()
+
+	// Record some usage with tags.
+	id1, err := ms.RecordCotUsage("code", []string{"golang", "testing"}, "1. Check tests\n2. Write code", "How do I test Go code?")
+	if err != nil {
+		t.Fatal(err)
+	}
+	if id1 <= 0 {
+		t.Errorf("expected positive ID, got %d", id1)
+	}
+
+	id2, err := ms.RecordCotUsage("question", []string{"golang"}, "1. Compare options\n2. Decide", "What's the difference?")
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	id3, err := ms.RecordCotUsage("code", []string{"http", "golang"}, "1. Define routes\n2. Implement handlers", "Write a HTTP server")
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	// Query recent usage.
+	records, err := ms.GetRecentCotUsage(10)
+	if err != nil {
+		t.Fatal(err)
+	}
+	if len(records) != 3 {
+		t.Errorf("expected 3 records, got %d", len(records))
+	}
+
+	// Most recent first.
+	if records[0].ID != id3 {
+		t.Errorf("expected most recent to be id3=%d, got %d", id3, records[0].ID)
+	}
+
+	// Check tags are stored correctly.
+	if len(records[0].Tags) != 2 || records[0].Tags[0] != "http" {
+		t.Errorf("tags = %v, want [http, golang]", records[0].Tags)
+	}
+
+	// Check cot_prompt is stored.
+	if !strings.Contains(records[0].CotPrompt, "Define routes") {
+		t.Errorf("cot_prompt = %q, should contain 'Define routes'", records[0].CotPrompt)
+	}
+
+	_ = id2 // used above
+}
+
+func TestCotUsage_Feedback(t *testing.T) {
+	dir := t.TempDir()
+	ms := NewMemoryStore(dir)
+	defer ms.Close()
+
+	id, _ := ms.RecordCotUsage("code", []string{"golang"}, "think step by step", "test message")
+
+	// Initial feedback should be 0.
+	records, _ := ms.GetRecentCotUsage(1)
+	if records[0].Feedback != 0 {
+		t.Errorf("initial feedback = %d, want 0", records[0].Feedback)
+	}
+
+	// Update feedback.
+	err := ms.UpdateCotFeedback(id, 1)
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	records, _ = ms.GetRecentCotUsage(1)
+	if records[0].Feedback != 1 {
+		t.Errorf("feedback = %d, want 1", records[0].Feedback)
+	}
+
+	// Invalid score.
+	err = ms.UpdateCotFeedback(id, 5)
+	if err == nil {
+		t.Error("expected error for invalid score 5")
+	}
+}
+
+func TestCotUsage_UpdateLatestFeedback(t *testing.T) {
+	dir := t.TempDir()
+	ms := NewMemoryStore(dir)
+	defer ms.Close()
+
+	ms.RecordCotUsage("code", nil, "strategy 1", "first")
+	ms.RecordCotUsage("debug", nil, "strategy 2", "second")
+
+	// Update latest (should be "debug").
+	err := ms.UpdateLatestCotFeedback(-1)
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	records, _ := ms.GetRecentCotUsage(2)
+	if records[0].Intent != "debug" || records[0].Feedback != -1 {
+		t.Errorf("latest: intent=%q feedback=%d, want debug/-1", records[0].Intent, records[0].Feedback)
+	}
+	if records[1].Intent != "code" || records[1].Feedback != 0 {
+		t.Errorf("first: intent=%q feedback=%d, want code/0", records[1].Intent, records[1].Feedback)
+	}
+}
+
+func TestCotUsage_Stats(t *testing.T) {
+	dir := t.TempDir()
+	ms := NewMemoryStore(dir)
+	defer ms.Close()
+
+	id1, _ := ms.RecordCotUsage("code", nil, "think about code", "write code")
+	ms.UpdateCotFeedback(id1, 1)
+
+	id2, _ := ms.RecordCotUsage("code", nil, "debug systematically", "fix bug")
+	ms.UpdateCotFeedback(id2, 1)
+
+	id3, _ := ms.RecordCotUsage("question", nil, "analyse step by step", "why does X happen?")
+	ms.UpdateCotFeedback(id3, -1)
+
+	id4, _ := ms.RecordCotUsage("chat", nil, "", "hello")
+	ms.UpdateCotFeedback(id4, 1)
+
+	// Get stats.
+	stats, err := ms.GetCotStats(30)
+	if err != nil {
+		t.Fatal(err)
+	}
+	if len(stats) != 3 {
+		t.Errorf("expected 3 intent stats, got %d", len(stats))
+	}
+
+	// "code" should have highest total uses.
+	if stats[0].Intent != "code" || stats[0].TotalUses != 2 {
+		t.Errorf("expected code with 2 uses, got %q with %d", stats[0].Intent, stats[0].TotalUses)
+	}
+}
+
+func TestCotUsage_TopRatedPrompts(t *testing.T) {
+	dir := t.TempDir()
+	ms := NewMemoryStore(dir)
+	defer ms.Close()
+
+	// Record with different tags and feedback.
+	id1, _ := ms.RecordCotUsage("code", []string{"golang", "testing"}, "1. Write test first\n2. Then implement", "write Go test")
+	ms.UpdateCotFeedback(id1, 1)
+
+	id2, _ := ms.RecordCotUsage("code", []string{"python"}, "1. Use pytest\n2. Mock dependencies", "write Python test")
+	ms.UpdateCotFeedback(id2, 1)
+
+	id3, _ := ms.RecordCotUsage("debug", []string{"golang"}, "1. Reproduce\n2. Hypothesize", "fix Go bug")
+	ms.UpdateCotFeedback(id3, 1)
+
+	id4, _ := ms.RecordCotUsage("code", []string{"golang"}, "1. Bad strategy", "bad approach")
+	ms.UpdateCotFeedback(id4, -1) // Negative — should not appear.
+
+	// Without tag filter.
+	top, err := ms.GetTopRatedCotPrompts(30, 10, nil)
+	if err != nil {
+		t.Fatal(err)
+	}
+	if len(top) != 3 {
+		t.Errorf("expected 3 top-rated, got %d", len(top))
+	}
+
+	// With tag filter — "golang" should prioritise golang-tagged prompts.
+	top, err = ms.GetTopRatedCotPrompts(30, 2, []string{"golang"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if len(top) != 2 {
+		t.Errorf("expected 2, got %d", len(top))
+	}
+	// First result should have golang tag.
+	hasGolang := false
+	for _, tag := range top[0].Tags {
+		if tag == "golang" {
+			hasGolang = true
+		}
+	}
+	if !hasGolang {
+		t.Errorf("first result should have golang tag, got %v", top[0].Tags)
+	}
+}
+
+func TestCotUsage_FormatLearningContext(t *testing.T) {
+	dir := t.TempDir()
+	ms := NewMemoryStore(dir)
+	defer ms.Close()
+
+	// Empty — should return empty string.
+	ctx := ms.FormatCotLearningContext(30, nil)
+	if ctx != "" {
+		t.Errorf("expected empty learning context, got %q", ctx)
+	}
+
+	// Add some usage with feedback.
+	id1, _ := ms.RecordCotUsage("code", []string{"golang"}, "1. Understand requirements\n2. Write code", "write code")
+	ms.UpdateCotFeedback(id1, 1)
+
+	id2, _ := ms.RecordCotUsage("question", []string{"architecture"}, "1. Examine structure\n2. Explain", "why does X happen?")
+	ms.UpdateCotFeedback(id2, 1)
+
+	ctx = ms.FormatCotLearningContext(30, nil)
+	if ctx == "" {
+		t.Error("expected non-empty learning context after recording usage")
+	}
+	if !strings.Contains(ctx, "Historical Usage Stats") {
+		t.Error("missing stats header")
+	}
+	if !strings.Contains(ctx, "Proven Strategies") {
+		t.Error("missing proven strategies section")
+	}
+	if !strings.Contains(ctx, "golang") {
+		t.Error("should show tags in proven examples")
+	}
+}
+
+func TestCotUsage_MessageTruncation(t *testing.T) {
+	dir := t.TempDir()
+	ms := NewMemoryStore(dir)
+	defer ms.Close()
+
+	longMsg := strings.Repeat("x", 500)
+	_, err := ms.RecordCotUsage("code", nil, "strategy", longMsg)
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	records, _ := ms.GetRecentCotUsage(1)
+	if len(records[0].Message) > 200 {
+		t.Errorf("message should be truncated to 200 chars, got %d", len(records[0].Message))
+	}
+}
+
+func TestPreLLM_LearningIntegration(t *testing.T) {
+	dir := t.TempDir()
+	ms := NewMemoryStore(dir)
+	defer ms.Close()
+
+	cotReg := NewCotRegistry(dir)
+	mp := &mockLLMProvider{
+		response: `{"intent":"code","tags":["golang"],"cot_prompt":"1. Understand the function signature\n2. Write the implementation\n3. Add error handling"}`,
+	}
+	p := NewAnalyser(mp, "test-model", cotReg)
+
+	// First call — no learning data yet.
+	result := p.Analyse(nil, "write a function", ms, nil)
+	if result.CotPrompt == "" {
+		t.Error("expected non-empty CotPrompt")
+	}
+
+	// Verify usage was recorded with tags.
+	records, _ := ms.GetRecentCotUsage(5)
+	if len(records) != 1 {
+		t.Fatalf("expected 1 usage record, got %d", len(records))
+	}
+	if records[0].Intent != "code" {
+		t.Errorf("recorded intent = %q, want %q", records[0].Intent, "code")
+	}
+	if len(records[0].Tags) != 1 || records[0].Tags[0] != "golang" {
+		t.Errorf("recorded tags = %v, want [golang]", records[0].Tags)
+	}
+	if records[0].CotPrompt == "" {
+		t.Error("recorded cot_prompt should not be empty")
+	}
+
+	// Provide positive feedback.
+	ms.UpdateLatestCotFeedback(1)
+
+	// Second call — learning context should now be included.
+	result2 := p.Analyse(nil, "fix this bug", ms, nil)
+	if result2.CotPrompt == "" {
+		t.Error("expected non-empty CotPrompt on second call")
+	}
+
+	// Should now have 2 usage records.
+	records, _ = ms.GetRecentCotUsage(5)
+	if len(records) != 2 {
+		t.Errorf("expected 2 usage records, got %d", len(records))
+	}
+
+	// Learning context should include the first proven strategy.
+	ctx := ms.FormatCotLearningContext(30, []string{"golang"})
+	if ctx == "" {
+		t.Error("expected non-empty learning context after usage + feedback")
+	}
+	if !strings.Contains(ctx, "Proven Strategies") {
+		t.Error("learning context should include proven strategies")
+	}
+}

pkg/agent/cot_templates.go

@@ -0,0 +1,287 @@
+// PicoClaw - Ultra-lightweight personal AI agent
+// License: MIT
+//
+// Copyright (c) 2026 PicoClaw contributors
+
+package agent
+
+import (
+	"fmt"
+	"os"
+	"path/filepath"
+	"strings"
+	"sync"
+
+	"github.com/sipeed/picoclaw/pkg/logger"
+)
+
+// CotTemplate represents a Chain-of-Thought prompting template.
+type CotTemplate struct {
+	ID          string // Short identifier (e.g. "analytical", "code")
+	Name        string // Human-readable name
+	Description string // One-line description for the pre-LLM to choose from
+	Prompt      string // The actual CoT instruction injected into the system prompt
+}
+
+// --- Built-in CoT Templates -------------------------------------------------
+
+var builtinCotTemplates = []CotTemplate{
+	{
+		ID:          "direct",
+		Name:        "Direct Answer",
+		Description: "Simple, direct response — no special reasoning needed",
+		Prompt:      "", // No CoT injection for simple answers
+	},
+	{
+		ID:          "analytical",
+		Name:        "Analytical Reasoning",
+		Description: "Complex questions requiring step-by-step logical analysis",
+		Prompt: `## Thinking Strategy: Analytical Reasoning
+
+Before answering, follow this reasoning process:
+1. **Clarify** — Restate the core question in your own words.
+2. **Decompose** — Break it into sub-problems or key aspects.
+3. **Analyse** — Work through each sub-problem with evidence/logic.
+4. **Synthesise** — Combine findings into a coherent answer.
+5. **Verify** — Check for logical gaps or contradictions.`,
+	},
+	{
+		ID:          "code",
+		Name:        "Code Analysis",
+		Description: "Writing, reviewing, or understanding code",
+		Prompt: `## Thinking Strategy: Code Analysis
+
+Before writing or analysing code:
+1. **Requirements** — What exactly needs to be done?
+2. **Inputs/Outputs** — Define the interface: what goes in, what comes out.
+3. **Edge Cases** — Consider boundary conditions, errors, empty inputs, concurrency.
+4. **Approach** — Choose the algorithm/pattern, justify the choice.
+5. **Implement** — Write clean, well-commented code.
+6. **Test** — Mentally trace through with sample inputs to verify correctness.`,
+	},
+	{
+		ID:          "debug",
+		Name:        "Debugging",
+		Description: "Finding and fixing bugs, errors, or unexpected behaviour",
+		Prompt: `## Thinking Strategy: Debugging
+
+Follow a systematic debugging approach:
+1. **Reproduce** — Understand the exact symptoms and conditions.
+2. **Hypothesise** — List 2-3 most likely root causes.
+3. **Narrow Down** — For each hypothesis, describe what evidence would confirm/deny it.
+4. **Root Cause** — Identify the actual root cause with evidence.
+5. **Fix** — Propose the minimal, targeted fix.
+6. **Verify** — Confirm the fix resolves the issue without side effects.`,
+	},
+	{
+		ID:          "creative",
+		Name:        "Creative Thinking",
+		Description: "Brainstorming, creative writing, idea generation",
+		Prompt: `## Thinking Strategy: Creative Exploration
+
+Use divergent-convergent thinking:
+1. **Diverge** — Generate multiple distinct ideas or approaches without judgment.
+2. **Explore** — Expand on the most promising 2-3 ideas.
+3. **Combine** — Look for unexpected connections between ideas.
+4. **Converge** — Select the best approach and refine it.
+5. **Polish** — Add detail, nuance, and completeness.`,
+	},
+	{
+		ID:          "task",
+		Name:        "Task Planning",
+		Description: "Multi-step tasks, planning, project work",
+		Prompt: `## Thinking Strategy: Task Planning
+
+Plan before executing:
+1. **Goal** — What is the desired end state?
+2. **Current State** — What exists now? What resources are available?
+3. **Steps** — Break into ordered, actionable steps.
+4. **Dependencies** — Identify which steps depend on others.
+5. **Risks** — What could go wrong? How to mitigate?
+6. **Execute** — Carry out steps, adapting as needed.`,
+	},
+	{
+		ID:          "explain",
+		Name:        "Explain / Teach",
+		Description: "Teaching concepts, explaining how things work",
+		Prompt: `## Thinking Strategy: Educational Explanation
+
+Structure your explanation for clarity:
+1. **Big Picture** — Start with a one-sentence summary of the concept.
+2. **Analogy** — Relate to something familiar if possible.
+3. **Core Mechanism** — Explain how it works step by step.
+4. **Example** — Provide a concrete example or demonstration.
+5. **Gotchas** — Mention common misconceptions or pitfalls.`,
+	},
+	{
+		ID:          "compare",
+		Name:        "Comparison / Decision",
+		Description: "Comparing options, making decisions, trade-off analysis",
+		Prompt: `## Thinking Strategy: Comparison Analysis
+
+Structure your analysis:
+1. **Criteria** — Define what matters most for this decision.
+2. **Options** — List all viable options.
+3. **Trade-offs** — For each option, list pros and cons against the criteria.
+4. **Recommendation** — State the best choice with clear reasoning.
+5. **Caveats** — Note when the recommendation might not apply.`,
+	},
+}
+
+// --- CoT Template Registry --------------------------------------------------
+
+// CotRegistry manages the available CoT templates.
+// It loads built-in templates and supports user-defined ones from workspace.
+type CotRegistry struct {
+	mu        sync.RWMutex
+	templates map[string]CotTemplate
+}
+
+// NewCotRegistry creates a registry with built-in templates and optionally
+// loads user-defined templates from the workspace/cot_templates/ directory.
+func NewCotRegistry(workspace string) *CotRegistry {
+	r := &CotRegistry{
+		templates: make(map[string]CotTemplate, len(builtinCotTemplates)),
+	}
+
+	// Register built-in templates.
+	for _, t := range builtinCotTemplates {
+		r.templates[t.ID] = t
+	}
+
+	// Load user-defined templates from workspace.
+	r.loadUserTemplates(workspace)
+
+	return r
+}
+
+// Get returns a template by ID (case-insensitive). Returns the "direct"
+// template if not found.
+func (r *CotRegistry) Get(id string) CotTemplate {
+	r.mu.RLock()
+	defer r.mu.RUnlock()
+
+	id = strings.ToLower(strings.TrimSpace(id))
+	if t, ok := r.templates[id]; ok {
+		return t
+	}
+	return r.templates["direct"]
+}
+
+// ListForPrompt returns a formatted list of available template IDs and
+// descriptions, suitable for quick reference.
+func (r *CotRegistry) ListForPrompt() string {
+	r.mu.RLock()
+	defer r.mu.RUnlock()
+
+	var sb strings.Builder
+	for _, t := range builtinCotTemplates {
+		fmt.Fprintf(&sb, "- %s: %s\n", t.ID, t.Description)
+	}
+
+	// Append user-defined templates.
+	for id, t := range r.templates {
+		isBuiltin := false
+		for _, bt := range builtinCotTemplates {
+			if bt.ID == id {
+				isBuiltin = true
+				break
+			}
+		}
+		if !isBuiltin {
+			fmt.Fprintf(&sb, "- %s: %s\n", t.ID, t.Description)
+		}
+	}
+
+	return sb.String()
+}
+
+// ListExamplesForPrompt returns full template examples for the pre-LLM to
+// use as inspiration when generating custom CoT prompts.
+// Shows 3-4 diverse examples with their full prompt content.
+func (r *CotRegistry) ListExamplesForPrompt() string {
+	r.mu.RLock()
+	defer r.mu.RUnlock()
+
+	// Select a diverse set of examples (not all — keep prompt concise).
+	exampleIDs := []string{"analytical", "code", "debug", "task"}
+
+	var sb strings.Builder
+	for _, id := range exampleIDs {
+		t, ok := r.templates[id]
+		if !ok || t.Prompt == "" {
+			continue
+		}
+		fmt.Fprintf(&sb, "### Example: %s (%s)\n%s\n\n", t.Name, t.Description, t.Prompt)
+	}
+
+	// Append any user-defined templates as additional examples.
+	for id, t := range r.templates {
+		isBuiltin := false
+		for _, bt := range builtinCotTemplates {
+			if bt.ID == id {
+				isBuiltin = true
+				break
+			}
+		}
+		if !isBuiltin && t.Prompt != "" {
+			fmt.Fprintf(&sb, "### Example: %s (%s)\n%s\n\n", t.Name, t.Description, t.Prompt)
+		}
+	}
+
+	return sb.String()
+}
+
+// loadUserTemplates scans workspace/cot_templates/ for .md files.
+// Each file becomes a template with ID = filename (without .md).
+// File format:
+//
+//	Line 1: description (one line)
+//	Line 2: ---
+//	Line 3+: prompt content
+func (r *CotRegistry) loadUserTemplates(workspace string) {
+	dir := filepath.Join(workspace, "cot_templates")
+	entries, err := os.ReadDir(dir)
+	if err != nil {
+		return // Directory doesn't exist — that's fine.
+	}
+
+	for _, entry := range entries {
+		if entry.IsDir() || !strings.HasSuffix(entry.Name(), ".md") {
+			continue
+		}
+
+		data, err := os.ReadFile(filepath.Join(dir, entry.Name()))
+		if err != nil {
+			continue
+		}
+
+		id := strings.TrimSuffix(entry.Name(), ".md")
+		id = strings.ToLower(strings.TrimSpace(id))
+		if id == "" {
+			continue
+		}
+
+		content := string(data)
+		description := id
+		prompt := content
+
+		// Parse optional description header.
+		if idx := strings.Index(content, "\n---\n"); idx > 0 {
+			description = strings.TrimSpace(content[:idx])
+			prompt = strings.TrimSpace(content[idx+5:])
+		}
+
+		r.mu.Lock()
+		r.templates[id] = CotTemplate{
+			ID:          id,
+			Name:        id,
+			Description: description,
+			Prompt:      prompt,
+		}
+		r.mu.Unlock()
+
+		logger.DebugCF("cot", "Loaded user CoT template",
+			map[string]any{"id": id, "description": description})
+	}
+}

pkg/agent/cot_templates_test.go

@@ -0,0 +1,146 @@
+package agent
+
+import (
+	"os"
+	"path/filepath"
+	"strings"
+	"testing"
+)
+
+func TestCotRegistry_BuiltinTemplates(t *testing.T) {
+	dir := t.TempDir()
+	r := NewCotRegistry(dir)
+
+	// Should have all built-in templates.
+	for _, bt := range builtinCotTemplates {
+		tmpl := r.Get(bt.ID)
+		if tmpl.ID != bt.ID {
+			t.Errorf("expected template %q, got %q", bt.ID, tmpl.ID)
+		}
+	}
+
+	// "direct" should have empty prompt.
+	direct := r.Get("direct")
+	if direct.Prompt != "" {
+		t.Errorf("direct template should have empty prompt, got %q", direct.Prompt)
+	}
+
+	// "code" should have non-empty prompt.
+	code := r.Get("code")
+	if code.Prompt == "" {
+		t.Error("code template should have non-empty prompt")
+	}
+	if !strings.Contains(code.Prompt, "Code Analysis") {
+		t.Error("code template should mention 'Code Analysis'")
+	}
+}
+
+func TestCotRegistry_UnknownFallsToDefault(t *testing.T) {
+	dir := t.TempDir()
+	r := NewCotRegistry(dir)
+
+	tmpl := r.Get("nonexistent_template")
+	if tmpl.ID != "direct" {
+		t.Errorf("expected fallback to 'direct', got %q", tmpl.ID)
+	}
+}
+
+func TestCotRegistry_CaseInsensitive(t *testing.T) {
+	dir := t.TempDir()
+	r := NewCotRegistry(dir)
+
+	tmpl := r.Get("  Code  ")
+	if tmpl.ID != "code" {
+		t.Errorf("expected 'code', got %q", tmpl.ID)
+	}
+}
+
+func TestCotRegistry_UserTemplates(t *testing.T) {
+	dir := t.TempDir()
+
+	// Create user template.
+	cotDir := filepath.Join(dir, "cot_templates")
+	os.MkdirAll(cotDir, 0o755)
+
+	content := `Custom strategy for data analysis
+---
+## Thinking Strategy: Data Analysis
+
+1. Examine the data structure.
+2. Identify patterns.
+3. Draw conclusions.`
+
+	os.WriteFile(filepath.Join(cotDir, "data_analysis.md"), []byte(content), 0o644)
+
+	r := NewCotRegistry(dir)
+
+	// Should be able to get the user template.
+	tmpl := r.Get("data_analysis")
+	if tmpl.ID != "data_analysis" {
+		t.Errorf("expected 'data_analysis', got %q", tmpl.ID)
+	}
+	if tmpl.Description != "Custom strategy for data analysis" {
+		t.Errorf("description = %q, want 'Custom strategy for data analysis'", tmpl.Description)
+	}
+	if !strings.Contains(tmpl.Prompt, "Examine the data structure") {
+		t.Error("prompt should contain user-defined content")
+	}
+}
+
+func TestCotRegistry_ListForPrompt(t *testing.T) {
+	dir := t.TempDir()
+	r := NewCotRegistry(dir)
+
+	list := r.ListForPrompt()
+
+	// Should contain all built-in template IDs.
+	for _, bt := range builtinCotTemplates {
+		if !strings.Contains(list, bt.ID) {
+			t.Errorf("ListForPrompt missing template %q", bt.ID)
+		}
+	}
+}
+
+func TestCotRegistry_ListExamplesForPrompt(t *testing.T) {
+	dir := t.TempDir()
+	r := NewCotRegistry(dir)
+
+	examples := r.ListExamplesForPrompt()
+
+	// Should contain full example content for key templates.
+	if !strings.Contains(examples, "Code Analysis") {
+		t.Error("ListExamplesForPrompt missing 'Code Analysis' example")
+	}
+	if !strings.Contains(examples, "Analytical Reasoning") {
+		t.Error("ListExamplesForPrompt missing 'Analytical Reasoning' example")
+	}
+	if !strings.Contains(examples, "Debugging") {
+		t.Error("ListExamplesForPrompt missing 'Debugging' example")
+	}
+	// Should contain actual steps, not just names.
+	if !strings.Contains(examples, "Requirements") {
+		t.Error("ListExamplesForPrompt should include actual step content")
+	}
+}
+
+func TestCotRegistry_UserOverridesBuiltin(t *testing.T) {
+	dir := t.TempDir()
+	// Create a user template that overrides "code".
+	cotDir := filepath.Join(dir, "cot_templates")
+	os.MkdirAll(cotDir, 0o755)
+
+	content := `My custom code template
+---
+## Custom Code Strategy
+
+Think differently about code.`
+
+	os.WriteFile(filepath.Join(cotDir, "code.md"), []byte(content), 0o644)
+
+	r := NewCotRegistry(dir)
+
+	tmpl := r.Get("code")
+	if !strings.Contains(tmpl.Prompt, "Think differently about code") {
+		t.Error("user template should override built-in 'code' template")
+	}
+}

pkg/agent/executor.go

@@ -0,0 +1,596 @@
+// PicoClaw - Ultra-lightweight personal AI agent
+// License: MIT
+//
+// Copyright (c) 2026 PicoClaw contributors
+
+package agent
+
+// executor.go - Phase 2 (ExecuteLLM) logic extracted from loop.go.
+// Contains the LLM iteration loop, tool handling, reasoning output,
+// context compression, and logging helpers.
+
+import (
+	"context"
+	"encoding/json"
+	"errors"
+	"fmt"
+	"strings"
+	"time"
+	"unicode/utf8"
+
+	"github.com/sipeed/picoclaw/pkg/bus"
+	"github.com/sipeed/picoclaw/pkg/constants"
+	"github.com/sipeed/picoclaw/pkg/logger"
+	"github.com/sipeed/picoclaw/pkg/providers"
+	"github.com/sipeed/picoclaw/pkg/tools"
+	"github.com/sipeed/picoclaw/pkg/utils"
+)
+
+func (al *AgentLoop) targetReasoningChannelID(channelName string) (chatID string) {
+	if al.channelManager == nil {
+		return ""
+	}
+	if ch, ok := al.channelManager.GetChannel(channelName); ok {
+		return ch.ReasoningChannelID()
+	}
+	return ""
+}
+
+func (al *AgentLoop) handleReasoning(ctx context.Context, reasoningContent, channelName, channelID string) {
+	if reasoningContent == "" || channelName == "" || channelID == "" {
+		return
+	}
+
+	// Check context cancellation before attempting to publish,
+	// since PublishOutbound's select may race between send and ctx.Done().
+	if ctx.Err() != nil {
+		return
+	}
+
+	// Use a short timeout so the goroutine does not block indefinitely when
+	// the outbound bus is full.  Reasoning output is best-effort; dropping it
+	// is acceptable to avoid goroutine accumulation.
+	pubCtx, pubCancel := context.WithTimeout(ctx, 5*time.Second)
+	defer pubCancel()
+
+	if err := al.bus.PublishOutbound(pubCtx, bus.OutboundMessage{
+		Channel: channelName,
+		ChatID:  channelID,
+		Content: reasoningContent,
+	}); err != nil {
+		// Treat context.DeadlineExceeded / context.Canceled as expected
+		// (bus full under load, or parent canceled).  Check the error
+		// itself rather than ctx.Err(), because pubCtx may time out
+		// (5 s) while the parent ctx is still active.
+		// Also treat ErrBusClosed as expected — it occurs during normal
+		// shutdown when the bus is closed before all goroutines finish.
+		if errors.Is(err, context.DeadlineExceeded) || errors.Is(err, context.Canceled) ||
+			errors.Is(err, bus.ErrBusClosed) {
+			logger.DebugCF("agent", "Reasoning publish skipped (timeout/cancel)", map[string]any{
+				"channel": channelName,
+				"error":   err.Error(),
+			})
+		} else {
+			logger.WarnCF("agent", "Failed to publish reasoning (best-effort)", map[string]any{
+				"channel": channelName,
+				"error":   err.Error(),
+			})
+		}
+	}
+}
+
+// runLLMIteration executes the LLM call loop with tool handling.
+func (al *AgentLoop) runLLMIteration(
+	ctx context.Context,
+	agent *AgentInstance,
+	messages []providers.Message,
+	opts processOptions,
+) (string, int, []ToolCallRecord, error) {
+	iteration := 0
+	var finalContent string
+	var toolRecords []ToolCallRecord
+
+	for iteration < agent.MaxIterations {
+		iteration++
+
+		logger.DebugCF("agent", "LLM iteration",
+			map[string]any{
+				"seq":       opts.MsgSeqId,
+				"agent_id":  agent.ID,
+				"iteration": iteration,
+				"max":       agent.MaxIterations,
+			})
+
+		// Build tool definitions
+		providerToolDefs := agent.Tools.ToProviderDefs()
+
+		// Log LLM request details
+		logger.DebugCF("agent", "LLM request",
+			map[string]any{
+				"seq":               opts.MsgSeqId,
+				"agent_id":          agent.ID,
+				"iteration":         iteration,
+				"model":             agent.Model,
+				"messages_count":    len(messages),
+				"tools_count":       len(providerToolDefs),
+				"max_tokens":        agent.MaxTokens,
+				"temperature":       agent.Temperature,
+				"system_prompt_len": len(messages[0].Content),
+			})
+
+		// Log full messages (detailed)
+		logger.DebugCF("agent", "Full LLM request",
+			map[string]any{
+				"iteration":     iteration,
+				"messages_json": formatMessagesForLog(messages),
+				"tools_json":    formatToolsForLog(providerToolDefs),
+			})
+
+		// Call LLM with fallback chain if candidates are configured.
+		var response *providers.LLMResponse
+		var err error
+
+		callLLM := func() (*providers.LLMResponse, error) {
+			if len(agent.Candidates) > 1 && al.fallback != nil {
+				fbResult, fbErr := al.fallback.Execute(ctx, agent.Candidates,
+					func(ctx context.Context, provider, model string) (*providers.LLMResponse, error) {
+						return agent.Provider.Chat(ctx, messages, providerToolDefs, model, map[string]any{
+							"max_tokens":       agent.MaxTokens,
+							"temperature":      agent.Temperature,
+							"prompt_cache_key": agent.ID,
+						})
+					},
+				)
+				if fbErr != nil {
+					return nil, fbErr
+				}
+				if fbResult.Provider != "" && len(fbResult.Attempts) > 0 {
+					logger.InfoCF("agent", fmt.Sprintf("Fallback: succeeded with %s/%s after %d attempts",
+						fbResult.Provider, fbResult.Model, len(fbResult.Attempts)+1),
+						map[string]any{"agent_id": agent.ID, "iteration": iteration})
+				}
+				return fbResult.Response, nil
+			}
+			return agent.Provider.Chat(ctx, messages, providerToolDefs, agent.Model, map[string]any{
+				"max_tokens":       agent.MaxTokens,
+				"temperature":      agent.Temperature,
+				"prompt_cache_key": agent.ID,
+			})
+		}
+
+		// Retry loop for context/token errors
+		maxRetries := 2
+		for retry := 0; retry <= maxRetries; retry++ {
+			response, err = callLLM()
+			if err == nil {
+				break
+			}
+
+			errMsg := strings.ToLower(err.Error())
+
+			// Check if this is a network/HTTP timeout — not a context window error.
+			isTimeoutError := errors.Is(err, context.DeadlineExceeded) ||
+				strings.Contains(errMsg, "deadline exceeded") ||
+				strings.Contains(errMsg, "client.timeout") ||
+				strings.Contains(errMsg, "timed out") ||
+				strings.Contains(errMsg, "timeout exceeded")
+
+			// Detect real context window / token limit errors, excluding network timeouts.
+			isContextError := !isTimeoutError && (strings.Contains(errMsg, "context_length_exceeded") ||
+				strings.Contains(errMsg, "context window") ||
+				strings.Contains(errMsg, "maximum context length") ||
+				strings.Contains(errMsg, "token limit") ||
+				strings.Contains(errMsg, "too many tokens") ||
+				strings.Contains(errMsg, "max_tokens") ||
+				strings.Contains(errMsg, "invalidparameter") ||
+				strings.Contains(errMsg, "prompt is too long") ||
+				strings.Contains(errMsg, "request too large"))
+
+			if isTimeoutError && retry < maxRetries {
+				backoff := time.Duration(retry+1) * 5 * time.Second
+				logger.WarnCF("agent", "Timeout error, retrying after backoff", map[string]any{
+					"error":   err.Error(),
+					"retry":   retry,
+					"backoff": backoff.String(),
+				})
+				time.Sleep(backoff)
+				continue
+			}
+
+			if isContextError && retry < maxRetries {
+				logger.WarnCF("agent", "Context window error detected, attempting compression", map[string]any{
+					"error": err.Error(),
+					"retry": retry,
+				})
+
+				if retry == 0 && !constants.IsInternalChannel(opts.Channel) {
+					al.bus.PublishOutbound(ctx, bus.OutboundMessage{
+						Channel: opts.Channel,
+						ChatID:  opts.ChatID,
+						Content: "Context window exceeded. Compressing history and retrying...",
+					})
+				}
+
+				al.forceCompression(agent, opts.SessionKey)
+				newHistory := agent.Sessions.GetHistory(opts.SessionKey)
+				newSummary := agent.Sessions.GetSummary(opts.SessionKey)
+				messages = agent.ContextBuilder.BuildMessages(
+					newHistory, newSummary, "",
+					nil, opts.Channel, opts.ChatID,
+				)
+				continue
+			}
+			break
+		}
+
+		if err != nil {
+			logger.ErrorCF("agent", "LLM call failed",
+				map[string]any{
+					"seq":       opts.MsgSeqId,
+					"agent_id":  agent.ID,
+					"iteration": iteration,
+					"error":     err.Error(),
+				})
+			return "", iteration, toolRecords, fmt.Errorf("LLM call failed after retries: %w", err)
+		}
+
+		go al.handleReasoning(ctx, response.Reasoning, opts.Channel, al.targetReasoningChannelID(opts.Channel))
+
+		logger.DebugCF("agent", "LLM response",
+			map[string]any{
+				"seq":            opts.MsgSeqId,
+				"agent_id":       agent.ID,
+				"iteration":      iteration,
+				"content_chars":  len(response.Content),
+				"tool_calls":     len(response.ToolCalls),
+				"reasoning":      response.Reasoning,
+				"target_channel": al.targetReasoningChannelID(opts.Channel),
+				"channel":        opts.Channel,
+			})
+		// Check if no tool calls - we're done
+		if len(response.ToolCalls) == 0 {
+			finalContent = response.Content
+			logger.InfoCF("agent", "LLM response without tool calls (direct answer)",
+				map[string]any{
+					"seq":           opts.MsgSeqId,
+					"agent_id":      agent.ID,
+					"iteration":     iteration,
+					"content_chars": len(finalContent),
+				})
+			break
+		}
+
+		normalizedToolCalls := make([]providers.ToolCall, 0, len(response.ToolCalls))
+		for _, tc := range response.ToolCalls {
+			normalizedToolCalls = append(normalizedToolCalls, providers.NormalizeToolCall(tc))
+		}
+
+		// Log tool calls
+		toolNames := make([]string, 0, len(normalizedToolCalls))
+		for _, tc := range normalizedToolCalls {
+			toolNames = append(toolNames, tc.Name)
+		}
+		logger.InfoCF("agent", "LLM requested tool calls",
+			map[string]any{
+				"agent_id":  agent.ID,
+				"tools":     toolNames,
+				"count":     len(normalizedToolCalls),
+				"iteration": iteration,
+			})
+
+		// Build assistant message with tool calls
+		assistantMsg := providers.Message{
+			Role:             "assistant",
+			Content:          response.Content,
+			ReasoningContent: response.ReasoningContent,
+		}
+		for _, tc := range normalizedToolCalls {
+			argumentsJSON, _ := json.Marshal(tc.Arguments)
+			// Copy ExtraContent to ensure thought_signature is persisted for Gemini 3
+			extraContent := tc.ExtraContent
+			thoughtSignature := ""
+			if tc.Function != nil {
+				thoughtSignature = tc.Function.ThoughtSignature
+			}
+
+			assistantMsg.ToolCalls = append(assistantMsg.ToolCalls, providers.ToolCall{
+				ID:   tc.ID,
+				Type: "function",
+				Name: tc.Name,
+				Function: &providers.FunctionCall{
+					Name:             tc.Name,
+					Arguments:        string(argumentsJSON),
+					ThoughtSignature: thoughtSignature,
+				},
+				ExtraContent:     extraContent,
+				ThoughtSignature: thoughtSignature,
+			})
+		}
+		messages = append(messages, assistantMsg)
+
+		// Save assistant message with tool calls to session
+		agent.Sessions.AddFullMessage(opts.SessionKey, assistantMsg)
+
+		// Execute tool calls
+		for _, tc := range normalizedToolCalls {
+			argsJSON, _ := json.Marshal(tc.Arguments)
+			argsPreview := utils.Truncate(string(argsJSON), 200)
+			logger.InfoCF("agent", fmt.Sprintf("Tool call: %s(%s)", tc.Name, argsPreview),
+				map[string]any{
+					"agent_id":  agent.ID,
+					"tool":      tc.Name,
+					"iteration": iteration,
+				})
+
+			// Create async callback for tools that implement AsyncTool
+			// NOTE: Following openclaw's design, async tools do NOT send results directly to users.
+			// Instead, they notify the agent via PublishInbound, and the agent decides
+			// whether to forward the result to the user (in processSystemMessage).
+			asyncCallback := func(callbackCtx context.Context, result *tools.ToolResult) {
+				// Log the async completion but don't send directly to user
+				// The agent will handle user notification via processSystemMessage
+				if !result.Silent && result.ForUser != "" {
+					logger.InfoCF("agent", "Async tool completed, agent will handle notification",
+						map[string]any{
+							"tool":        tc.Name,
+							"content_len": len(result.ForUser),
+						})
+				}
+			}
+
+			toolStart := time.Now()
+			toolResult := agent.Tools.ExecuteWithContext(
+				ctx,
+				tc.Name,
+				tc.Arguments,
+				opts.Channel,
+				opts.ChatID,
+				asyncCallback,
+			)
+			toolDuration := time.Since(toolStart)
+
+			// Record tool call for post-LLM processors.
+			record := ToolCallRecord{Name: tc.Name, Duration: toolDuration}
+			if toolResult.Err != nil {
+				record.Error = toolResult.Err.Error()
+			}
+			toolRecords = append(toolRecords, record)
+
+			// Send ForUser content to user immediately if not Silent
+			if !toolResult.Silent && toolResult.ForUser != "" && opts.SendResponse {
+				al.bus.PublishOutbound(ctx, bus.OutboundMessage{
+					Channel: opts.Channel,
+					ChatID:  opts.ChatID,
+					Content: toolResult.ForUser,
+				})
+				logger.DebugCF("agent", "Sent tool result to user",
+					map[string]any{
+						"tool":        tc.Name,
+						"content_len": len(toolResult.ForUser),
+					})
+			}
+
+			// If tool returned media refs, publish them as outbound media
+			if len(toolResult.Media) > 0 && opts.SendResponse {
+				parts := make([]bus.MediaPart, 0, len(toolResult.Media))
+				for _, ref := range toolResult.Media {
+					part := bus.MediaPart{Ref: ref}
+					// Populate metadata from MediaStore when available
+					if al.mediaStore != nil {
+						if _, meta, err := al.mediaStore.ResolveWithMeta(ref); err == nil {
+							part.Filename = meta.Filename
+							part.ContentType = meta.ContentType
+							part.Type = inferMediaType(meta.Filename, meta.ContentType)
+						}
+					}
+					parts = append(parts, part)
+				}
+				al.bus.PublishOutboundMedia(ctx, bus.OutboundMediaMessage{
+					Channel: opts.Channel,
+					ChatID:  opts.ChatID,
+					Parts:   parts,
+				})
+			}
+
+			// Determine content for LLM based on tool result
+			contentForLLM := toolResult.ForLLM
+			if contentForLLM == "" && toolResult.Err != nil {
+				contentForLLM = toolResult.Err.Error()
+			}
+
+			toolResultMsg := providers.Message{
+				Role:       "tool",
+				Content:    contentForLLM,
+				ToolCallID: tc.ID,
+			}
+			messages = append(messages, toolResultMsg)
+
+			// Save tool result message to session
+			agent.Sessions.AddFullMessage(opts.SessionKey, toolResultMsg)
+		}
+	}
+
+	return finalContent, iteration, toolRecords, nil
+}
+
+// updateToolContexts updates the context for tools that need channel/chatID info.
+func (al *AgentLoop) updateToolContexts(agent *AgentInstance, channel, chatID string) {
+	// Use ContextualTool interface instead of type assertions
+	if tool, ok := agent.Tools.Get("message"); ok {
+		if mt, ok := tool.(tools.ContextualTool); ok {
+			mt.SetContext(channel, chatID)
+		}
+	}
+	if tool, ok := agent.Tools.Get("spawn"); ok {
+		if st, ok := tool.(tools.ContextualTool); ok {
+			st.SetContext(channel, chatID)
+		}
+	}
+	if tool, ok := agent.Tools.Get("subagent"); ok {
+		if st, ok := tool.(tools.ContextualTool); ok {
+			st.SetContext(channel, chatID)
+		}
+	}
+}
+
+// maybeSummarize triggers summarization if the session history exceeds thresholds.
+func (al *AgentLoop) maybeSummarize(agent *AgentInstance, sessionKey, channel, chatID string) {
+	newHistory := agent.Sessions.GetHistory(sessionKey)
+	tokenEstimate := al.estimateTokens(newHistory)
+	threshold := agent.ContextWindow * 75 / 100
+
+	if len(newHistory) > 20 || tokenEstimate > threshold {
+		summarizeKey := agent.ID + ":" + sessionKey
+		if _, loading := al.summarizing.LoadOrStore(summarizeKey, true); !loading {
+			go func() {
+				defer al.summarizing.Delete(summarizeKey)
+				logger.Debug("Memory threshold reached. Optimizing conversation history...")
+				al.summarizeSession(agent, sessionKey)
+			}()
+		}
+	}
+}
+
+// forceCompression aggressively reduces context when the limit is hit.
+// It drops the oldest 50% of messages (keeping system prompt and last user message).
+func (al *AgentLoop) forceCompression(agent *AgentInstance, sessionKey string) {
+	history := agent.Sessions.GetHistory(sessionKey)
+	if len(history) <= 4 {
+		return
+	}
+
+	// Keep system prompt (usually [0]) and the very last message (user's trigger)
+	// We want to drop the oldest half of the *conversation*
+	// Assuming [0] is system, [1:] is conversation
+	conversation := history[1 : len(history)-1]
+	if len(conversation) == 0 {
+		return
+	}
+
+	// Helper to find the mid-point of the conversation
+	mid := len(conversation) / 2
+
+	// New history structure:
+	// 1. System Prompt (with compression note appended)
+	// 2. Second half of conversation
+	// 3. Last message
+
+	droppedCount := mid
+	keptConversation := conversation[mid:]
+
+	newHistory := make([]providers.Message, 0, 1+len(keptConversation)+1)
+
+	// Append compression note to the original system prompt instead of adding a new system message
+	// This avoids having two consecutive system messages which some APIs (like Zhipu) reject
+	compressionNote := fmt.Sprintf(
+		"\n\n[System Note: Emergency compression dropped %d oldest messages due to context limit]",
+		droppedCount,
+	)
+	enhancedSystemPrompt := history[0]
+	enhancedSystemPrompt.Content = enhancedSystemPrompt.Content + compressionNote
+	newHistory = append(newHistory, enhancedSystemPrompt)
+
+	newHistory = append(newHistory, keptConversation...)
+	newHistory = append(newHistory, history[len(history)-1]) // Last message
+
+	// Update session
+	agent.Sessions.SetHistory(sessionKey, newHistory)
+	agent.Sessions.Save(sessionKey)
+
+	logger.WarnCF("agent", "Forced compression executed", map[string]any{
+		"session_key":  sessionKey,
+		"dropped_msgs": droppedCount,
+		"new_count":    len(newHistory),
+	})
+}
+
+// GetStartupInfo returns information about loaded tools and skills for logging.
+func (al *AgentLoop) GetStartupInfo() map[string]any {
+	info := make(map[string]any)
+
+	agent := al.registry.GetDefaultAgent()
+	if agent == nil {
+		return info
+	}
+
+	// Tools info
+	toolsList := agent.Tools.List()
+	info["tools"] = map[string]any{
+		"count": len(toolsList),
+		"names": toolsList,
+	}
+
+	// Skills info
+	info["skills"] = agent.ContextBuilder.GetSkillsInfo()
+
+	// Agents info
+	info["agents"] = map[string]any{
+		"count": len(al.registry.ListAgentIDs()),
+		"ids":   al.registry.ListAgentIDs(),
+	}
+
+	return info
+}
+
+// formatMessagesForLog formats messages for logging
+func formatMessagesForLog(messages []providers.Message) string {
+	if len(messages) == 0 {
+		return "[]"
+	}
+
+	var sb strings.Builder
+	sb.WriteString("[\n")
+	for i, msg := range messages {
+		fmt.Fprintf(&sb, "  [%d] Role: %s\n", i, msg.Role)
+		if len(msg.ToolCalls) > 0 {
+			sb.WriteString("  ToolCalls:\n")
+			for _, tc := range msg.ToolCalls {
+				fmt.Fprintf(&sb, "    - ID: %s, Type: %s, Name: %s\n", tc.ID, tc.Type, tc.Name)
+				if tc.Function != nil {
+					fmt.Fprintf(&sb, "      Arguments: %s\n", utils.Truncate(tc.Function.Arguments, 200))
+				}
+			}
+		}
+		if msg.Content != "" {
+			content := utils.Truncate(msg.Content, 200)
+			fmt.Fprintf(&sb, "  Content: %s\n", content)
+		}
+		if msg.ToolCallID != "" {
+			fmt.Fprintf(&sb, "  ToolCallID: %s\n", msg.ToolCallID)
+		}
+		sb.WriteString("\n")
+	}
+	sb.WriteString("]")
+	return sb.String()
+}
+
+// formatToolsForLog formats tool definitions for logging
+func formatToolsForLog(toolDefs []providers.ToolDefinition) string {
+	if len(toolDefs) == 0 {
+		return "[]"
+	}
+
+	var sb strings.Builder
+	sb.WriteString("[\n")
+	for i, tool := range toolDefs {
+		fmt.Fprintf(&sb, "  [%d] Type: %s, Name: %s\n", i, tool.Type, tool.Function.Name)
+		fmt.Fprintf(&sb, "      Description: %s\n", tool.Function.Description)
+		if len(tool.Function.Parameters) > 0 {
+			fmt.Fprintf(&sb, "      Parameters: %s\n", utils.Truncate(fmt.Sprintf("%v", tool.Function.Parameters), 200))
+		}
+	}
+	sb.WriteString("]")
+	return sb.String()
+}
+
+// estimateTokens estimates the number of tokens in a message list.
+// Uses a safe heuristic of 2.5 characters per token to account for CJK and other
+// overheads better than the previous 3 chars/token.
+func (al *AgentLoop) estimateTokens(messages []providers.Message) int {
+	totalChars := 0
+	for _, m := range messages {
+		totalChars += utf8.RuneCountInString(m.Content)
+	}
+	// 2.5 chars per token = totalChars * 2 / 5
+	return totalChars * 2 / 5
+}

pkg/agent/instance.go

@@ -34,6 +34,8 @@ type AgentInstance struct {
 	Subagents      *config.SubagentsConfig
 	SkillsFilter   []string
 	Candidates     []providers.FallbackCandidate
+	Analyser       *Analyser   // Phase 1: intent/tag analysis
+	Reflector      *Reflector  // Phase 3: post-LLM processing + slash commands
 }
 
 // NewAgentInstance creates an agent instance from config.
@@ -148,6 +150,22 @@ func NewAgentInstance(
 
 	candidates := providers.ResolveCandidatesWithLookup(modelCfg, defaults.Provider, resolveFromModelList)
 
+	// Initialise optional Phase 1 analyser for intent/tag-based memory retrieval and CoT selection.
+	// Uses GetAnalyserModel() which resolves: analyser_model → pre_llm_model → model_name.
+	var analyser *Analyser
+	var rt *Reflector
+	analyserModel := defaults.GetAnalyserModel()
+	if analyserModel != "" {
+		cotRegistry := NewCotRegistry(workspace)
+		analyser = NewAnalyser(provider, analyserModel, cotRegistry)
+		rt = NewReflector(provider, analyserModel)
+		log.Printf("Analyser + Reflector enabled for agent %s (model: %s)", agentID, analyserModel)
+	} else {
+		// Reflector without LLM processors (just commands + error tracker).
+		rt = NewReflector(nil, "")
+	}
+	rt.SetTools(toolsRegistry)
+
 	return &AgentInstance{
 		ID:             agentID,
 		Name:           agentName,
@@ -165,6 +183,8 @@ func NewAgentInstance(
 		Subagents:      subagents,
 		SkillsFilter:   skillsFilter,
 		Candidates:     candidates,
+		Analyser:       analyser,
+		Reflector:      rt,
 	}
 }
 

pkg/agent/instant_memory.go

@@ -0,0 +1,252 @@
+// PicoClaw - Ultra-lightweight personal AI agent
+// License: MIT
+//
+// Copyright (c) 2026 PicoClaw contributors
+
+package agent
+
+import (
+	"fmt"
+	"strings"
+
+	"github.com/sipeed/picoclaw/pkg/logger"
+	"github.com/sipeed/picoclaw/pkg/providers"
+)
+
+// ---------------------------------------------------------------------------
+// Instant Memory — dynamic Turn selection for Phase 2 context
+// ---------------------------------------------------------------------------
+
+// InstantMemoryCfg holds tunable parameters for instant-memory assembly.
+type InstantMemoryCfg struct {
+	HighScoreThreshold int     // turns with score >= this are always_keep (default: 7)
+	RecentCount        int     // number of recent turns to include (default: 5)
+	MaxTokenRatio      float64 // fraction of contextWindow budget (default: 0.6)
+	ContextWindow      int     // total context window in tokens
+}
+
+// DefaultInstantMemoryCfg returns a sensible default config.
+func DefaultInstantMemoryCfg(contextWindow int) InstantMemoryCfg {
+	return InstantMemoryCfg{
+		HighScoreThreshold: alwaysKeepThreshold, // 7
+		RecentCount:        5,
+		MaxTokenRatio:      0.6,
+		ContextWindow:      contextWindow,
+	}
+}
+
+// BuildInstantMemory assembles the filtered set of historical turns for Phase 2.
+//
+// Selection rules (from design doc):
+//
+//	瞬时记忆 =
+//	  { Turn | score >= highThreshold }               // always_keep
+//	  ∪ { Turn | tags ∩ currentTags ≠ ∅, score > 0 } // tag-matched
+//	  ∪ { 最近 M 个 Turn }                             // recency guarantee
+//	  → deduplicate by ID
+//	  → sort by ts ASC
+//	  → truncate to token budget
+func BuildInstantMemory(
+	store *TurnStore,
+	currentTags []string,
+	channelKey string,
+	cfg InstantMemoryCfg,
+) []TurnRecord {
+	if store == nil {
+		return nil
+	}
+
+	seen := make(map[string]struct{})
+	var all []TurnRecord
+
+	addUnique := func(turns []TurnRecord) {
+		for _, t := range turns {
+			if _, dup := seen[t.ID]; dup {
+				continue
+			}
+			seen[t.ID] = struct{}{}
+			all = append(all, t)
+		}
+	}
+
+	// 1. always_keep: high-score turns.
+	high, err := store.QueryByScore(cfg.HighScoreThreshold)
+	if err != nil {
+		logger.WarnCF("instant_memory", "QueryByScore failed", map[string]any{"error": err.Error()})
+	} else {
+		addUnique(high)
+	}
+
+	// 2. tag-matched turns (score > 0).
+	if len(currentTags) > 0 {
+		tagged, err := store.QueryByTags(currentTags)
+		if err != nil {
+			logger.WarnCF("instant_memory", "QueryByTags failed", map[string]any{"error": err.Error()})
+		} else {
+			addUnique(tagged)
+		}
+	}
+
+	// 3. Recent M turns for continuity.
+	recent, err := store.QueryRecent(channelKey, cfg.RecentCount)
+	if err != nil {
+		logger.WarnCF("instant_memory", "QueryRecent failed", map[string]any{"error": err.Error()})
+	} else {
+		addUnique(recent)
+	}
+
+	// Sort by ts ASC (stable chronological order).
+	sortTurnsByTs(all)
+
+	// Truncate to token budget.
+	maxTokens := int(float64(cfg.ContextWindow) * cfg.MaxTokenRatio)
+	if maxTokens > 0 {
+		all = truncateToTokenBudget(all, maxTokens)
+	}
+
+	logger.DebugCF("instant_memory", "Built instant memory",
+		map[string]any{
+			"total":       len(all),
+			"high_score":  len(high),
+			"tag_matched": len(currentTags),
+			"recent":      len(recent),
+			"max_tokens":  maxTokens,
+		})
+
+	return all
+}
+
+// sortTurnsByTs sorts turns in ascending timestamp order (oldest first).
+func sortTurnsByTs(turns []TurnRecord) {
+	// Simple in-place insertion sort — good enough for small N (<100).
+	for i := 1; i < len(turns); i++ {
+		key := turns[i]
+		j := i - 1
+		for j >= 0 && turns[j].Ts > key.Ts {
+			turns[j+1] = turns[j]
+			j--
+		}
+		turns[j+1] = key
+	}
+}
+
+// truncateToTokenBudget trims turns from the oldest end until total tokens fit.
+// Returns a suffix of the sorted slice (preserving newest turns).
+func truncateToTokenBudget(turns []TurnRecord, maxTokens int) []TurnRecord {
+	total := 0
+	for _, t := range turns {
+		total += t.Tokens
+	}
+	if total <= maxTokens {
+		return turns
+	}
+
+	// Drop oldest turns first until we fit.
+	for len(turns) > 0 && total > maxTokens {
+		total -= turns[0].Tokens
+		turns = turns[1:]
+	}
+	return turns
+}
+
+// ---------------------------------------------------------------------------
+// Phase 2 Message Assembly — KV Cache friendly ordering
+// ---------------------------------------------------------------------------
+
+// BuildPhase2Messages constructs the message array for Phase 2 (ExecuteLLM)
+// in KV-cache-friendly order:
+//
+//	[system_prompt]               ← always cache hit
+//	[long_term_memory by tags]    ← same tags = cache hit (cache_control: ephemeral)
+//	[always_keep turns (score≥7)] ← fixed position, append only → cache hit
+//	[tag_matched turns]           ← per-turn, ts ASC
+//	[recent_M turns]              ← rolling window
+//	[current_user_message]        ← always new
+//
+// Each historical turn is represented as a user/assistant message pair.
+func BuildPhase2Messages(
+	systemPrompt string,
+	longTermMemory string,
+	turns []TurnRecord,
+	userMessage string,
+	highScoreThreshold int,
+) []providers.Message {
+	msgs := make([]providers.Message, 0, 2+len(turns)*2+1)
+
+	// 1. System prompt (always first, stable prefix).
+	msgs = append(msgs, providers.Message{
+		Role:    "system",
+		Content: systemPrompt,
+	})
+
+	// 2. Long-term memory (injected as system-adjacent user message).
+	//    Mark with CacheControl if present (Anthropic will use it; others ignore).
+	if longTermMemory != "" {
+		msgs = append(msgs, providers.Message{
+			Role:    "user",
+			Content: fmt.Sprintf("# Long-term Memory\n\n%s", longTermMemory),
+		})
+		// Need a brief assistant ack to maintain user/assistant alternation.
+		msgs = append(msgs, providers.Message{
+			Role:    "assistant",
+			Content: "Understood, I'll use this context.",
+		})
+	}
+
+	// 3. Historical turns in KV-cache-friendly order:
+	//    - always_keep first (fixed position)
+	//    - then tag_matched + recent (may shift between requests)
+	//
+	// All turns are already sorted by ts ASC from BuildInstantMemory.
+	// We separate them into always_keep vs rest, keeping relative order.
+	var alwaysKeep, rest []TurnRecord
+	for _, t := range turns {
+		if t.Score >= highScoreThreshold {
+			alwaysKeep = append(alwaysKeep, t)
+		} else {
+			rest = append(rest, t)
+		}
+	}
+
+	// Append always_keep turns (cache-stable region).
+	for _, t := range alwaysKeep {
+		msgs = appendTurnMessages(msgs, t)
+	}
+
+	// Append remaining turns (tag-matched + recent, may shift).
+	for _, t := range rest {
+		msgs = appendTurnMessages(msgs, t)
+	}
+
+	// 4. Current user message (always last, always new).
+	msgs = append(msgs, providers.Message{
+		Role:    "user",
+		Content: userMessage,
+	})
+
+	return msgs
+}
+
+// appendTurnMessages appends a user/assistant pair for a historical turn.
+func appendTurnMessages(msgs []providers.Message, t TurnRecord) []providers.Message {
+	// Build user message with metadata prefix.
+	var userContent strings.Builder
+	if t.Intent != "" || len(t.Tags) > 0 {
+		fmt.Fprintf(&userContent, "[turn intent=%s tags=%v]\n", t.Intent, t.Tags)
+	}
+	userContent.WriteString(t.UserMsg)
+
+	msgs = append(msgs, providers.Message{
+		Role:    "user",
+		Content: userContent.String(),
+	})
+
+	if t.Reply != "" {
+		msgs = append(msgs, providers.Message{
+			Role:    "assistant",
+			Content: t.Reply,
+		})
+	}
+
+	return msgs
+}

pkg/agent/instant_memory_test.go

@@ -0,0 +1,164 @@
+package agent
+
+import (
+	"strings"
+	"testing"
+	"time"
+)
+
+func TestBuildInstantMemory_BasicAssembly(t *testing.T) {
+	dir := t.TempDir()
+	store, err := NewTurnStore(dir)
+	if err != nil {
+		t.Fatalf("NewTurnStore: %v", err)
+	}
+	defer store.Close()
+
+	now := time.Now().Unix()
+
+	// High-score turn (always_keep).
+	store.Insert(TurnRecord{ID: "t1", Ts: now - 100, Score: 9, ChannelKey: "cli:direct",
+		Intent: "code", Tags: []string{"refactor"}, UserMsg: "refactor it", Reply: strings.Repeat("x", 300)})
+
+	// Low-score irrelevant turn.
+	store.Insert(TurnRecord{ID: "t2", Ts: now - 80, Score: 2, ChannelKey: "cli:direct",
+		Intent: "chat", Tags: []string{"chat"}, UserMsg: "hi", Reply: "hello"})
+
+	// Tag-matched turn, moderate score.
+	store.Insert(TurnRecord{ID: "t3", Ts: now - 60, Score: 5, ChannelKey: "cli:direct",
+		Intent: "task", Tags: []string{"deploy", "ci"}, UserMsg: "deploy staging", Reply: "done"})
+
+	// Recent turns.
+	store.Insert(TurnRecord{ID: "t4", Ts: now - 20, Score: 3, ChannelKey: "cli:direct",
+		Intent: "question", Tags: []string{"api"}, UserMsg: "what's the api?", Reply: "check docs"})
+	store.Insert(TurnRecord{ID: "t5", Ts: now - 10, Score: 4, ChannelKey: "cli:direct",
+		Intent: "task", Tags: []string{"test"}, UserMsg: "run tests", Reply: "all passed"})
+
+	cfg := InstantMemoryCfg{
+		HighScoreThreshold: 7,
+		RecentCount:        3,
+		MaxTokenRatio:      0.6,
+		ContextWindow:      100000,
+	}
+
+	turns := BuildInstantMemory(store, []string{"deploy"}, "cli:direct", cfg)
+
+	// Should include: t1 (high-score), t3 (tag-match "deploy"), t4/t5 (recent 3 → also t3)
+	if len(turns) < 3 {
+		t.Errorf("expected at least 3 turns, got %d", len(turns))
+		for _, tt := range turns {
+			t.Logf("  turn: id=%s score=%d tags=%v", tt.ID, tt.Score, tt.Tags)
+		}
+	}
+
+	// Should be sorted by ts ASC.
+	for i := 1; i < len(turns); i++ {
+		if turns[i].Ts < turns[i-1].Ts {
+			t.Errorf("turns not sorted: turns[%d].Ts=%d < turns[%d].Ts=%d",
+				i, turns[i].Ts, i-1, turns[i-1].Ts)
+		}
+	}
+
+	// t1 (always_keep) must be present.
+	found := false
+	for _, tt := range turns {
+		if tt.ID == "t1" {
+			found = true
+		}
+	}
+	if !found {
+		t.Error("expected always_keep turn t1 to be included")
+	}
+
+	// t2 (low-score, no tag match, not recent enough) should be excluded.
+	for _, tt := range turns {
+		if tt.ID == "t2" {
+			t.Error("expected low-score irrelevant turn t2 to be excluded")
+		}
+	}
+}
+
+func TestBuildInstantMemory_NilStore(t *testing.T) {
+	turns := BuildInstantMemory(nil, []string{"deploy"}, "cli:direct", DefaultInstantMemoryCfg(8192))
+	if turns != nil {
+		t.Errorf("expected nil, got %v", turns)
+	}
+}
+
+func TestBuildPhase2Messages_Ordering(t *testing.T) {
+	turns := []TurnRecord{
+		{ID: "t1", Ts: 100, Score: 9, Intent: "code", Tags: []string{"refactor"},
+			UserMsg: "refactor it", Reply: "done refactoring", Tokens: 20},
+		{ID: "t2", Ts: 200, Score: 3, Intent: "question",
+			UserMsg: "what next?", Reply: "do X", Tokens: 10},
+		{ID: "t3", Ts: 300, Score: 8, Intent: "debug", Tags: []string{"deploy"},
+			UserMsg: "fix deploy", Reply: "fixed", Tokens: 10},
+	}
+
+	msgs := BuildPhase2Messages("You are a helpful assistant.", "User prefers Go.", turns, "hello world", 7)
+
+	// Expected order:
+	// [0] system
+	// [1] user (long_term_memory)
+	// [2] assistant (ack)
+	// [3,4] always_keep t1 (user/assistant)
+	// [5,6] always_keep t3 (user/assistant)
+	// [7,8] rest t2 (user/assistant)
+	// [9] current user message
+	if len(msgs) < 5 {
+		t.Fatalf("expected at least 5 messages, got %d", len(msgs))
+	}
+
+	if msgs[0].Role != "system" {
+		t.Errorf("msgs[0].Role = %s, want system", msgs[0].Role)
+	}
+
+	// Last message should be the current user message.
+	last := msgs[len(msgs)-1]
+	if last.Role != "user" || last.Content != "hello world" {
+		t.Errorf("last message = %+v, want user 'hello world'", last)
+	}
+
+	// All messages should alternate user/assistant (after system).
+	for i := 1; i < len(msgs)-1; i++ {
+		expected := "user"
+		if i%2 == 0 {
+			expected = "assistant"
+		}
+		if msgs[i].Role != expected {
+			t.Errorf("msgs[%d].Role = %s, want %s (content: %s)",
+				i, msgs[i].Role, expected, msgs[i].Content[:min(len(msgs[i].Content), 30)])
+		}
+	}
+}
+
+func TestBuildPhase2Messages_NoHistory(t *testing.T) {
+	msgs := BuildPhase2Messages("sys prompt", "", nil, "hi", 7)
+
+	// Should have: system + user message = 2
+	if len(msgs) != 2 {
+		t.Errorf("expected 2 messages, got %d", len(msgs))
+	}
+	if msgs[0].Role != "system" || msgs[1].Role != "user" {
+		t.Errorf("unexpected roles: %s, %s", msgs[0].Role, msgs[1].Role)
+	}
+}
+
+func TestTruncateToTokenBudget(t *testing.T) {
+	turns := []TurnRecord{
+		{ID: "a", Tokens: 100},
+		{ID: "b", Tokens: 200},
+		{ID: "c", Tokens: 300},
+		{ID: "d", Tokens: 150},
+	}
+	result := truncateToTokenBudget(turns, 500)
+	// Total = 750, budget = 500. Drop oldest first.
+	// Drop "a" (100) → 650, still over.
+	// Drop "b" (200) → 450, fits.
+	if len(result) != 2 {
+		t.Errorf("expected 2 turns, got %d", len(result))
+	}
+	if result[0].ID != "c" || result[1].ID != "d" {
+		t.Errorf("expected [c, d], got [%s, %s]", result[0].ID, result[1].ID)
+	}
+}

pkg/agent/integration_test.go

@@ -0,0 +1,239 @@
+// PicoClaw - Ultra-lightweight personal AI agent
+// License: MIT
+//
+// Copyright (c) 2026 PicoClaw contributors
+
+package agent
+
+import (
+	"context"
+	"strings"
+	"testing"
+	"time"
+)
+
+// ---------------------------------------------------------------------------
+// M5 Integration — TurnStore → BuildInstantMemory → BuildPhase2Messages
+// ---------------------------------------------------------------------------
+
+// TestInstantMemoryIntegration_EndToEnd inserts realistic turns into a real
+// TurnStore, runs BuildInstantMemory with tag filtering, then assembles Phase 2
+// messages and validates:
+//   - correct message ordering (system → memory → always_keep → rest → user)
+//   - strict user/assistant role alternation after the system message
+//   - always_keep turns appear before lower-score turns
+//   - the current user message is always last
+func TestInstantMemoryIntegration_EndToEnd(t *testing.T) {
+	dir := t.TempDir()
+	store, err := NewTurnStore(dir)
+	if err != nil {
+		t.Fatalf("NewTurnStore: %v", err)
+	}
+	defer store.Close()
+
+	now := time.Now().Unix()
+
+	// Seed realistic turns.
+	turns := []TurnRecord{
+		{ID: "turn-1", Ts: now - 3600, Score: 10, ChannelKey: "cli:main",
+			Intent: "task", Tags: []string{"deploy", "ci"},
+			UserMsg: "Deploy to staging", Reply: "Deployed successfully to staging environment.",
+			Tokens: 50},
+		{ID: "turn-2", Ts: now - 3000, Score: 2, ChannelKey: "cli:main",
+			Intent: "chat", Tags: []string{"chat"},
+			UserMsg: "hi", Reply: "Hello!",
+			Tokens: 10},
+		{ID: "turn-3", Ts: now - 2000, Score: 6, ChannelKey: "cli:main",
+			Intent: "code", Tags: []string{"golang", "refactor"},
+			UserMsg: "Refactor the handler", Reply: "Done, split into 3 functions.",
+			Tokens: 40},
+		{ID: "turn-4", Ts: now - 500, Score: 4, ChannelKey: "cli:main",
+			Intent: "question", Tags: []string{"api"},
+			UserMsg: "What's the endpoint for users?", Reply: "GET /api/v1/users",
+			Tokens: 20},
+		{ID: "turn-5", Ts: now - 100, Score: 3, ChannelKey: "cli:main",
+			Intent: "task", Tags: []string{"test"},
+			UserMsg: "Run all tests", Reply: "All 42 tests passed.",
+			Tokens: 15},
+	}
+	for _, tr := range turns {
+		if err := store.Insert(tr); err != nil {
+			t.Fatalf("Insert(%s): %v", tr.ID, err)
+		}
+	}
+
+	// Query with tags=["deploy"] — should get turn-1 (always_keep + tag match),
+	// turn-3/4/5 (recent 3). turn-2 is low score, no tag match, not recent.
+	cfg := InstantMemoryCfg{
+		HighScoreThreshold: 7,
+		RecentCount:        3,
+		MaxTokenRatio:      0.6,
+		ContextWindow:      100000,
+	}
+	selected := BuildInstantMemory(store, []string{"deploy"}, "cli:main", cfg)
+
+	// Verify turn-1 is selected (always_keep).
+	hasT1 := false
+	for _, s := range selected {
+		if s.ID == "turn-1" {
+			hasT1 = true
+		}
+	}
+	if !hasT1 {
+		t.Error("expected always_keep turn-1 to be selected")
+	}
+
+	// Verify turn-2 is NOT selected.
+	for _, s := range selected {
+		if s.ID == "turn-2" {
+			t.Error("expected low-score turn-2 to be excluded")
+		}
+	}
+
+	// Assemble Phase 2 messages.
+	systemPrompt := "You are a helpful assistant.\n\n## Runtime\nlinux amd64"
+	longTermMemory := "User prefers Go. User's name is Alice."
+	currentMsg := "Deploy to production now"
+
+	msgs := BuildPhase2Messages(systemPrompt, longTermMemory, selected, currentMsg, cfg.HighScoreThreshold)
+
+	// --- Validate message structure ---
+
+	// 1. First message is system.
+	if msgs[0].Role != "system" {
+		t.Fatalf("msgs[0].Role = %s, want system", msgs[0].Role)
+	}
+	if !strings.Contains(msgs[0].Content, "helpful assistant") {
+		t.Error("system message should contain prompt text")
+	}
+
+	// 2. Last message is current user message.
+	last := msgs[len(msgs)-1]
+	if last.Role != "user" || last.Content != currentMsg {
+		t.Errorf("last message = role=%s content=%q, want user %q", last.Role, last.Content, currentMsg)
+	}
+
+	// 3. Role alternation: after system, messages must alternate user/assistant.
+	for i := 1; i < len(msgs); i++ {
+		expectedRole := "user"
+		if i%2 == 0 {
+			expectedRole = "assistant"
+		}
+		if msgs[i].Role != expectedRole {
+			t.Errorf("msgs[%d].Role = %s, want %s (content: %.50s...)",
+				i, msgs[i].Role, expectedRole, msgs[i].Content)
+		}
+	}
+
+	// 4. Long-term memory should be in msgs[1] (user role).
+	if !strings.Contains(msgs[1].Content, "Long-term Memory") {
+		t.Error("msgs[1] should contain long-term memory")
+	}
+
+	// 5. Always_keep turns (score >= 7) should appear before lower-score turns.
+	alwaysKeepEnd := -1
+	restStart := len(msgs)
+	for i := 3; i < len(msgs)-1; i += 2 { // user messages from turns, skip system+memory+ack
+		content := msgs[i].Content
+		// Check if this is an always_keep turn by looking for turn-1 content.
+		if strings.Contains(content, "Deploy to staging") {
+			alwaysKeepEnd = i
+		}
+	}
+	for i := 3; i < len(msgs)-1; i += 2 {
+		content := msgs[i].Content
+		// First non-always-keep turn.
+		if !strings.Contains(content, "Deploy to staging") && !strings.Contains(content, "Long-term Memory") {
+			restStart = i
+			break
+		}
+	}
+	if alwaysKeepEnd >= 0 && restStart < len(msgs) && alwaysKeepEnd > restStart {
+		t.Errorf("always_keep turns should come before rest: alwaysKeepEnd=%d, restStart=%d",
+			alwaysKeepEnd, restStart)
+	}
+
+	t.Logf("Phase 2 assembled %d messages from %d selected turns", len(msgs), len(selected))
+	for i, m := range msgs {
+		preview := m.Content
+		if len(preview) > 60 {
+			preview = preview[:60] + "..."
+		}
+		t.Logf("  [%d] role=%-10s content=%q", i, m.Role, preview)
+	}
+}
+
+// ---------------------------------------------------------------------------
+// M4 Integration — MemoryDigest runOnce
+// ---------------------------------------------------------------------------
+
+// TestMemoryDigestIntegration_RunOnce inserts pending TurnRecords, runs
+// MemoryDigest.runOnce with a mock LLM, and verifies:
+//   - TurnRecords are transitioned from "pending" to "processed"
+//   - MemoryStore receives new entries from the LLM extraction
+func TestMemoryDigestIntegration_RunOnce(t *testing.T) {
+	dir := t.TempDir()
+
+	turnStore, err := NewTurnStore(dir)
+	if err != nil {
+		t.Fatalf("NewTurnStore: %v", err)
+	}
+	defer turnStore.Close()
+
+	memStore := NewMemoryStore(dir)
+	defer memStore.Close()
+
+	now := time.Now().Unix()
+
+	// Insert pending turns.
+	for i := 0; i < 3; i++ {
+		tr := TurnRecord{
+			ID:         "digest-" + string(rune('a'+i)),
+			Ts:         now - int64(300*(3-i)),
+			Score:      5,
+			ChannelKey: "cli:main",
+			Intent:     "task",
+			Tags:       []string{"golang"},
+			UserMsg:    "Do task " + string(rune('A'+i)),
+			Reply:      "Done with task " + string(rune('A'+i)),
+			Tokens:     30,
+			Status:     "pending",
+		}
+		if err := turnStore.Insert(tr); err != nil {
+			t.Fatalf("Insert: %v", err)
+		}
+	}
+
+	// Verify pending.
+	pending, _ := turnStore.QueryPending(50)
+	if len(pending) != 3 {
+		t.Fatalf("expected 3 pending, got %d", len(pending))
+	}
+
+	// Create a mock provider that returns a memory extraction response.
+	mp := &mockLLMProvider{
+		response: `{"memories": [{"content": "User worked on Go tasks A, B, C", "tags": ["golang", "task"]}]}`,
+	}
+
+	// Create and run MemoryDigest.
+	worker := NewMemoryDigestWorker(turnStore, memStore, mp, "test-model")
+
+	ctx, cancel := context.WithTimeout(context.Background(), 10*time.Second)
+	defer cancel()
+
+	worker.runOnce(ctx)
+
+	// Verify turns are now processed.
+	pendingAfter, _ := turnStore.QueryPending(50)
+	if len(pendingAfter) != 0 {
+		t.Errorf("expected 0 pending after runOnce, got %d", len(pendingAfter))
+	}
+
+	// Verify memory store has entries.
+	memCtx := memStore.GetMemoryContext()
+	if memCtx == "" {
+		t.Error("expected MemoryStore to have entries after digest, got empty")
+	} else {
+		t.Logf("MemoryStore context after digest:\n%s", memCtx)
+	}
+}

pkg/agent/memory.go

@@ -7,121 +7,201 @@
 package agent
 
 import (
+	"database/sql"
 	"fmt"
 	"os"
 	"path/filepath"
 	"strings"
+	"sync"
 	"time"
 
-	"github.com/sipeed/picoclaw/pkg/fileutil"
+	"github.com/sipeed/picoclaw/pkg/logger"
+
+	_ "modernc.org/sqlite"
 )
 
-// MemoryStore manages persistent memory for the agent.
+// MemoryStore manages persistent memory for the agent using SQLite.
-// - Long-term memory: memory/MEMORY.md
+//
-// - Daily notes: memory/YYYYMM/YYYYMMDD.md
+// Schema:
+//   - long_term: single-row table holding the long-term memory content
+//   - daily_notes: one row per day (key = "YYYYMMDD")
+//   - memory_entries: individually tagged memory items
+//
+// The database file is stored at workspace/memory.db.
 type MemoryStore struct {
-	workspace  string
+	workspace string
-	memoryDir  string
+	db        *sql.DB
-	memoryFile string
+	mu        sync.Mutex // serialise writes
 }
 
-// NewMemoryStore creates a new MemoryStore with the given workspace path.
+// NewMemoryStore creates a new MemoryStore backed by SQLite.
-// It ensures the memory directory exists.
+// It creates the database and tables if they do not exist.
 func NewMemoryStore(workspace string) *MemoryStore {
-	memoryDir := filepath.Join(workspace, "memory")
+	dbPath := filepath.Join(workspace, "memory.db")
-	memoryFile := filepath.Join(memoryDir, "MEMORY.md")
 
-	// Ensure memory directory exists
+	// Ensure workspace directory exists.
-	os.MkdirAll(memoryDir, 0o755)
+	os.MkdirAll(workspace, 0o755)
 
-	return &MemoryStore{
+	db, err := sql.Open("sqlite", dbPath+"?_pragma=journal_mode(wal)&_pragma=busy_timeout(5000)")
-		workspace:  workspace,
+	if err != nil {
-		memoryDir:  memoryDir,
+		logger.DebugCF("memory", "Failed to open memory DB", map[string]any{"error": err.Error()})
-		memoryFile: memoryFile,
+		// Return a store that degrades gracefully (methods return empty / no-op).
+		return &MemoryStore{workspace: workspace}
+	}
+
+	// Create tables.
+	ddl := `
+CREATE TABLE IF NOT EXISTS long_term (
+	id      INTEGER PRIMARY KEY CHECK (id = 1),
+	content TEXT NOT NULL DEFAULT ''
+);
+INSERT OR IGNORE INTO long_term (id, content) VALUES (1, '');
+
+CREATE TABLE IF NOT EXISTS daily_notes (
+	day     TEXT PRIMARY KEY,  -- YYYYMMDD
+	content TEXT NOT NULL DEFAULT ''
+);
+
+CREATE TABLE IF NOT EXISTS memory_entries (
+	id         INTEGER PRIMARY KEY AUTOINCREMENT,
+	content    TEXT    NOT NULL,
+	tags       TEXT    NOT NULL DEFAULT '',  -- comma-separated, lowercase
+	created_at TEXT    NOT NULL DEFAULT (datetime('now')),
+	updated_at TEXT    NOT NULL DEFAULT (datetime('now'))
+);
+
+CREATE TABLE IF NOT EXISTS cot_usage (
+	id          INTEGER PRIMARY KEY AUTOINCREMENT,
+	intent      TEXT    NOT NULL DEFAULT '',
+	tags        TEXT    NOT NULL DEFAULT '',  -- comma-separated tags from message analysis
+	cot_prompt  TEXT    NOT NULL DEFAULT '',  -- LLM-generated thinking strategy
+	message     TEXT    NOT NULL DEFAULT '',  -- first 200 chars of user message
+	feedback    INTEGER NOT NULL DEFAULT 0,   -- -1=bad, 0=neutral, 1=good
+	created_at  TEXT    NOT NULL DEFAULT (datetime('now'))
+);
+`
+	if _, err := db.Exec(ddl); err != nil {
+		logger.DebugCF("memory", "Failed to initialise memory DB tables", map[string]any{"error": err.Error()})
+		db.Close()
+		return &MemoryStore{workspace: workspace}
+	}
+
+	ms := &MemoryStore{
+		workspace: workspace,
+		db:        db,
+	}
+
+	// Migrate from legacy file-based storage if memory.db was just created.
+	ms.migrateFromFiles()
+
+	return ms
+}
+
+// Close closes the underlying database. Safe to call multiple times.
+func (ms *MemoryStore) Close() {
+	if ms.db != nil {
+		ms.db.Close()
 	}
 }
 
-// getTodayFile returns the path to today's daily note file (memory/YYYYMM/YYYYMMDD.md).
+// --- Long-term memory -------------------------------------------------------
-func (ms *MemoryStore) getTodayFile() string {
-	today := time.Now().Format("20060102") // YYYYMMDD
-	monthDir := today[:6]                  // YYYYMM
-	filePath := filepath.Join(ms.memoryDir, monthDir, today+".md")
-	return filePath
-}
 
-// ReadLongTerm reads the long-term memory (MEMORY.md).
+// ReadLongTerm reads the long-term memory content.
-// Returns empty string if the file doesn't exist.
+// Returns empty string if the database is unavailable.
 func (ms *MemoryStore) ReadLongTerm() string {
-	if data, err := os.ReadFile(ms.memoryFile); err == nil {
+	if ms.db == nil {
-		return string(data)
+		return ""
 	}
-	return ""
+	var content string
+	err := ms.db.QueryRow("SELECT content FROM long_term WHERE id = 1").Scan(&content)
+	if err != nil {
+		return ""
+	}
+	return content
 }
 
-// WriteLongTerm writes content to the long-term memory file (MEMORY.md).
+// WriteLongTerm replaces the long-term memory content.
 func (ms *MemoryStore) WriteLongTerm(content string) error {
-	// Use unified atomic write utility with explicit sync for flash storage reliability.
+	if ms.db == nil {
-	// Using 0o600 (owner read/write only) for secure default permissions.
+		return fmt.Errorf("memory DB not available")
-	return fileutil.WriteFileAtomic(ms.memoryFile, []byte(content), 0o600)
+	}
+	ms.mu.Lock()
+	defer ms.mu.Unlock()
+	_, err := ms.db.Exec("UPDATE long_term SET content = ? WHERE id = 1", content)
+	return err
+}
+
+// --- Daily notes ------------------------------------------------------------
+
+// todayKey returns today's date as "YYYYMMDD".
+func todayKey() string {
+	return time.Now().Format("20060102")
 }
 
 // ReadToday reads today's daily note.
-// Returns empty string if the file doesn't exist.
+// Returns empty string if the file doesn't exist or the database is unavailable.
 func (ms *MemoryStore) ReadToday() string {
-	todayFile := ms.getTodayFile()
+	if ms.db == nil {
-	if data, err := os.ReadFile(todayFile); err == nil {
+		return ""
-		return string(data)
 	}
-	return ""
+	var content string
+	err := ms.db.QueryRow("SELECT content FROM daily_notes WHERE day = ?", todayKey()).Scan(&content)
+	if err != nil {
+		return ""
+	}
+	return content
 }
 
 // AppendToday appends content to today's daily note.
-// If the file doesn't exist, it creates a new file with a date header.
+// If no note exists for today, a new one is created with a date header.
 func (ms *MemoryStore) AppendToday(content string) error {
-	todayFile := ms.getTodayFile()
+	if ms.db == nil {
-
+		return fmt.Errorf("memory DB not available")
-	// Ensure month directory exists
-	monthDir := filepath.Dir(todayFile)
-	if err := os.MkdirAll(monthDir, 0o755); err != nil {
-		return err
 	}
+	ms.mu.Lock()
+	defer ms.mu.Unlock()
 
-	var existingContent string
+	key := todayKey()
-	if data, err := os.ReadFile(todayFile); err == nil {
-		existingContent = string(data)
-	}
 
-	var newContent string
+	var existing string
-	if existingContent == "" {
+	err := ms.db.QueryRow("SELECT content FROM daily_notes WHERE day = ?", key).Scan(&existing)
-		// Add header for new day
+	if err == sql.ErrNoRows || existing == "" {
+		// New day — add header.
 		header := fmt.Sprintf("# %s\n\n", time.Now().Format("2006-01-02"))
-		newContent = header + content
+		content = header + content
-	} else {
+		_, err = ms.db.Exec(
-		// Append to existing content
+			"INSERT OR REPLACE INTO daily_notes (day, content) VALUES (?, ?)",
-		newContent = existingContent + "\n" + content
+			key, content,
+		)
+	} else if err == nil {
+		// Append to existing.
+		content = existing + "\n" + content
+		_, err = ms.db.Exec("UPDATE daily_notes SET content = ? WHERE day = ?", content, key)
 	}
-
+	return err
-	// Use unified atomic write utility with explicit sync for flash storage reliability.
-	return fileutil.WriteFileAtomic(todayFile, []byte(newContent), 0o600)
 }
 
 // GetRecentDailyNotes returns daily notes from the last N days.
 // Contents are joined with "---" separator.
 func (ms *MemoryStore) GetRecentDailyNotes(days int) string {
+	if ms.db == nil {
+		return ""
+	}
+
 	var sb strings.Builder
 	first := true
 
 	for i := range days {
 		date := time.Now().AddDate(0, 0, -i)
-		dateStr := date.Format("20060102") // YYYYMMDD
+		key := date.Format("20060102")
-		monthDir := dateStr[:6]            // YYYYMM
-		filePath := filepath.Join(ms.memoryDir, monthDir, dateStr+".md")
 
-		if data, err := os.ReadFile(filePath); err == nil {
+		var content string
+		err := ms.db.QueryRow("SELECT content FROM daily_notes WHERE day = ?", key).Scan(&content)
+		if err == nil && content != "" {
 			if !first {
 				sb.WriteString("\n\n---\n\n")
 			}
-			sb.Write(data)
+			sb.WriteString(content)
 			first = false
 		}
 	}
@@ -129,30 +209,676 @@ func (ms *MemoryStore) GetRecentDailyNotes(days int) string {
 	return sb.String()
 }
 
+// --- Tagged memory entries ---------------------------------------------------
+
+// MemoryEntry represents a single tagged memory item.
+type MemoryEntry struct {
+	ID        int64
+	Content   string
+	Tags      []string
+	CreatedAt string
+	UpdatedAt string
+}
+
+// normaliseTags lowercases, trims, deduplicates, and sorts tags.
+func normaliseTags(tags []string) []string {
+	seen := make(map[string]struct{}, len(tags))
+	out := make([]string, 0, len(tags))
+	for _, t := range tags {
+		t = strings.ToLower(strings.TrimSpace(t))
+		if t == "" {
+			continue
+		}
+		if _, ok := seen[t]; !ok {
+			seen[t] = struct{}{}
+			out = append(out, t)
+		}
+	}
+	return out
+}
+
+// joinTags joins tags with "," for storage.
+func joinTags(tags []string) string {
+	return strings.Join(normaliseTags(tags), ",")
+}
+
+// splitTags splits a stored tag string back into a slice.
+func splitTags(s string) []string {
+	if s == "" {
+		return nil
+	}
+	return strings.Split(s, ",")
+}
+
+// AddEntry inserts a new tagged memory entry. Returns the new entry ID.
+func (ms *MemoryStore) AddEntry(content string, tags []string) (int64, error) {
+	if ms.db == nil {
+		return 0, fmt.Errorf("memory DB not available")
+	}
+	ms.mu.Lock()
+	defer ms.mu.Unlock()
+
+	res, err := ms.db.Exec(
+		"INSERT INTO memory_entries (content, tags) VALUES (?, ?)",
+		content, joinTags(tags),
+	)
+	if err != nil {
+		return 0, err
+	}
+	return res.LastInsertId()
+}
+
+// UpdateEntry updates the content and tags of an existing entry.
+func (ms *MemoryStore) UpdateEntry(id int64, content string, tags []string) error {
+	if ms.db == nil {
+		return fmt.Errorf("memory DB not available")
+	}
+	ms.mu.Lock()
+	defer ms.mu.Unlock()
+
+	_, err := ms.db.Exec(
+		"UPDATE memory_entries SET content = ?, tags = ?, updated_at = datetime('now') WHERE id = ?",
+		content, joinTags(tags), id,
+	)
+	return err
+}
+
+// DeleteEntry removes a memory entry by ID.
+func (ms *MemoryStore) DeleteEntry(id int64) error {
+	if ms.db == nil {
+		return fmt.Errorf("memory DB not available")
+	}
+	ms.mu.Lock()
+	defer ms.mu.Unlock()
+
+	_, err := ms.db.Exec("DELETE FROM memory_entries WHERE id = ?", id)
+	return err
+}
+
+// GetEntry retrieves a single memory entry by ID.
+func (ms *MemoryStore) GetEntry(id int64) (*MemoryEntry, error) {
+	if ms.db == nil {
+		return nil, fmt.Errorf("memory DB not available")
+	}
+	var e MemoryEntry
+	var tagsStr string
+	err := ms.db.QueryRow(
+		"SELECT id, content, tags, created_at, updated_at FROM memory_entries WHERE id = ?", id,
+	).Scan(&e.ID, &e.Content, &tagsStr, &e.CreatedAt, &e.UpdatedAt)
+	if err != nil {
+		return nil, err
+	}
+	e.Tags = splitTags(tagsStr)
+	return &e, nil
+}
+
+// SearchByTag returns all entries that contain the given tag.
+// Tag matching is case-insensitive (tags are stored lowercase).
+func (ms *MemoryStore) SearchByTag(tag string) ([]MemoryEntry, error) {
+	if ms.db == nil {
+		return nil, fmt.Errorf("memory DB not available")
+	}
+	tag = strings.ToLower(strings.TrimSpace(tag))
+	if tag == "" {
+		return nil, nil
+	}
+
+	// Match: exact tag as whole string, at start, at end, or in the middle.
+	// Pattern: tag OR tag,... OR ...,tag OR ...,tag,...
+	rows, err := ms.db.Query(
+		`SELECT id, content, tags, created_at, updated_at FROM memory_entries
+		 WHERE tags = ? OR tags LIKE ? OR tags LIKE ? OR tags LIKE ?
+		 ORDER BY updated_at DESC`,
+		tag, tag+",%", "%,"+tag, "%,"+tag+",%",
+	)
+	if err != nil {
+		return nil, err
+	}
+	defer rows.Close()
+
+	return scanEntries(rows)
+}
+
+// SearchByTags returns entries that contain ALL of the given tags.
+func (ms *MemoryStore) SearchByTags(tags []string) ([]MemoryEntry, error) {
+	if ms.db == nil {
+		return nil, fmt.Errorf("memory DB not available")
+	}
+	tags = normaliseTags(tags)
+	if len(tags) == 0 {
+		return nil, nil
+	}
+
+	// Build WHERE clause: each tag must match.
+	conds := make([]string, 0, len(tags))
+	args := make([]any, 0, len(tags)*4)
+	for _, tag := range tags {
+		conds = append(conds,
+			"(tags = ? OR tags LIKE ? OR tags LIKE ? OR tags LIKE ?)")
+		args = append(args, tag, tag+",%", "%,"+tag, "%,"+tag+",%")
+	}
+
+	query := fmt.Sprintf(
+		"SELECT id, content, tags, created_at, updated_at FROM memory_entries WHERE %s ORDER BY updated_at DESC",
+		strings.Join(conds, " AND "),
+	)
+
+	rows, err := ms.db.Query(query, args...)
+	if err != nil {
+		return nil, err
+	}
+	defer rows.Close()
+
+	return scanEntries(rows)
+}
+
+// SearchByAnyTag returns entries that contain ANY of the given tags (OR logic).
+// Results are deduplicated and ordered by updated_at DESC, limited to 20 entries.
+func (ms *MemoryStore) SearchByAnyTag(tags []string) ([]MemoryEntry, error) {
+	if ms.db == nil {
+		return nil, fmt.Errorf("memory DB not available")
+	}
+	tags = normaliseTags(tags)
+	if len(tags) == 0 {
+		return nil, nil
+	}
+
+	// Build WHERE clause: any tag may match (OR).
+	conds := make([]string, 0, len(tags))
+	args := make([]any, 0, len(tags)*4)
+	for _, tag := range tags {
+		conds = append(conds,
+			"(tags = ? OR tags LIKE ? OR tags LIKE ? OR tags LIKE ?)")
+		args = append(args, tag, tag+",%", "%,"+tag, "%,"+tag+",%")
+	}
+
+	query := fmt.Sprintf(
+		"SELECT id, content, tags, created_at, updated_at FROM memory_entries WHERE %s ORDER BY updated_at DESC LIMIT 20",
+		strings.Join(conds, " OR "),
+	)
+
+	rows, err := ms.db.Query(query, args...)
+	if err != nil {
+		return nil, err
+	}
+	defer rows.Close()
+
+	return scanEntries(rows)
+}
+
+// ListAllTags returns all unique tags used across memory entries.
+func (ms *MemoryStore) ListAllTags() ([]string, error) {
+	if ms.db == nil {
+		return nil, fmt.Errorf("memory DB not available")
+	}
+
+	rows, err := ms.db.Query("SELECT DISTINCT tags FROM memory_entries WHERE tags != ''")
+	if err != nil {
+		return nil, err
+	}
+	defer rows.Close()
+
+	seen := make(map[string]struct{})
+	for rows.Next() {
+		var tagsStr string
+		if err := rows.Scan(&tagsStr); err != nil {
+			continue
+		}
+		for _, t := range splitTags(tagsStr) {
+			seen[t] = struct{}{}
+		}
+	}
+
+	result := make([]string, 0, len(seen))
+	for t := range seen {
+		result = append(result, t)
+	}
+	return result, nil
+}
+
+// ListEntries returns the most recent N entries (all tags), ordered newest first.
+func (ms *MemoryStore) ListEntries(limit int) ([]MemoryEntry, error) {
+	if ms.db == nil {
+		return nil, fmt.Errorf("memory DB not available")
+	}
+	if limit <= 0 {
+		limit = 50
+	}
+
+	rows, err := ms.db.Query(
+		"SELECT id, content, tags, created_at, updated_at FROM memory_entries ORDER BY updated_at DESC LIMIT ?",
+		limit,
+	)
+	if err != nil {
+		return nil, err
+	}
+	defer rows.Close()
+
+	return scanEntries(rows)
+}
+
+// scanEntries is a helper to scan rows into MemoryEntry slices.
+func scanEntries(rows *sql.Rows) ([]MemoryEntry, error) {
+	var entries []MemoryEntry
+	for rows.Next() {
+		var e MemoryEntry
+		var tagsStr string
+		if err := rows.Scan(&e.ID, &e.Content, &tagsStr, &e.CreatedAt, &e.UpdatedAt); err != nil {
+			return entries, err
+		}
+		e.Tags = splitTags(tagsStr)
+		entries = append(entries, e)
+	}
+	return entries, rows.Err()
+}
+
+// --- Composite context ------------------------------------------------------
+
 // GetMemoryContext returns formatted memory context for the agent prompt.
-// Includes long-term memory and recent daily notes.
+// Includes long-term memory, recent daily notes, and recent tagged entries.
 func (ms *MemoryStore) GetMemoryContext() string {
 	longTerm := ms.ReadLongTerm()
 	recentNotes := ms.GetRecentDailyNotes(3)
 
-	if longTerm == "" && recentNotes == "" {
-		return ""
-	}
-
 	var sb strings.Builder
+	hasContent := false
 
 	if longTerm != "" {
 		sb.WriteString("## Long-term Memory\n\n")
 		sb.WriteString(longTerm)
+		hasContent = true
 	}
 
 	if recentNotes != "" {
-		if longTerm != "" {
+		if hasContent {
 			sb.WriteString("\n\n---\n\n")
 		}
 		sb.WriteString("## Recent Daily Notes\n\n")
 		sb.WriteString(recentNotes)
+		hasContent = true
 	}
 
+	// Include recent tagged memory entries.
+	entries, _ := ms.ListEntries(10)
+	if len(entries) > 0 {
+		if hasContent {
+			sb.WriteString("\n\n---\n\n")
+		}
+		sb.WriteString("## Tagged Memories\n\n")
+		for _, e := range entries {
+			tagLabel := ""
+			if len(e.Tags) > 0 {
+				tagLabel = " [" + strings.Join(e.Tags, ", ") + "]"
+			}
+			fmt.Fprintf(&sb, "- (#%d%s) %s\n", e.ID, tagLabel, e.Content)
+		}
+		hasContent = true
+	}
+
+	if !hasContent {
+		return ""
+	}
 	return sb.String()
 }
+
+// --- CoT usage tracking (learning) ------------------------------------------
+
+// CotUsageRecord represents a single CoT usage entry.
+type CotUsageRecord struct {
+	ID        int64
+	Intent    string
+	Tags      []string // Tags from the message analysis
+	CotPrompt string   // LLM-generated thinking strategy
+	Message   string
+	Feedback  int // -1=bad, 0=neutral, 1=good
+	CreatedAt string
+}
+
+// CotStats holds aggregated statistics for an intent.
+type CotStats struct {
+	Intent    string
+	TotalUses int
+	AvgScore  float64 // Average feedback score
+	LastUsed  string
+}
+
+// RecordCotUsage logs a CoT usage event with the LLM-generated prompt and tags.
+// messagePreview is truncated to 200 characters.
+func (ms *MemoryStore) RecordCotUsage(intent string, tags []string, cotPrompt, message string) (int64, error) {
+	if ms.db == nil {
+		return 0, fmt.Errorf("memory DB not available")
+	}
+	ms.mu.Lock()
+	defer ms.mu.Unlock()
+
+	// Truncate message preview.
+	if len(message) > 200 {
+		message = message[:200]
+	}
+
+	tagStr := strings.Join(tags, ",")
+	res, err := ms.db.Exec(
+		"INSERT INTO cot_usage (intent, tags, cot_prompt, message) VALUES (?, ?, ?, ?)",
+		intent, tagStr, cotPrompt, message,
+	)
+	if err != nil {
+		return 0, err
+	}
+	return res.LastInsertId()
+}
+
+// UpdateCotFeedback updates the feedback score for a CoT usage record.
+// score: -1=bad, 0=neutral, 1=good.
+func (ms *MemoryStore) UpdateCotFeedback(id int64, score int) error {
+	if ms.db == nil {
+		return fmt.Errorf("memory DB not available")
+	}
+	if score < -1 || score > 1 {
+		return fmt.Errorf("feedback score must be -1, 0, or 1")
+	}
+	ms.mu.Lock()
+	defer ms.mu.Unlock()
+
+	_, err := ms.db.Exec("UPDATE cot_usage SET feedback = ? WHERE id = ?", score, id)
+	return err
+}
+
+// UpdateLatestCotFeedback updates the feedback score for the most recent
+// CoT usage record. This is useful when the user provides feedback after
+// the main LLM has responded (at which point the usage ID may not be tracked).
+func (ms *MemoryStore) UpdateLatestCotFeedback(score int) error {
+	if ms.db == nil {
+		return fmt.Errorf("memory DB not available")
+	}
+	ms.mu.Lock()
+	defer ms.mu.Unlock()
+
+	_, err := ms.db.Exec(
+		"UPDATE cot_usage SET feedback = ? WHERE id = (SELECT MAX(id) FROM cot_usage)",
+		score,
+	)
+	return err
+}
+
+// GetCotStats returns aggregated statistics per intent,
+// based on usage in the last N days. Ordered by total uses descending.
+func (ms *MemoryStore) GetCotStats(days int) ([]CotStats, error) {
+	if ms.db == nil {
+		return nil, fmt.Errorf("memory DB not available")
+	}
+	if days <= 0 {
+		days = 30
+	}
+
+	rows, err := ms.db.Query(`
+		SELECT
+			intent,
+			COUNT(*) as total_uses,
+			COALESCE(AVG(CASE WHEN feedback != 0 THEN CAST(feedback AS REAL) END), 0.0) as avg_score,
+			MAX(created_at) as last_used
+		FROM cot_usage
+		WHERE created_at >= datetime('now', ? || ' days')
+		GROUP BY intent
+		ORDER BY total_uses DESC
+	`, fmt.Sprintf("-%d", days))
+	if err != nil {
+		return nil, err
+	}
+	defer rows.Close()
+
+	var stats []CotStats
+	for rows.Next() {
+		var s CotStats
+		if err := rows.Scan(&s.Intent, &s.TotalUses, &s.AvgScore, &s.LastUsed); err != nil {
+			continue
+		}
+		stats = append(stats, s)
+	}
+	return stats, rows.Err()
+}
+
+// GetCotIntentStats returns usage stats per intent.
+// This is a simpler version that just counts per intent.
+func (ms *MemoryStore) GetCotIntentStats(days int) ([]CotStats, error) {
+	return ms.GetCotStats(days)
+}
+
+// GetTopRatedCotPrompts returns the highest-rated generated CoT prompts.
+// If filterTags is non-empty, prioritises prompts that share tags with the query.
+// These serve as proven examples for future LLM generation.
+func (ms *MemoryStore) GetTopRatedCotPrompts(days, limit int, filterTags []string) ([]CotUsageRecord, error) {
+	if ms.db == nil {
+		return nil, fmt.Errorf("memory DB not available")
+	}
+	if days <= 0 {
+		days = 30
+	}
+	if limit <= 0 {
+		limit = 5
+	}
+
+	rows, err := ms.db.Query(`
+		SELECT id, intent, tags, cot_prompt, message, feedback, created_at
+		FROM cot_usage
+		WHERE feedback > 0
+		  AND cot_prompt != ''
+		  AND created_at >= datetime('now', ? || ' days')
+		ORDER BY feedback DESC, created_at DESC
+		LIMIT ?
+	`, fmt.Sprintf("-%d", days), limit*3) // Over-fetch to filter by tags later.
+	if err != nil {
+		return nil, err
+	}
+	defer rows.Close()
+
+	var all []CotUsageRecord
+	for rows.Next() {
+		var r CotUsageRecord
+		var tagStr string
+		if err := rows.Scan(&r.ID, &r.Intent, &tagStr, &r.CotPrompt, &r.Message, &r.Feedback, &r.CreatedAt); err != nil {
+			continue
+		}
+		if tagStr != "" {
+			r.Tags = strings.Split(tagStr, ",")
+		}
+		all = append(all, r)
+	}
+	if err := rows.Err(); err != nil {
+		return nil, err
+	}
+
+	// If filter tags provided, sort by tag overlap (most relevant first).
+	if len(filterTags) > 0 && len(all) > 0 {
+		tagSet := make(map[string]bool, len(filterTags))
+		for _, t := range filterTags {
+			tagSet[strings.ToLower(t)] = true
+		}
+
+		// Partition: matching first, then non-matching.
+		var matching, rest []CotUsageRecord
+		for _, r := range all {
+			hasOverlap := false
+			for _, t := range r.Tags {
+				if tagSet[strings.ToLower(t)] {
+					hasOverlap = true
+					break
+				}
+			}
+			if hasOverlap {
+				matching = append(matching, r)
+			} else {
+				rest = append(rest, r)
+			}
+		}
+		all = append(matching, rest...)
+	}
+
+	if len(all) > limit {
+		all = all[:limit]
+	}
+	return all, nil
+}
+
+// GetRecentCotUsage returns the N most recent CoT usage records.
+func (ms *MemoryStore) GetRecentCotUsage(limit int) ([]CotUsageRecord, error) {
+	if ms.db == nil {
+		return nil, fmt.Errorf("memory DB not available")
+	}
+	if limit <= 0 {
+		limit = 20
+	}
+
+	rows, err := ms.db.Query(
+		"SELECT id, intent, tags, cot_prompt, message, feedback, created_at FROM cot_usage ORDER BY id DESC LIMIT ?",
+		limit,
+	)
+	if err != nil {
+		return nil, err
+	}
+	defer rows.Close()
+
+	var records []CotUsageRecord
+	for rows.Next() {
+		var r CotUsageRecord
+		var tagStr string
+		if err := rows.Scan(&r.ID, &r.Intent, &tagStr, &r.CotPrompt, &r.Message, &r.Feedback, &r.CreatedAt); err != nil {
+			continue
+		}
+		if tagStr != "" {
+			r.Tags = strings.Split(tagStr, ",")
+		}
+		records = append(records, r)
+	}
+	return records, rows.Err()
+}
+
+// FormatCotLearningContext formats CoT usage history and top-rated prompts
+// into a string for the pre-LLM to learn from past generations.
+// currentTags are the tags extracted from the current message, used to
+// prioritise relevant proven strategies.
+func (ms *MemoryStore) FormatCotLearningContext(days int, currentTags []string) string {
+	var sb strings.Builder
+	hasContent := false
+
+	// 1. Usage stats per intent.
+	stats, err := ms.GetCotStats(days)
+	if err == nil && len(stats) > 0 {
+		sb.WriteString("## Historical Usage Stats\n\n")
+		for _, s := range stats {
+			scoreLabel := "neutral"
+			if s.AvgScore > 0.3 {
+				scoreLabel = "good"
+			} else if s.AvgScore < -0.3 {
+				scoreLabel = "poor"
+			}
+			fmt.Fprintf(&sb, "- Intent '%s': %d uses, avg feedback=%s (%.1f)\n",
+				s.Intent, s.TotalUses, scoreLabel, s.AvgScore)
+		}
+		sb.WriteString("\n")
+		hasContent = true
+	}
+
+	// 2. Top-rated generated prompts as proven examples (filtered by current tags).
+	topPrompts, err := ms.GetTopRatedCotPrompts(days, 3, currentTags)
+	if err == nil && len(topPrompts) > 0 {
+		sb.WriteString("## Proven Strategies (from past sessions with positive feedback)\n\n")
+		sb.WriteString("These generated strategies received positive feedback. Use similar approaches for similar intents.\n\n")
+		for i, r := range topPrompts {
+			msgPreview := r.Message
+			if len(msgPreview) > 80 {
+				msgPreview = msgPreview[:80] + "..."
+			}
+			tagLabel := ""
+			if len(r.Tags) > 0 {
+				tagLabel = fmt.Sprintf(", tags: [%s]", strings.Join(r.Tags, ", "))
+			}
+			fmt.Fprintf(&sb, "### Proven #%d (intent: %s%s, message: \"%s\")\n%s\n\n",
+				i+1, r.Intent, tagLabel, msgPreview, r.CotPrompt)
+		}
+		hasContent = true
+	}
+
+	if !hasContent {
+		return ""
+	}
+	return sb.String()
+}
+
+// --- Migration from legacy files --------------------------------------------
+
+// migrateFromFiles imports data from the old file-based storage
+// (memory/MEMORY.md and memory/YYYYMM/YYYYMMDD.md) into SQLite.
+// It only runs if the long_term content is empty (fresh DB) AND the
+// legacy directory exists. After a successful migration the legacy
+// directory is renamed to memory_backup.
+func (ms *MemoryStore) migrateFromFiles() {
+	if ms.db == nil {
+		return
+	}
+
+	memoryDir := filepath.Join(ms.workspace, "memory")
+
+	// Check if the legacy directory exists.
+	info, err := os.Stat(memoryDir)
+	if err != nil || !info.IsDir() {
+		return // nothing to migrate
+	}
+
+	// Only migrate if the DB is empty (fresh).
+	longTerm := ms.ReadLongTerm()
+	if longTerm != "" {
+		return // already has data
+	}
+
+	logger.DebugCF("memory", "Migrating legacy file-based memory to SQLite", nil)
+
+	// 1. Long-term memory.
+	memoryFile := filepath.Join(memoryDir, "MEMORY.md")
+	if data, err := os.ReadFile(memoryFile); err == nil && len(data) > 0 {
+		ms.WriteLongTerm(string(data))
+	}
+
+	// 2. Daily notes — walk YYYYMM/YYYYMMDD.md files.
+	entries, err := os.ReadDir(memoryDir)
+	if err != nil {
+		return
+	}
+	for _, entry := range entries {
+		if !entry.IsDir() {
+			continue
+		}
+		monthDir := filepath.Join(memoryDir, entry.Name())
+		dayFiles, err := os.ReadDir(monthDir)
+		if err != nil {
+			continue
+		}
+		for _, df := range dayFiles {
+			name := df.Name()
+			if !strings.HasSuffix(name, ".md") {
+				continue
+			}
+			day := strings.TrimSuffix(name, ".md") // YYYYMMDD
+			if len(day) != 8 {
+				continue
+			}
+			data, err := os.ReadFile(filepath.Join(monthDir, name))
+			if err != nil || len(data) == 0 {
+				continue
+			}
+			ms.mu.Lock()
+			ms.db.Exec(
+				"INSERT OR IGNORE INTO daily_notes (day, content) VALUES (?, ?)",
+				day, string(data),
+			)
+			ms.mu.Unlock()
+		}
+	}
+
+	// Rename legacy dir so we don't migrate again.
+	backupDir := filepath.Join(ms.workspace, "memory_backup")
+	if err := os.Rename(memoryDir, backupDir); err != nil {
+		logger.DebugCF("memory", "Could not rename legacy memory dir", map[string]any{"error": err.Error()})
+	} else {
+		logger.DebugCF("memory", "Legacy memory migrated and backed up", map[string]any{"backup": backupDir})
+	}
+}

pkg/agent/memory_digest.go

@@ -0,0 +1,280 @@
+// PicoClaw - Ultra-lightweight personal AI agent
+// License: MIT
+//
+// Copyright (c) 2026 PicoClaw contributors
+
+package agent
+
+import (
+	"context"
+	"encoding/json"
+	"fmt"
+	"strings"
+	"time"
+
+	"github.com/sipeed/picoclaw/pkg/logger"
+	"github.com/sipeed/picoclaw/pkg/providers"
+)
+
+// MemoryDigestWorker runs as a background goroutine and periodically extracts
+// long-term memories from pending TurnRecords.
+//
+// Design:
+//   - Fixed interval trigger (default 5 minutes).
+//   - No llmActive yield mechanism (personal agent, low QPS, API rate-limits handle it).
+//   - Processes up to 50 pending turns per cycle, grouped by channel_key.
+//   - On completion, marks turns as "processed" and archives old processed turns.
+type MemoryDigestWorker struct {
+	store    *TurnStore
+	memory   *MemoryStore
+	provider providers.LLMProvider
+	model    string
+	interval time.Duration
+}
+
+// MemoryDigestConfig holds tunable parameters.
+type MemoryDigestConfig struct {
+	Interval       time.Duration // Polling period (default: 5 minutes)
+	BatchLimit     int           // Max pending turns per cycle (default: 50)
+	ArchiveAfterDays int         // Archive processed turns older than N days (default: 7)
+}
+
+func defaultDigestConfig() MemoryDigestConfig {
+	return MemoryDigestConfig{
+		Interval:         5 * time.Minute,
+		BatchLimit:       50,
+		ArchiveAfterDays: 7,
+	}
+}
+
+// NewMemoryDigestWorker creates a worker. provider/model may be nil/empty
+// if only archival (no LLM extraction) is desired.
+func NewMemoryDigestWorker(
+	store *TurnStore,
+	memory *MemoryStore,
+	provider providers.LLMProvider,
+	model string,
+) *MemoryDigestWorker {
+	return &MemoryDigestWorker{
+		store:    store,
+		memory:   memory,
+		provider: provider,
+		model:    model,
+		interval: defaultDigestConfig().Interval,
+	}
+}
+
+// SetInterval overrides the polling interval (e.g. for testing).
+func (w *MemoryDigestWorker) SetInterval(d time.Duration) {
+	w.interval = d
+}
+
+// Start launches the background goroutine. It respects ctx cancellation.
+func (w *MemoryDigestWorker) Start(ctx context.Context) {
+	go func() {
+		ticker := time.NewTicker(w.interval)
+		defer ticker.Stop()
+		for {
+			select {
+			case <-ctx.Done():
+				return
+			case <-ticker.C:
+				if err := w.runOnce(ctx); err != nil {
+					logger.WarnCF("memory_digest", "runOnce error", map[string]any{"error": err.Error()})
+				}
+			}
+		}
+	}()
+	logger.DebugCF("memory_digest", "Worker started", map[string]any{"interval": w.interval.String()})
+}
+
+// RunOnceNow triggers an immediate digest cycle (useful for testing).
+func (w *MemoryDigestWorker) RunOnceNow(ctx context.Context) error {
+	return w.runOnce(ctx)
+}
+
+// runOnce executes one full digest cycle.
+func (w *MemoryDigestWorker) runOnce(ctx context.Context) error {
+	if w.store == nil {
+		return nil
+	}
+	cfg := defaultDigestConfig()
+
+	// Step 1: Load pending turns.
+	pending, err := w.store.QueryPending(cfg.BatchLimit)
+	if err != nil {
+		return fmt.Errorf("query pending: %w", err)
+	}
+	if len(pending) == 0 {
+		logger.DebugCF("memory_digest", "No pending turns", nil)
+		// Still run archival.
+		return w.archive(cfg)
+	}
+
+	logger.DebugCF("memory_digest", "Processing pending turns",
+		map[string]any{"count": len(pending)})
+
+	// Step 2: Group by channel_key to avoid mixing user memories.
+	groups := make(map[string][]TurnRecord)
+	for _, t := range pending {
+		groups[t.ChannelKey] = append(groups[t.ChannelKey], t)
+	}
+
+	// Step 3: For each group, call LLM to extract memories.
+	for channelKey, turns := range groups {
+		select {
+		case <-ctx.Done():
+			return ctx.Err()
+		default:
+		}
+
+		if err := w.processGroup(ctx, channelKey, turns); err != nil {
+			logger.WarnCF("memory_digest", "Group processing error",
+				map[string]any{"channel": channelKey, "error": err.Error()})
+			// Continue with other groups.
+		}
+	}
+
+	// Step 6: Archive old processed turns.
+	return w.archive(cfg)
+}
+
+// processGroup extracts memories from a batch of turns belonging to one channel.
+func (w *MemoryDigestWorker) processGroup(ctx context.Context, channelKey string, turns []TurnRecord) error {
+	// Build a conversation digest for the LLM.
+	memories, err := w.extractMemories(ctx, turns)
+	if err != nil {
+		// Mark them as processed anyway so we don't loop forever.
+		logger.WarnCF("memory_digest", "LLM extraction failed, marking as processed",
+			map[string]any{"channel": channelKey, "error": err.Error()})
+	}
+
+	// Step 4: Write extracted memories.
+	if w.memory != nil {
+		for _, m := range memories {
+			if _, addErr := w.memory.AddEntry(m.Content, m.Tags); addErr != nil {
+				logger.WarnCF("memory_digest", "Failed to save memory",
+					map[string]any{"error": addErr.Error()})
+			}
+		}
+	}
+
+	// Step 5: Mark all turns as processed.
+	for _, t := range turns {
+		if setErr := w.store.SetStatus(t.ID, "processed"); setErr != nil {
+			logger.WarnCF("memory_digest", "SetStatus failed",
+				map[string]any{"id": t.ID, "error": setErr.Error()})
+		}
+	}
+
+	logger.DebugCF("memory_digest", "Group processed",
+		map[string]any{
+			"channel":         channelKey,
+			"turns":           len(turns),
+			"memories_stored": len(memories),
+		})
+	return nil
+}
+
+// digestMemoryResult holds one extracted memory item.
+type digestMemoryResult struct {
+	Content string   `json:"content"`
+	Tags    []string `json:"tags"`
+}
+
+const digestPrompt = `Extract important, durable facts worth remembering from these conversation turns.
+
+Conversation turns:
+%s
+
+Respond with ONLY JSON: {"memories": [{"content": "<fact>", "tags": ["tag1"]}]}
+Rules:
+- max 5 memories total across all turns
+- max 3 tags each, lowercase
+- skip trivial small-talk
+- prefer facts about user preferences, environment, recurring patterns, important decisions
+- if nothing worth remembering: {"memories": []}`
+
+// extractMemories calls the LLM to distil memories from a batch of turns.
+// Returns nil memories (not error) when the LLM is unconfigured.
+func (w *MemoryDigestWorker) extractMemories(ctx context.Context, turns []TurnRecord) ([]digestMemoryResult, error) {
+	if w.provider == nil || w.model == "" {
+		return nil, nil
+	}
+
+	// Build conversation summary for the prompt.
+	var sb strings.Builder
+	for i, t := range turns {
+		reply := t.Reply
+		if len(reply) > 500 {
+			reply = reply[:500] + "..."
+		}
+		fmt.Fprintf(&sb, "=== Turn %d (intent: %s, tags: %v) ===\nUser: %s\nAssistant: %s\n\n",
+			i+1, t.Intent, t.Tags, t.UserMsg, reply)
+	}
+	prompt := fmt.Sprintf(digestPrompt, sb.String())
+
+	resp, err := w.provider.Chat(ctx, []providers.Message{
+		{Role: "user", Content: prompt},
+	}, nil, w.model, map[string]any{"max_tokens": 512, "temperature": 0.1})
+	if err != nil {
+		return nil, fmt.Errorf("LLM call: %w", err)
+	}
+
+	raw := strings.TrimSpace(resp.Content)
+	// Strip markdown fences if present.
+	if strings.HasPrefix(raw, "```") {
+		lines := strings.Split(raw, "\n")
+		if len(lines) > 2 {
+			raw = strings.Join(lines[1:len(lines)-1], "\n")
+		}
+	}
+
+	var result struct {
+		Memories []digestMemoryResult `json:"memories"`
+	}
+	if err := json.Unmarshal([]byte(raw), &result); err != nil {
+		// Parsing failure — skip extraction, don't fail the whole batch.
+		logger.WarnCF("memory_digest", "Failed to parse LLM response",
+			map[string]any{"raw": raw[:min(len(raw), 200)], "error": err.Error()})
+		return nil, nil
+	}
+
+	// Normalise.
+	out := make([]digestMemoryResult, 0, len(result.Memories))
+	for _, m := range result.Memories {
+		m.Content = strings.TrimSpace(m.Content)
+		if m.Content == "" {
+			continue
+		}
+		normalised := make([]string, 0, len(m.Tags))
+		for _, t := range m.Tags {
+			t = strings.ToLower(strings.TrimSpace(t))
+			if t != "" {
+				normalised = append(normalised, t)
+			}
+		}
+		m.Tags = normalised
+		out = append(out, m)
+	}
+	return out, nil
+}
+
+// archive runs periodic archival of processed turns.
+func (w *MemoryDigestWorker) archive(cfg MemoryDigestConfig) error {
+	if w.store == nil {
+		return nil
+	}
+	if err := w.store.ArchiveOldProcessed(cfg.ArchiveAfterDays); err != nil {
+		return fmt.Errorf("archive: %w", err)
+	}
+	return nil
+}
+
+// min returns the smaller of a and b.
+func min(a, b int) int {
+	if a < b {
+		return a
+	}
+	return b
+}

pkg/agent/reflector.go

@@ -0,0 +1,969 @@
+// PicoClaw - Ultra-lightweight personal AI agent
+// License: MIT
+//
+// Copyright (c) 2026 PicoClaw contributors
+
+package agent
+
+import (
+	"context"
+	"encoding/json"
+	"fmt"
+	"strings"
+	"sync"
+	"time"
+
+	"os"
+
+	"github.com/sipeed/picoclaw/pkg/channels"
+	"github.com/sipeed/picoclaw/pkg/shell"
+	"github.com/sipeed/picoclaw/pkg/logger"
+	"github.com/sipeed/picoclaw/pkg/providers"
+	"github.com/sipeed/picoclaw/pkg/tools"
+)
+
+// ---------------------------------------------------------------------------
+// Runtime — unified execution engine
+//
+// The Runtime serves two purposes:
+//
+//  1. Post-LLM processing: runs async processors after the main LLM responds
+//     (memory extraction, CoT feedback, error tracking).
+//
+//  2. Slash commands: handles /{cmd} {args} from users, executed synchronously.
+//
+// Both share the same MemoryStore and lightweight LLM provider.
+// ---------------------------------------------------------------------------
+
+// --- Post-LLM Processing ---------------------------------------------------
+
+// RuntimeInput captures everything that happened during a single agent turn.
+type RuntimeInput struct {
+	UserMessage    string   // Original user message
+	AssistantReply string   // Main LLM's final response
+	Intent         string   // Pre-LLM detected intent
+	Tags           []string // Pre-LLM extracted tags
+	CotPrompt      string   // Generated thinking strategy
+	ToolCalls      []ToolCallRecord
+	Iterations     int // Number of LLM iterations used
+	Score          int // Phase 3 CalcTurnScore result (set by SyncPhase3)
+	ChannelKey     string // "channel:chatID" (set by runAgentLoop)
+}
+
+// ToolCallRecord captures one tool invocation and its outcome.
+type ToolCallRecord struct {
+	Name     string
+	Error    string        // Empty if success
+	Duration time.Duration // How long the tool took
+}
+
+// RuntimeProcessor is a single post-LLM processing step.
+type RuntimeProcessor interface {
+	Name() string
+	Process(ctx context.Context, input RuntimeInput, memory *MemoryStore) error
+}
+
+// --- Slash Commands ---------------------------------------------------------
+
+// CommandHandler handles a single /{cmd} invocation.
+type CommandHandler func(args []string, memory *MemoryStore) string
+
+// CommandDef defines a registered slash command.
+type CommandDef struct {
+	Name        string // e.g. "memory"
+	Usage       string // e.g. "/memory [list|add|search] ..."
+	Description string
+	Handler     CommandHandler
+}
+
+// --- Reflector (Phase 3) ----------------------------------------------------
+
+// Reflector manages post-LLM processors and slash commands.
+// This is Phase 3 (Reflect) of the Runtime Loop.
+type Reflector struct {
+	provider       providers.LLMProvider
+	model          string
+	processors     []RuntimeProcessor
+	commands       map[string]CommandDef
+	mu             sync.RWMutex
+	timeout        time.Duration
+	toolRegistry   *tools.ToolRegistry    // For /shell command
+	agentRegistry  *AgentRegistry         // For /show, /list, /switch
+	channelManager *channels.Manager      // For /list channels, /switch channel
+}
+
+
+// NewReflector creates a new Reflector (Phase 3) with built-in processors and commands.
+func NewReflector(provider providers.LLMProvider, model string) *Reflector {
+	r := &Reflector{
+		provider: provider,
+		model:    model,
+		timeout:  30 * time.Second,
+		commands: make(map[string]CommandDef),
+	}
+
+	// Built-in processors (post-LLM, async).
+	// Note: CotEvaluator and MemoryExtractor are intentionally removed from the
+	// default pipeline — memory extraction is now handled by MemoryDigestWorker
+	// (batch, background) rather than per-turn inline LLM calls.
+	r.RegisterProcessor(&ErrorTracker{})
+
+	// Built-in slash commands.
+	r.RegisterCommand(CommandDef{
+		Name:        "help",
+		Usage:       "/help",
+		Description: "Show all available commands",
+		Handler:     r.cmdHelp,
+	})
+	r.RegisterCommand(CommandDef{
+		Name:        "memory",
+		Usage:       "/memory [list|add|delete|edit|search|stats] ...",
+		Description: "Manage long-term memory",
+		Handler:     cmdMemory,
+	})
+	r.RegisterCommand(CommandDef{
+		Name:        "cot",
+		Usage:       "/cot [feedback|stats|history] ...",
+		Description: "Manage CoT learning",
+		Handler:     cmdCot,
+	})
+	r.RegisterCommand(CommandDef{
+		Name:        "runtime",
+		Usage:       "/runtime [status|processors]",
+		Description: "Runtime status and diagnostics",
+		Handler:     r.cmdRuntimeStatus,
+	})
+	r.RegisterCommand(CommandDef{
+		Name:        "shell",
+		Usage:       "/shell <cmd> [args...]",
+		Description: "Execute shell command in workspace",
+		Handler:     r.cmdShell,
+	})
+
+	// System commands (migrated from handleCommand).
+	r.RegisterCommand(CommandDef{
+		Name:        "show",
+		Usage:       "/show [model|channel|agents]",
+		Description: "Show current settings",
+		Handler:     r.cmdShow,
+	})
+	r.RegisterCommand(CommandDef{
+		Name:        "list",
+		Usage:       "/list [models|channels|agents]",
+		Description: "List available resources",
+		Handler:     r.cmdList,
+	})
+	r.RegisterCommand(CommandDef{
+		Name:        "switch",
+		Usage:       "/switch [model|channel] to <name>",
+		Description: "Switch model or channel",
+		Handler:     r.cmdSwitch,
+	})
+
+	return r
+}
+
+
+// RegisterProcessor adds a post-LLM processor.
+func (r *Reflector) RegisterProcessor(p RuntimeProcessor) {
+	r.mu.Lock()
+	defer r.mu.Unlock()
+	r.processors = append(r.processors, p)
+}
+
+// RegisterCommand adds a slash command.
+func (r *Reflector) RegisterCommand(cmd CommandDef) {
+	r.mu.Lock()
+	defer r.mu.Unlock()
+	r.commands[cmd.Name] = cmd
+}
+
+// SetTools sets the tool registry for /shell command support.
+func (r *Reflector) SetTools(registry *tools.ToolRegistry) {
+	r.mu.Lock()
+	defer r.mu.Unlock()
+	r.toolRegistry = registry
+}
+
+// SetAgentInfo provides the Runtime with agent and channel references
+// needed by system commands (/show, /list, /switch).
+func (r *Reflector) SetAgentInfo(reg *AgentRegistry, cm *channels.Manager) {
+	r.mu.Lock()
+	defer r.mu.Unlock()
+	r.agentRegistry = reg
+	r.channelManager = cm
+}
+
+// ---------------------------------------------------------------------------
+// Post-LLM: async execution
+// ---------------------------------------------------------------------------
+
+// SyncPhase3 runs the synchronous, low-latency part of Phase 3:
+// it calculates the Turn score and returns it. The caller must invoke this
+// BEFORE PublishOutbound so that Active Context is ready for the next turn.
+// Execution target: < 2ms (pure CPU, no I/O).
+func (r *Reflector) SyncPhase3(input RuntimeInput) int {
+	score := CalcTurnScore(input)
+	logger.DebugCF("reflector", "SyncPhase3 score",
+		map[string]any{"score": score, "intent": input.Intent, "tools": len(input.ToolCalls)})
+	return score
+}
+
+// AsyncPhase3 runs the asynchronous post-turn work: persisting TurnRecord,
+// running legacy processors, etc. Call this AFTER PublishOutbound.
+func (r *Reflector) AsyncPhase3(input RuntimeInput, memory *MemoryStore, turnStore *TurnStore, activeCtx *ActiveContextStore) {
+	if r == nil {
+		return
+	}
+
+	r.mu.RLock()
+	processors := make([]RuntimeProcessor, len(r.processors))
+	copy(processors, r.processors)
+	r.mu.RUnlock()
+
+	go func() {
+		tctx, cancel := context.WithTimeout(context.Background(), r.timeout)
+		defer cancel()
+
+		// Run registered processors (currently: ErrorTracker).
+		if memory != nil {
+			for _, p := range processors {
+				select {
+				case <-tctx.Done():
+					return
+				default:
+				}
+				start := time.Now()
+				if err := p.Process(tctx, input, memory); err != nil {
+					logger.WarnCF("reflector", "Processor failed",
+						map[string]any{"processor": p.Name(), "error": err.Error(),
+							"ms": time.Since(start).Milliseconds()})
+				}
+			}
+		}
+
+		// Persist TurnRecord to turns.db.
+		if turnStore != nil && input.UserMessage != "" {
+			record := TurnRecord{
+				Ts:         time.Now().Unix(),
+				ChannelKey: input.ChannelKey,
+				Score:      input.Score,
+				Intent:     input.Intent,
+				Tags:       input.Tags,
+				Status:     "pending",
+				UserMsg:    input.UserMessage,
+				Reply:      input.AssistantReply,
+				ToolCalls:  input.ToolCalls,
+			}
+			if err := turnStore.Insert(record); err != nil {
+				logger.WarnCF("reflector", "TurnRecord insert failed",
+					map[string]any{"error": err.Error()})
+			}
+		}
+	}()
+}
+
+// RunPostLLM is kept for backward compatibility. New code should use
+// SyncPhase3 + AsyncPhase3 instead.
+func (r *Reflector) RunPostLLM(input RuntimeInput, memory *MemoryStore) {
+	r.AsyncPhase3(input, memory, nil, nil)
+}
+
+// ---------------------------------------------------------------------------
+// Slash commands: synchronous execution
+// ---------------------------------------------------------------------------
+
+// HandleCommand tries to handle a /{cmd} message.
+// Returns (response, true) if handled, ("", false) if not a known command.
+func (r *Reflector) HandleCommand(content string, memory *MemoryStore) (string, bool) {
+	content = strings.TrimSpace(content)
+	if !strings.HasPrefix(content, "/") {
+		return "", false
+	}
+
+	parts := strings.Fields(content)
+	if len(parts) == 0 {
+		return "", false
+	}
+
+	cmdName := strings.TrimPrefix(parts[0], "/")
+	args := parts[1:]
+
+	r.mu.RLock()
+	cmd, ok := r.commands[cmdName]
+	r.mu.RUnlock()
+
+	if !ok {
+		return "", false // Not our command — let AgentLoop's handleCommand try.
+	}
+
+	if memory == nil {
+		return "⚠️ Memory store not available", true
+	}
+
+	return cmd.Handler(args, memory), true
+}
+
+// ListCommands returns a formatted help text for all registered commands.
+func (r *Reflector) ListCommands() string {
+	r.mu.RLock()
+	defer r.mu.RUnlock()
+
+	var sb strings.Builder
+	sb.WriteString("**Runtime Commands**\n\n")
+	for _, cmd := range r.commands {
+		fmt.Fprintf(&sb, "• `%s` — %s\n", cmd.Usage, cmd.Description)
+	}
+	return sb.String()
+}
+
+// ===========================================================================
+// Built-in slash commands
+// ===========================================================================
+
+// --- /help ------------------------------------------------------------------
+
+func (r *Reflector) cmdHelp(_ []string, _ *MemoryStore) string {
+	var sb strings.Builder
+	sb.WriteString("📖 **Available Commands**\n\n")
+
+	r.mu.RLock()
+	for _, cmd := range r.commands {
+		fmt.Fprintf(&sb, "• `%s` — %s\n", cmd.Usage, cmd.Description)
+	}
+	r.mu.RUnlock()
+
+	return sb.String()
+}
+
+// --- /memory ----------------------------------------------------------------
+
+func cmdMemory(args []string, memory *MemoryStore) string {
+	if len(args) == 0 {
+		return "Usage: /memory [list|add|delete|edit|search|stats]\n" +
+			"  /memory list           — show recent memories\n" +
+			"  /memory add <text> #tags — add a memory\n" +
+			"  /memory delete <id>    — delete a memory\n" +
+			"  /memory edit <id> <text> — edit a memory\n" +
+			"  /memory search <query> — search by tags\n" +
+			"  /memory stats          — memory statistics"
+	}
+
+	switch args[0] {
+	case "list":
+		limit := 10
+		entries, err := memory.ListEntries(limit)
+		if err != nil {
+			return fmt.Sprintf("❌ Error: %v", err)
+		}
+		if len(entries) == 0 {
+			return "📭 No memories stored yet."
+		}
+		var sb strings.Builder
+		fmt.Fprintf(&sb, "📝 **Recent Memories** (%d)\n\n", len(entries))
+		for _, e := range entries {
+			tags := ""
+			if len(e.Tags) > 0 {
+				tags = " [" + strings.Join(e.Tags, ", ") + "]"
+			}
+			preview := e.Content
+			if len(preview) > 100 {
+				preview = preview[:100] + "..."
+			}
+			fmt.Fprintf(&sb, "• #%d%s: %s\n", e.ID, tags, preview)
+		}
+		return sb.String()
+
+	case "add":
+		if len(args) < 2 {
+			return "Usage: /memory add <text> #tag1 #tag2"
+		}
+		// Separate content from #tags.
+		var content []string
+		var tags []string
+		for _, a := range args[1:] {
+			if strings.HasPrefix(a, "#") {
+				tags = append(tags, strings.TrimPrefix(a, "#"))
+			} else {
+				content = append(content, a)
+			}
+		}
+		text := strings.Join(content, " ")
+		if text == "" {
+			return "❌ Memory content cannot be empty"
+		}
+		id, err := memory.AddEntry(text, tags)
+		if err != nil {
+			return fmt.Sprintf("❌ Failed to add: %v", err)
+		}
+		return fmt.Sprintf("✅ Memory #%d saved (tags: %v)", id, tags)
+
+	case "search":
+		if len(args) < 2 {
+			return "Usage: /memory search <tag1> [tag2] ..."
+		}
+		entries, err := memory.SearchByAnyTag(args[1:])
+		if err != nil {
+			return fmt.Sprintf("❌ Error: %v", err)
+		}
+		if len(entries) == 0 {
+			return fmt.Sprintf("🔍 No memories found for tags: %v", args[1:])
+		}
+		var sb strings.Builder
+		fmt.Fprintf(&sb, "🔍 **Found %d memories**\n\n", len(entries))
+		for _, e := range entries {
+			tags := ""
+			if len(e.Tags) > 0 {
+				tags = " [" + strings.Join(e.Tags, ", ") + "]"
+			}
+			preview := e.Content
+			if len(preview) > 100 {
+				preview = preview[:100] + "..."
+			}
+			fmt.Fprintf(&sb, "• #%d%s: %s\n", e.ID, tags, preview)
+		}
+		return sb.String()
+
+	case "stats":
+		tags, _ := memory.ListAllTags()
+		entries, _ := memory.ListEntries(9999)
+		var sb strings.Builder
+		sb.WriteString("📊 **Memory Stats**\n")
+		fmt.Fprintf(&sb, "• Total entries: %d\n", len(entries))
+		fmt.Fprintf(&sb, "• Total tags: %d\n", len(tags))
+		if len(tags) > 0 {
+			preview := tags
+			if len(preview) > 20 {
+				preview = preview[:20]
+			}
+			fmt.Fprintf(&sb, "• Tags: %s", strings.Join(preview, ", "))
+			if len(tags) > 20 {
+				fmt.Fprintf(&sb, " ... (+%d more)", len(tags)-20)
+			}
+			sb.WriteString("\n")
+		}
+		return sb.String()
+
+	case "delete":
+		if len(args) < 2 {
+			return "Usage: /memory delete <id>"
+		}
+		var id int64
+		if _, err := fmt.Sscanf(args[1], "%d", &id); err != nil {
+			return "❌ Invalid ID. Usage: /memory delete <id>"
+		}
+		if err := memory.DeleteEntry(id); err != nil {
+			return fmt.Sprintf("❌ Failed: %v", err)
+		}
+		return fmt.Sprintf("✅ Memory #%d deleted", id)
+
+	case "edit":
+		if len(args) < 3 {
+			return "Usage: /memory edit <id> <new content> #tags"
+		}
+		var id int64
+		if _, err := fmt.Sscanf(args[1], "%d", &id); err != nil {
+			return "❌ Invalid ID. Usage: /memory edit <id> <text>"
+		}
+		var content []string
+		var tags []string
+		for _, a := range args[2:] {
+			if strings.HasPrefix(a, "#") {
+				tags = append(tags, strings.TrimPrefix(a, "#"))
+			} else {
+				content = append(content, a)
+			}
+		}
+		text := strings.Join(content, " ")
+		if text == "" {
+			return "❌ Content cannot be empty"
+		}
+		if err := memory.UpdateEntry(id, text, tags); err != nil {
+			return fmt.Sprintf("❌ Failed: %v", err)
+		}
+		return fmt.Sprintf("✅ Memory #%d updated", id)
+
+	default:
+		return fmt.Sprintf("Unknown subcommand: %s. Use /memory for help.", args[0])
+	}
+}
+
+// --- /cot -------------------------------------------------------------------
+
+func cmdCot(args []string, memory *MemoryStore) string {
+	if len(args) == 0 {
+		return "Usage: /cot [feedback|stats|history]\n" +
+			"  /cot feedback <1|0|-1> — rate last CoT strategy\n" +
+			"  /cot stats             — show CoT performance\n" +
+			"  /cot history [N]       — show recent CoT usage"
+	}
+
+	switch args[0] {
+	case "feedback":
+		if len(args) < 2 {
+			return "Usage: /cot feedback <1|0|-1>"
+		}
+		var score int
+		switch args[1] {
+		case "1", "+1", "good":
+			score = 1
+		case "-1", "bad":
+			score = -1
+		case "0", "neutral":
+			score = 0
+		default:
+			return "❌ Score must be 1 (good), 0 (neutral), or -1 (bad)"
+		}
+		if err := memory.UpdateLatestCotFeedback(score); err != nil {
+			return fmt.Sprintf("❌ Failed: %v", err)
+		}
+		labels := map[int]string{1: "👍 good", 0: "😐 neutral", -1: "👎 bad"}
+		return fmt.Sprintf("✅ CoT feedback recorded: %s", labels[score])
+
+	case "stats":
+		stats, err := memory.GetCotStats(30)
+		if err != nil || len(stats) == 0 {
+			return "📊 No CoT usage data yet."
+		}
+		var sb strings.Builder
+		sb.WriteString("📊 **CoT Stats (last 30 days)**\n\n")
+		for _, s := range stats {
+			scoreLabel := "neutral"
+			if s.AvgScore > 0.3 {
+				scoreLabel = "good"
+			} else if s.AvgScore < -0.3 {
+				scoreLabel = "poor"
+			}
+			fmt.Fprintf(&sb, "• Intent '%s': %d uses, avg=%s (%.1f)\n",
+				s.Intent, s.TotalUses, scoreLabel, s.AvgScore)
+		}
+		return sb.String()
+
+	case "history":
+		limit := 5
+		if len(args) > 1 {
+			fmt.Sscanf(args[1], "%d", &limit)
+		}
+		records, err := memory.GetRecentCotUsage(limit)
+		if err != nil || len(records) == 0 {
+			return "📜 No CoT history yet."
+		}
+		var sb strings.Builder
+		fmt.Fprintf(&sb, "📜 **Recent CoT Usage** (%d)\n\n", len(records))
+		for _, r := range records {
+			fb := "😐"
+			if r.Feedback > 0 {
+				fb = "👍"
+			} else if r.Feedback < 0 {
+				fb = "👎"
+			}
+			tags := ""
+			if len(r.Tags) > 0 {
+				tags = " [" + strings.Join(r.Tags, ", ") + "]"
+			}
+			prompt := r.CotPrompt
+			if len(prompt) > 80 {
+				prompt = prompt[:80] + "..."
+			}
+			fmt.Fprintf(&sb, "• #%d %s %s%s: %s\n", r.ID, fb, r.Intent, tags, prompt)
+		}
+		return sb.String()
+
+	default:
+		return fmt.Sprintf("Unknown subcommand: %s. Use /cot for help.", args[0])
+	}
+}
+
+// --- /runtime ---------------------------------------------------------------
+
+func (r *Reflector) cmdRuntimeStatus(args []string, memory *MemoryStore) string {
+	if len(args) == 0 {
+		return "Usage: /runtime [status|processors|commands]"
+	}
+
+	switch args[0] {
+	case "status":
+		r.mu.RLock()
+		nProc := len(r.processors)
+		nCmd := len(r.commands)
+		r.mu.RUnlock()
+
+		var sb strings.Builder
+		sb.WriteString("⚙️ **Runtime Status**\n")
+		fmt.Fprintf(&sb, "• Processors: %d\n", nProc)
+		fmt.Fprintf(&sb, "• Commands: %d\n", nCmd)
+		fmt.Fprintf(&sb, "• Timeout: %s\n", r.timeout)
+		if r.model != "" {
+			fmt.Fprintf(&sb, "• Model: %s\n", r.model)
+		}
+		return sb.String()
+
+	case "processors":
+		r.mu.RLock()
+		defer r.mu.RUnlock()
+		var sb strings.Builder
+		sb.WriteString("⚙️ **Processors**\n")
+		for i, p := range r.processors {
+			fmt.Fprintf(&sb, "• %d. %s\n", i+1, p.Name())
+		}
+		return sb.String()
+
+	case "commands":
+		return r.ListCommands()
+
+	default:
+		return fmt.Sprintf("Unknown: %s. Use /runtime for help.", args[0])
+	}
+}
+
+// --- /shell -----------------------------------------------------------------
+
+const shellMaxOutput = 4000
+
+// shellDenySubstrings blocks injection attempts for dev tool passthrough.
+var shellDenySubstrings = []string{
+	"| sh", "| bash", "| powershell", "| cmd",
+	"; rm ", "; del ", "&& rm ", "&& del ",
+	"$(", "${", "`",
+	"> /dev/", ">> /dev/",
+}
+
+func (r *Reflector) cmdShell(args []string, _ *MemoryStore) string {
+	if len(args) == 0 {
+		return "Usage: /shell <command> [args...]\n" +
+			"  Built-in: ls, cat, head, tail, grep, wc, find, diff, tree, stat, pwd, echo\n" +
+			"  Dev tools (passthrough): go, git, node, python, npm, cargo, make\n" +
+			"  File ops: touch, mkdir, cp, mv"
+	}
+
+	baseCmd := strings.ToLower(args[0])
+	cmdArgs := args[1:]
+
+	// 1. Try built-in Go implementation (cross-platform).
+	if handler, ok := shell.BuiltinCmds[baseCmd]; ok {
+		cwd, _ := os.Getwd()
+		output := handler(cmdArgs, cwd)
+		return shellFormatOutput(output)
+	}
+
+	// 2. Try dev tool passthrough via ExecTool.
+	if shell.DevToolPassthrough[baseCmd] {
+		// Injection check.
+		command := strings.Join(args, " ")
+		cmdLower := strings.ToLower(command)
+		for _, deny := range shellDenySubstrings {
+			if strings.Contains(cmdLower, deny) {
+				return fmt.Sprintf("❌ Command blocked: restricted pattern '%s'", deny)
+			}
+		}
+
+		r.mu.RLock()
+		registry := r.toolRegistry
+		r.mu.RUnlock()
+
+		if registry == nil {
+			return "⚠️ Dev tool passthrough not available (no tool registry)"
+		}
+
+		ctx, cancel := context.WithTimeout(context.Background(), 30*time.Second)
+		defer cancel()
+
+		result := registry.Execute(ctx, "exec", map[string]any{
+			"command": command,
+		})
+
+		if result.IsError || result.Err != nil {
+			errMsg := result.ForLLM
+			if errMsg == "" && result.Err != nil {
+				errMsg = result.Err.Error()
+			}
+			return fmt.Sprintf("❌ %s", errMsg)
+		}
+		return shellFormatOutput(result.ForLLM)
+	}
+
+	return fmt.Sprintf("❌ Unknown command '%s'. Use /shell for available commands.", baseCmd)
+}
+
+func shellFormatOutput(output string) string {
+	if output == "" {
+		return "✅ (no output)"
+	}
+	if len(output) > shellMaxOutput {
+		output = output[:shellMaxOutput] + fmt.Sprintf("\n... (truncated, %d chars total)", len(output))
+	}
+	return "```\n" + output + "\n```"
+}
+// --- /show ------------------------------------------------------------------
+
+func (r *Reflector) cmdShow(args []string, _ *MemoryStore) string {
+	if len(args) < 1 {
+		return "Usage: /show [model|channel|agents]"
+	}
+
+	r.mu.RLock()
+	reg := r.agentRegistry
+	r.mu.RUnlock()
+
+	switch args[0] {
+	case "model":
+		if reg == nil {
+			return "⚠️ Agent registry not available"
+		}
+		agent := reg.GetDefaultAgent()
+		if agent == nil {
+			return "No default agent configured"
+		}
+		return fmt.Sprintf("Current model: %s", agent.Model)
+	case "channel":
+		return "Use /list channels to see enabled channels"
+	case "agents":
+		if reg == nil {
+			return "⚠️ Agent registry not available"
+		}
+		ids := reg.ListAgentIDs()
+		return fmt.Sprintf("Registered agents: %s", strings.Join(ids, ", "))
+	default:
+		return fmt.Sprintf("Unknown show target: %s", args[0])
+	}
+}
+
+// --- /list ------------------------------------------------------------------
+
+func (r *Reflector) cmdList(args []string, _ *MemoryStore) string {
+	if len(args) < 1 {
+		return "Usage: /list [models|channels|agents]"
+	}
+
+	r.mu.RLock()
+	reg := r.agentRegistry
+	cm := r.channelManager
+	r.mu.RUnlock()
+
+	switch args[0] {
+	case "models":
+		return "Available models: configured in config.json per agent"
+	case "channels":
+		if cm == nil {
+			return "Channel manager not initialized"
+		}
+		chs := cm.GetEnabledChannels()
+		if len(chs) == 0 {
+			return "No channels enabled"
+		}
+		return fmt.Sprintf("Enabled channels: %s", strings.Join(chs, ", "))
+	case "agents":
+		if reg == nil {
+			return "⚠️ Agent registry not available"
+		}
+		ids := reg.ListAgentIDs()
+		return fmt.Sprintf("Registered agents: %s", strings.Join(ids, ", "))
+	default:
+		return fmt.Sprintf("Unknown list target: %s", args[0])
+	}
+}
+
+// --- /switch ----------------------------------------------------------------
+
+func (r *Reflector) cmdSwitch(args []string, _ *MemoryStore) string {
+	if len(args) < 3 || args[1] != "to" {
+		return "Usage: /switch [model|channel] to <name>"
+	}
+
+	target := args[0]
+	value := args[2]
+
+	r.mu.RLock()
+	reg := r.agentRegistry
+	cm := r.channelManager
+	r.mu.RUnlock()
+
+	switch target {
+	case "model":
+		if reg == nil {
+			return "⚠️ Agent registry not available"
+		}
+		agent := reg.GetDefaultAgent()
+		if agent == nil {
+			return "No default agent configured"
+		}
+		oldModel := agent.Model
+		agent.Model = value
+		return fmt.Sprintf("Switched model from %s to %s", oldModel, value)
+	case "channel":
+		if cm == nil {
+			return "Channel manager not initialized"
+		}
+		if _, exists := cm.GetChannel(value); !exists && value != "cli" {
+			return fmt.Sprintf("Channel '%s' not found or not enabled", value)
+		}
+		return fmt.Sprintf("Switched target channel to %s", value)
+	default:
+		return fmt.Sprintf("Unknown switch target: %s", target)
+	}
+}
+
+// ===========================================================================
+// Built-in processors (post-LLM, async)
+// ===========================================================================
+
+// --- ErrorTracker (no LLM) --------------------------------------------------
+
+type ErrorTracker struct{}
+
+func (e *ErrorTracker) Name() string { return "error_tracker" }
+
+func (e *ErrorTracker) Process(_ context.Context, input RuntimeInput, _ *MemoryStore) error {
+	for _, tc := range input.ToolCalls {
+		if tc.Error == "" {
+			continue
+		}
+		logger.InfoCF("reflector", "Tool error recorded",
+			map[string]any{"tool": tc.Name, "error": tc.Error})
+	}
+	return nil
+}
+
+// --- CotEvaluator (LLM) ----------------------------------------------------
+
+type CotEvaluator struct {
+	provider providers.LLMProvider
+	model    string
+}
+
+func (c *CotEvaluator) Name() string { return "cot_evaluator" }
+
+const cotEvalPrompt = `Rate how well the thinking strategy helped answer the user's question.
+
+Question: %s
+Strategy: %s
+Response (first 500 chars): %s
+
+Respond with ONLY one JSON: {"score": <-1|0|1>}
+1 = good, 0 = neutral, -1 = poor`
+
+func (c *CotEvaluator) Process(ctx context.Context, input RuntimeInput, memory *MemoryStore) error {
+	if input.CotPrompt == "" {
+		return nil
+	}
+
+	reply := input.AssistantReply
+	if len(reply) > 500 {
+		reply = reply[:500]
+	}
+
+	resp, err := c.provider.Chat(ctx, []providers.Message{
+		{Role: "user", Content: fmt.Sprintf(cotEvalPrompt, input.UserMessage, input.CotPrompt, reply)},
+	}, nil, c.model, map[string]any{"max_tokens": 32, "temperature": 0.1})
+	if err != nil {
+		return fmt.Errorf("eval LLM failed: %w", err)
+	}
+
+	// Parse JSON (strip markdown fences if present).
+	raw := strings.TrimSpace(resp.Content)
+	if strings.HasPrefix(raw, "```") {
+		lines := strings.Split(raw, "\n")
+		if len(lines) > 2 {
+			raw = strings.Join(lines[1:len(lines)-1], "\n")
+		}
+	}
+	var evalResult struct {
+		Score int `json:"score"`
+	}
+	if err := json.Unmarshal([]byte(raw), &evalResult); err != nil {
+		// Fallback: string matching.
+		if strings.Contains(raw, `"score": 1`) || strings.Contains(raw, `"score":1`) {
+			evalResult.Score = 1
+		} else if strings.Contains(raw, `"score": -1`) || strings.Contains(raw, `"score":-1`) {
+			evalResult.Score = -1
+		}
+	}
+
+	if evalResult.Score != 0 {
+		if err := memory.UpdateLatestCotFeedback(evalResult.Score); err != nil {
+			return err
+		}
+		logger.InfoCF("reflector", "CoT feedback auto-recorded",
+			map[string]any{"score": evalResult.Score, "intent": input.Intent})
+	}
+	return nil
+}
+
+// --- MemoryExtractor (LLM) --------------------------------------------------
+
+type MemoryExtractor struct {
+	provider providers.LLMProvider
+	model    string
+}
+
+func (m *MemoryExtractor) Name() string { return "memory_extractor" }
+
+const memoryExtractPrompt = `Extract important facts worth remembering from this conversation.
+
+User: %s
+Assistant (first 800 chars): %s
+
+Respond with ONLY JSON: {"memories": [{"content": "<fact>", "tags": ["tag1"]}]}
+Rules: max 3 memories, max 3 tags each, lowercase tags, skip trivial chat.
+If nothing worth remembering: {"memories": []}`
+
+type memExtractResult struct {
+	Memories []struct {
+		Content string   `json:"content"`
+		Tags    []string `json:"tags"`
+	} `json:"memories"`
+}
+
+func (m *MemoryExtractor) Process(ctx context.Context, input RuntimeInput, memory *MemoryStore) error {
+	if len(input.UserMessage) < 20 || input.Intent == "chat" {
+		return nil
+	}
+
+	reply := input.AssistantReply
+	if len(reply) > 800 {
+		reply = reply[:800]
+	}
+
+	resp, err := m.provider.Chat(ctx, []providers.Message{
+		{Role: "user", Content: fmt.Sprintf(memoryExtractPrompt, input.UserMessage, reply)},
+	}, nil, m.model, map[string]any{"max_tokens": 256, "temperature": 0.1})
+	if err != nil {
+		return fmt.Errorf("memory extract LLM failed: %w", err)
+	}
+
+	// Parse JSON (strip markdown fences if present).
+	raw := strings.TrimSpace(resp.Content)
+	if strings.HasPrefix(raw, "```") {
+		lines := strings.Split(raw, "\n")
+		if len(lines) > 2 {
+			raw = strings.Join(lines[1:len(lines)-1], "\n")
+		}
+	}
+
+	var result memExtractResult
+	if err := json.Unmarshal([]byte(raw), &result); err != nil {
+		return nil // Parsing failed — skip silently.
+	}
+
+	for _, mem := range result.Memories {
+		content := strings.TrimSpace(mem.Content)
+		if content == "" {
+			continue
+		}
+		tags := make([]string, 0, len(mem.Tags))
+		for _, t := range mem.Tags {
+			t = strings.ToLower(strings.TrimSpace(t))
+			if t != "" {
+				tags = append(tags, t)
+			}
+		}
+		if id, err := memory.AddEntry(content, tags); err != nil {
+			logger.WarnCF("reflector", "Failed to save memory",
+				map[string]any{"error": err.Error()})
+		} else {
+			logger.InfoCF("reflector", "Memory extracted",
+				map[string]any{"id": id, "tags": tags, "content": content})
+		}
+	}
+	return nil
+}

pkg/agent/reflector_test.go

@@ -0,0 +1,319 @@
+package agent
+
+import (
+	"os"
+	"strings"
+	"testing"
+)
+
+// --- Slash command tests ----------------------------------------------------
+
+func TestRuntime_MemoryCommand(t *testing.T) {
+	dir := t.TempDir()
+	ms := NewMemoryStore(dir)
+	defer ms.Close()
+	r := NewReflector(nil, "")
+
+	// /memory with no args → help.
+	resp, ok := r.HandleCommand("/memory", ms)
+	if !ok {
+		t.Fatal("expected /memory to be handled")
+	}
+	if !strings.Contains(resp, "Usage") {
+		t.Error("expected usage text")
+	}
+
+	// /memory list → empty.
+	resp, ok = r.HandleCommand("/memory list", ms)
+	if !ok {
+		t.Fatal("expected /memory list to be handled")
+	}
+	if !strings.Contains(resp, "No memories") {
+		t.Errorf("expected empty list, got %q", resp)
+	}
+
+	// /memory add.
+	resp, ok = r.HandleCommand("/memory add Go is great for concurrency #golang #concurrency", ms)
+	if !ok {
+		t.Fatal("expected /memory add to be handled")
+	}
+	if !strings.Contains(resp, "✅") {
+		t.Errorf("expected success, got %q", resp)
+	}
+	if !strings.Contains(resp, "golang") {
+		t.Errorf("should show tags, got %q", resp)
+	}
+
+	// /memory list → should have 1 entry.
+	resp, _ = r.HandleCommand("/memory list", ms)
+	if !strings.Contains(resp, "Go is great") {
+		t.Errorf("should show entry, got %q", resp)
+	}
+
+	// /memory search.
+	resp, _ = r.HandleCommand("/memory search golang", ms)
+	if !strings.Contains(resp, "Found 1") {
+		t.Errorf("expected 1 result, got %q", resp)
+	}
+
+	resp, _ = r.HandleCommand("/memory search nonexistent", ms)
+	if !strings.Contains(resp, "No memories found") {
+		t.Errorf("expected no results, got %q", resp)
+	}
+
+	// /memory stats — should show entry count.
+	resp, _ = r.HandleCommand("/memory stats", ms)
+	if !strings.Contains(resp, "Stats") {
+		t.Errorf("expected stats, got %q", resp)
+	}
+	if !strings.Contains(resp, "Total entries: 1") {
+		t.Errorf("expected 1 entry in stats, got %q", resp)
+	}
+
+	// /memory edit.
+	resp, _ = r.HandleCommand("/memory edit 1 Updated content #go", ms)
+	if !strings.Contains(resp, "✅") {
+		t.Errorf("expected success, got %q", resp)
+	}
+	resp, _ = r.HandleCommand("/memory list", ms)
+	if !strings.Contains(resp, "Updated content") {
+		t.Errorf("edit should be reflected, got %q", resp)
+	}
+
+	// /memory delete.
+	resp, _ = r.HandleCommand("/memory delete 1", ms)
+	if !strings.Contains(resp, "✅") {
+		t.Errorf("expected success, got %q", resp)
+	}
+	resp, _ = r.HandleCommand("/memory list", ms)
+	if !strings.Contains(resp, "No memories") {
+		t.Errorf("expected empty after delete, got %q", resp)
+	}
+}
+
+func TestRuntime_HelpCommand(t *testing.T) {
+	r := NewReflector(nil, "")
+	dir := t.TempDir()
+	ms := NewMemoryStore(dir)
+	defer ms.Close()
+
+	resp, ok := r.HandleCommand("/help", ms)
+	if !ok {
+		t.Fatal("expected /help to be handled")
+	}
+	if !strings.Contains(resp, "/memory") {
+		t.Error("help should list /memory")
+	}
+	if !strings.Contains(resp, "/cot") {
+		t.Error("help should list /cot")
+	}
+	if !strings.Contains(resp, "/show") {
+		t.Error("help should list /show (now a runtime command)")
+	}
+	if !strings.Contains(resp, "/shell") {
+		t.Error("help should list /shell")
+	}
+}
+
+func TestRuntime_ShellSecurity(t *testing.T) {
+	r := NewReflector(nil, "")
+	dir := t.TempDir()
+	ms := NewMemoryStore(dir)
+	defer ms.Close()
+
+	// Unknown command (not builtin or dev tool).
+	resp, _ := r.HandleCommand("/shell rm -rf /", ms)
+	if !strings.Contains(resp, "Unknown command") {
+		t.Errorf("rm should be unknown, got %q", resp)
+	}
+
+	// Unknown: sudo
+	resp, _ = r.HandleCommand("/shell sudo ls", ms)
+	if !strings.Contains(resp, "Unknown command") {
+		t.Errorf("sudo should be unknown, got %q", resp)
+	}
+
+	// Injection via passthrough: git | bash
+	resp, _ = r.HandleCommand("/shell git log | bash", ms)
+	if !strings.Contains(resp, "blocked") {
+		t.Errorf("injection should be blocked, got %q", resp)
+	}
+
+	// Builtin echo works (cross-platform).
+	resp, _ = r.HandleCommand("/shell echo hello world", ms)
+	if !strings.Contains(resp, "hello world") {
+		t.Errorf("echo should work, got %q", resp)
+	}
+}
+
+func TestRuntime_CotCommand(t *testing.T) {
+	dir := t.TempDir()
+	ms := NewMemoryStore(dir)
+	defer ms.Close()
+	r := NewReflector(nil, "")
+
+	// /cot with no args → help.
+	resp, ok := r.HandleCommand("/cot", ms)
+	if !ok {
+		t.Fatal("expected /cot to be handled")
+	}
+	if !strings.Contains(resp, "Usage") {
+		t.Error("expected usage text")
+	}
+
+	// /cot stats → empty.
+	resp, _ = r.HandleCommand("/cot stats", ms)
+	if !strings.Contains(resp, "No CoT usage") {
+		t.Errorf("expected empty, got %q", resp)
+	}
+
+	// Add some usage first.
+	ms.RecordCotUsage("code", []string{"golang"}, "1. Think\n2. Code", "write code")
+
+	// /cot history.
+	resp, _ = r.HandleCommand("/cot history", ms)
+	if !strings.Contains(resp, "code") {
+		t.Errorf("expected history entry, got %q", resp)
+	}
+
+	// /cot feedback.
+	resp, _ = r.HandleCommand("/cot feedback 1", ms)
+	if !strings.Contains(resp, "✅") {
+		t.Errorf("expected success, got %q", resp)
+	}
+
+	// /cot feedback bad input.
+	resp, _ = r.HandleCommand("/cot feedback 99", ms)
+	if !strings.Contains(resp, "❌") {
+		t.Errorf("expected error, got %q", resp)
+	}
+}
+
+func TestRuntime_RuntimeCommand(t *testing.T) {
+	r := NewReflector(nil, "")
+	dir := t.TempDir()
+	ms := NewMemoryStore(dir)
+	defer ms.Close()
+
+	resp, ok := r.HandleCommand("/runtime status", ms)
+	if !ok {
+		t.Fatal("expected /runtime to be handled")
+	}
+	if !strings.Contains(resp, "Processors") {
+		t.Errorf("expected status, got %q", resp)
+	}
+
+	resp, _ = r.HandleCommand("/runtime processors", ms)
+	if !strings.Contains(resp, "error_tracker") {
+		t.Errorf("expected error_tracker processor, got %q", resp)
+	}
+}
+
+func TestRuntime_UnknownCommand(t *testing.T) {
+	r := NewReflector(nil, "")
+
+	// Unknown /cmd → not handled (returns false).
+	_, ok := r.HandleCommand("/unknown_cmd", nil)
+	if ok {
+		t.Error("expected unknown command to not be handled")
+	}
+
+	// Not a command at all.
+	_, ok = r.HandleCommand("hello world", nil)
+	if ok {
+		t.Error("expected non-command to not be handled")
+	}
+}
+
+func TestRuntime_ShellCommand(t *testing.T) {
+	r := NewReflector(nil, "")
+	dir := t.TempDir()
+	ms := NewMemoryStore(dir)
+	defer ms.Close()
+
+	// /shell with no args → help.
+	resp, ok := r.HandleCommand("/shell", ms)
+	if !ok {
+		t.Fatal("expected /shell to be handled")
+	}
+	if !strings.Contains(resp, "Usage") {
+		t.Errorf("expected usage, got %q", resp)
+	}
+
+	// /shell pwd → returns cwd (builtin, no tool registry needed).
+	resp, _ = r.HandleCommand("/shell pwd", ms)
+	if !strings.Contains(resp, string(os.PathSeparator)) {
+		t.Errorf("expected directory path, got %q", resp)
+	}
+
+	// /shell dev tool without registry → warning.
+	resp, _ = r.HandleCommand("/shell git status", ms)
+	if !strings.Contains(resp, "not available") {
+		t.Errorf("expected warning about no registry, got %q", resp)
+	}
+}
+
+// --- Post-LLM processor tests -----------------------------------------------
+
+func TestRuntime_ErrorTracker(t *testing.T) {
+	tracker := &ErrorTracker{}
+	input := RuntimeInput{
+		ToolCalls: []ToolCallRecord{
+			{Name: "exec", Error: "command not found"},
+			{Name: "read_file", Error: ""},
+		},
+	}
+
+	// Should not error.
+	err := tracker.Process(nil, input, nil)
+	if err != nil {
+		t.Errorf("unexpected error: %v", err)
+	}
+}
+
+func TestRuntime_CotEvaluator_NoCot(t *testing.T) {
+	eval := &CotEvaluator{}
+	input := RuntimeInput{CotPrompt: ""} // No CoT → skip.
+
+	err := eval.Process(nil, input, nil)
+	if err != nil {
+		t.Errorf("unexpected error: %v", err)
+	}
+}
+
+func TestRuntime_MemoryExtractor_SkipChat(t *testing.T) {
+	extractor := &MemoryExtractor{}
+	input := RuntimeInput{
+		UserMessage: "hello",
+		Intent:      "chat",
+	}
+
+	err := extractor.Process(nil, input, nil)
+	if err != nil {
+		t.Errorf("unexpected error: %v", err)
+	}
+}
+
+func TestRuntime_PostLLM_NilSafety(t *testing.T) {
+	// Nil runtime should not panic.
+	var r *Reflector
+	r.RunPostLLM(RuntimeInput{}, nil) // Should be no-op.
+
+	// Runtime with no processors.
+	r = &Reflector{commands: map[string]CommandDef{}}
+	r.RunPostLLM(RuntimeInput{}, nil) // Should be no-op.
+}
+
+func TestRuntime_ListCommands(t *testing.T) {
+	r := NewReflector(nil, "")
+	text := r.ListCommands()
+	if !strings.Contains(text, "/memory") {
+		t.Error("should list /memory command")
+	}
+	if !strings.Contains(text, "/cot") {
+		t.Error("should list /cot command")
+	}
+	if !strings.Contains(text, "/runtime") {
+		t.Error("should list /runtime command")
+	}
+}

pkg/agent/score.go

@@ -0,0 +1,74 @@
+// PicoClaw - Ultra-lightweight personal AI agent
+// License: MIT
+//
+// Copyright (c) 2026 PicoClaw contributors
+
+package agent
+
+import "strings"
+
+// CalcTurnScore computes a value score for a completed turn.
+//
+// Scoring rules (range roughly -2 to 15):
+//
+//	+3  has tool calls
+//	+2  has write/edit/append tool call (modifying tools)
+//	+2  tool count > 3
+//	+3  intent = task / code / debug
+//	+1  intent = question
+//	+0  intent = chat (or empty)
+//	+2  reply length > 500 chars
+//	-2  user + reply total < 80 chars
+//	+3  user message contains "记住" or "重要" (remember / important)
+//
+// alwaysKeepThreshold (≥ 7) marks a Turn as always_keep in instant memory.
+func CalcTurnScore(input RuntimeInput) int {
+	score := 0
+
+	// --- Tool activity ---
+	if len(input.ToolCalls) > 0 {
+		score += 3
+	}
+	for _, tc := range input.ToolCalls {
+		n := strings.ToLower(tc.Name)
+		if n == "write_file" || n == "edit_file" || n == "append_file" ||
+			n == "write" || n == "edit" || n == "append" {
+			score += 2
+			break // count once
+		}
+	}
+	if len(input.ToolCalls) > 3 {
+		score += 2
+	}
+
+	// --- Intent weight ---
+	switch strings.ToLower(input.Intent) {
+	case "task", "code", "debug":
+		score += 3
+	case "question":
+		score += 1
+	// "chat" or empty: 0
+	}
+
+	// --- Content density ---
+	if len(input.AssistantReply) > 500 {
+		score += 2
+	}
+	if len(input.UserMessage)+len(input.AssistantReply) < 80 {
+		score -= 2
+	}
+
+	// --- Explicit importance markers ---
+	if strings.Contains(input.UserMessage, "记住") ||
+		strings.Contains(input.UserMessage, "重要") ||
+		strings.Contains(strings.ToLower(input.UserMessage), "remember") ||
+		strings.Contains(strings.ToLower(input.UserMessage), "important") {
+		score += 3
+	}
+
+	return score
+}
+
+// alwaysKeepThreshold is the minimum score for a Turn to be unconditionally
+// included in instant memory (regardless of tag matching).
+const alwaysKeepThreshold = 7

pkg/agent/score_test.go

@@ -0,0 +1,143 @@
+package agent
+
+import (
+	"strings"
+	"testing"
+)
+
+func TestCalcTurnScore_BasicRules(t *testing.T) {
+	tests := []struct {
+		name     string
+		input    RuntimeInput
+		wantMin  int
+		wantMax  int
+		wantExact *int
+	}{
+		{
+			name:  "empty chat",
+			input: RuntimeInput{Intent: "chat", UserMessage: "ok", AssistantReply: "ok"},
+			// score = 0 (chat) -2 (< 80 chars total) = -2
+			wantExact: intPtr(-2),
+		},
+		{
+			name:  "question intent, short",
+			input: RuntimeInput{Intent: "question", UserMessage: "hi", AssistantReply: "hello"},
+			// score = 1 (question) -2 (short) = -1
+			wantExact: intPtr(-1),
+		},
+		{
+			name: "task with tool call",
+			input: RuntimeInput{
+				Intent:         "task",
+				UserMessage:    "do something important",
+				AssistantReply: "done",
+				ToolCalls:      []ToolCallRecord{{Name: "exec"}},
+			},
+			// +3 (task) +3 (has tool) +3 ("important" keyword) -2 (short) = 7
+			wantExact: intPtr(7),
+		},
+		{
+			name: "code with write tool",
+			input: RuntimeInput{
+				Intent:         "code",
+				UserMessage:    "fix the bug",
+				AssistantReply: "fixed",
+				ToolCalls:      []ToolCallRecord{{Name: "write_file"}},
+			},
+			// +3 (code) +3 (has tool) +2 (write tool) -2 (short) = 6
+			wantExact: intPtr(6),
+		},
+		{
+			name: "many tools",
+			input: RuntimeInput{
+				Intent:         "debug",
+				UserMessage:    "debug it",
+				AssistantReply: "ok",
+				ToolCalls: []ToolCallRecord{
+					{Name: "exec"},
+					{Name: "read_file"},
+					{Name: "list_dir"},
+					{Name: "exec"},
+				},
+			},
+			// +3 (debug) +3 (has tool) +2 (>3 tools) -2 (short) = 6
+			wantExact: intPtr(6),
+		},
+		{
+			name: "long reply",
+			input: RuntimeInput{
+				Intent:         "question",
+				UserMessage:    "explain",
+				AssistantReply: strings.Repeat("a", 600),
+			},
+			// +1 (question) +2 (long reply)  [total<80 does not apply because reply is 600]
+			// total chars = 7 + 600 = 607 >= 80
+			wantExact: intPtr(3),
+		},
+		{
+			name: "explicit remember keyword",
+			input: RuntimeInput{
+				Intent:         "chat",
+				UserMessage:    "记住这个地址 localhost:3000",
+				AssistantReply: strings.Repeat("a", 600),
+			},
+			// 0(chat) +3 (记住) +2 (long reply) = 5
+			wantExact: intPtr(5),
+		},
+		{
+			name: "explicit important keyword",
+			input: RuntimeInput{
+				Intent:         "question",
+				UserMessage:    "this is IMPORTANT: use port 8080",
+				AssistantReply: "ok",
+			},
+			// 1 (question) + 3 (important) - 2 (short) = 2
+			wantExact: intPtr(2),
+		},
+		{
+			name: "always_keep threshold: full scoring",
+			input: RuntimeInput{
+				Intent:         "task",
+				UserMessage:    "run the deployment pipeline for staging and fix it",
+				AssistantReply: strings.Repeat("a", 600),
+				ToolCalls: []ToolCallRecord{
+					{Name: "edit_file"},
+					{Name: "exec"},
+					{Name: "exec"},
+					{Name: "exec"},
+				},
+			},
+			// +3(task) +3(tool) +2(write/edit) +2(>3 tools) +2(long reply) = 12
+			wantExact: intPtr(12),
+		},
+	}
+
+	for _, tc := range tests {
+		t.Run(tc.name, func(t *testing.T) {
+			got := CalcTurnScore(tc.input)
+			if tc.wantExact != nil {
+				if got != *tc.wantExact {
+					t.Errorf("CalcTurnScore() = %d, want %d", got, *tc.wantExact)
+				}
+			} else if got < tc.wantMin || (tc.wantMax > 0 && got > tc.wantMax) {
+				t.Errorf("CalcTurnScore() = %d, want [%d, %d]", got, tc.wantMin, tc.wantMax)
+			}
+		})
+	}
+}
+
+func TestAlwaysKeepThreshold(t *testing.T) {
+	// High-value turn must meet or exceed the threshold.
+	highValue := RuntimeInput{
+		Intent:         "task",
+		UserMessage:    "deploy staging",
+		AssistantReply: strings.Repeat("a", 600),
+		ToolCalls:      []ToolCallRecord{{Name: "edit_file"}, {Name: "exec"}},
+	}
+	score := CalcTurnScore(highValue)
+	if score < alwaysKeepThreshold {
+		t.Errorf("expected score %d >= alwaysKeepThreshold %d", score, alwaysKeepThreshold)
+	}
+}
+
+func intPtr(i int) *int { return &i }

pkg/agent/turn_store.go

@@ -0,0 +1,300 @@
+// PicoClaw - Ultra-lightweight personal AI agent
+// License: MIT
+//
+// Copyright (c) 2026 PicoClaw contributors
+
+package agent
+
+import (
+	"database/sql"
+	"encoding/json"
+	"fmt"
+	"os"
+	"path/filepath"
+	"strings"
+	"time"
+
+	"github.com/sipeed/picoclaw/pkg/logger"
+
+	_ "modernc.org/sqlite"
+)
+
+// TurnRecord captures everything that happened during a single completed turn.
+// It is persisted to turns.db for use by MemoryDigest and instant-memory assembly.
+type TurnRecord struct {
+	ID         string          // ULID or time-based unique ID
+	Ts         int64           // Unix timestamp (seconds)
+	ChannelKey string          // "channel:chatID"
+	Score      int             // Phase 3 CalcTurnScore result
+	Intent     string          // Phase 1 detected intent
+	Tags       []string        // Phase 1 detected tags
+	Tokens     int             // rough token estimate (chars / 3)
+	Status     string          // "pending" | "processed" | "archived"
+	UserMsg    string          // original user message
+	Reply      string          // assistant final response
+	ToolCalls  []ToolCallRecord // serialised as JSON in DB
+}
+
+// TurnStore manages persistent Turn storage in SQLite.
+// The DB lives at {workspace}/turns.db, mirroring the memory.db pattern.
+type TurnStore struct {
+	db *sql.DB
+}
+
+const turnsDDL = `
+CREATE TABLE IF NOT EXISTS turns (
+    id          TEXT    PRIMARY KEY,
+    ts          INTEGER NOT NULL,
+    channel_key TEXT    NOT NULL DEFAULT '',
+    score       INTEGER NOT NULL DEFAULT 0,
+    intent      TEXT    NOT NULL DEFAULT '',
+    tags        TEXT    NOT NULL DEFAULT '[]',
+    tokens      INTEGER NOT NULL DEFAULT 0,
+    status      TEXT    NOT NULL DEFAULT 'pending',
+    user_msg    TEXT    NOT NULL DEFAULT '',
+    reply       TEXT    NOT NULL DEFAULT '',
+    tool_calls  TEXT    NOT NULL DEFAULT '[]'
+);
+CREATE INDEX IF NOT EXISTS idx_turns_status  ON turns(status);
+CREATE INDEX IF NOT EXISTS idx_turns_ts      ON turns(ts);
+CREATE INDEX IF NOT EXISTS idx_turns_channel ON turns(channel_key);
+CREATE INDEX IF NOT EXISTS idx_turns_score   ON turns(score);
+`
+
+// NewTurnStore creates (or opens) turns.db in the given workspace directory.
+func NewTurnStore(workspace string) (*TurnStore, error) {
+	if err := os.MkdirAll(workspace, 0o755); err != nil {
+		return nil, fmt.Errorf("turn_store: mkdir %s: %w", workspace, err)
+	}
+	dbPath := filepath.Join(workspace, "turns.db")
+	db, err := sql.Open("sqlite", dbPath+"?_pragma=journal_mode(wal)&_pragma=busy_timeout(5000)")
+	if err != nil {
+		return nil, fmt.Errorf("turn_store: open %s: %w", dbPath, err)
+	}
+	if _, err := db.Exec(turnsDDL); err != nil {
+		db.Close()
+		return nil, fmt.Errorf("turn_store: init schema: %w", err)
+	}
+	return &TurnStore{db: db}, nil
+}
+
+// Close shuts down the underlying DB connection.
+func (s *TurnStore) Close() error {
+	if s.db != nil {
+		return s.db.Close()
+	}
+	return nil
+}
+
+// ---------------------------------------------------------------------------
+// Helpers
+// ---------------------------------------------------------------------------
+
+func marshalJSON(v any) string {
+	b, err := json.Marshal(v)
+	if err != nil {
+		return "[]"
+	}
+	return string(b)
+}
+
+func unmarshalTags(raw string) []string {
+	var tags []string
+	_ = json.Unmarshal([]byte(raw), &tags)
+	return tags
+}
+
+func unmarshalToolCalls(raw string) []ToolCallRecord {
+	var tcs []ToolCallRecord
+	_ = json.Unmarshal([]byte(raw), &tcs)
+	return tcs
+}
+
+// estimateTokens gives a cheap estimate: characters / 3.
+func estimateTokens(r TurnRecord) int {
+	chars := len(r.UserMsg) + len(r.Reply)
+	for _, tc := range r.ToolCalls {
+		chars += len(tc.Name) + len(tc.Error)
+	}
+	if chars < 3 {
+		return 1
+	}
+	return chars / 3
+}
+
+// NewTurnID generates a time-sortable unique ID without external dependencies.
+// Format: unixMilli-randomSuffix using millisecond precision.
+func NewTurnID() string {
+	return fmt.Sprintf("%d-%d", time.Now().UnixMilli(), time.Now().Nanosecond()%1_000_000)
+}
+
+// ---------------------------------------------------------------------------
+// Writes
+// ---------------------------------------------------------------------------
+
+// Insert persists a TurnRecord to the DB.
+// The record's ID and Ts are set if empty/zero.
+func (s *TurnStore) Insert(r TurnRecord) error {
+	if r.ID == "" {
+		r.ID = NewTurnID()
+	}
+	if r.Ts == 0 {
+		r.Ts = time.Now().Unix()
+	}
+	if r.Status == "" {
+		r.Status = "pending"
+	}
+	if r.Tokens == 0 {
+		r.Tokens = estimateTokens(r)
+	}
+
+	tagsJSON := marshalJSON(r.Tags)
+	tcJSON := marshalJSON(r.ToolCalls)
+
+	_, err := s.db.Exec(`
+		INSERT INTO turns (id, ts, channel_key, score, intent, tags, tokens, status, user_msg, reply, tool_calls)
+		VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?)
+		ON CONFLICT(id) DO NOTHING`,
+		r.ID, r.Ts, r.ChannelKey, r.Score, r.Intent,
+		tagsJSON, r.Tokens, r.Status, r.UserMsg, r.Reply, tcJSON,
+	)
+	if err != nil {
+		return fmt.Errorf("turn_store: insert %s: %w", r.ID, err)
+	}
+
+	logger.DebugCF("turn_store", "Turn inserted",
+		map[string]any{"id": r.ID, "score": r.Score, "tokens": r.Tokens, "status": r.Status})
+	return nil
+}
+
+// SetStatus updates the status of a turn by ID.
+func (s *TurnStore) SetStatus(id, status string) error {
+	_, err := s.db.Exec("UPDATE turns SET status = ? WHERE id = ?", status, id)
+	return err
+}
+
+// ---------------------------------------------------------------------------
+// Queries — used by MemoryDigest and instant-memory assembly
+// ---------------------------------------------------------------------------
+
+// QueryPending returns up to limit turns with status = 'pending', ordered oldest first.
+func (s *TurnStore) QueryPending(limit int) ([]TurnRecord, error) {
+	rows, err := s.db.Query(`
+		SELECT id, ts, channel_key, score, intent, tags, tokens, status, user_msg, reply, tool_calls
+		FROM turns WHERE status = 'pending'
+		ORDER BY ts ASC LIMIT ?`, limit)
+	if err != nil {
+		return nil, err
+	}
+	defer rows.Close()
+	return scanTurns(rows)
+}
+
+// QueryByScore returns all turns with score >= highThreshold (always_keep),
+// ordered by ts ASC.
+func (s *TurnStore) QueryByScore(highThreshold int) ([]TurnRecord, error) {
+	rows, err := s.db.Query(`
+		SELECT id, ts, channel_key, score, intent, tags, tokens, status, user_msg, reply, tool_calls
+		FROM turns WHERE score >= ? AND status != 'archived'
+		ORDER BY ts ASC`, highThreshold)
+	if err != nil {
+		return nil, err
+	}
+	defer rows.Close()
+	return scanTurns(rows)
+}
+
+// QueryByTags returns turns whose tags JSON contains at least one of the given tags
+// and score > 0, ordered by ts ASC.
+func (s *TurnStore) QueryByTags(tags []string) ([]TurnRecord, error) {
+	if len(tags) == 0 {
+		return nil, nil
+	}
+	// Build LIKE conditions for simple JSON array matching.
+	conds := make([]string, 0, len(tags))
+	args := make([]any, 0, len(tags)*2)
+	for _, t := range tags {
+		t = strings.ToLower(strings.TrimSpace(t))
+		if t == "" {
+			continue
+		}
+		conds = append(conds, `(tags LIKE ? OR tags LIKE ?)`)
+		args = append(args, `%"`+t+`"%`, `%'`+t+`'%`)
+	}
+	if len(conds) == 0 {
+		return nil, nil
+	}
+	// Append non-archived filter.
+	query := fmt.Sprintf(`
+		SELECT id, ts, channel_key, score, intent, tags, tokens, status, user_msg, reply, tool_calls
+		FROM turns
+		WHERE score > 0 AND status != 'archived' AND (%s)
+		ORDER BY ts ASC`, strings.Join(conds, " OR "))
+
+	rows, err := s.db.Query(query, args...)
+	if err != nil {
+		return nil, err
+	}
+	defer rows.Close()
+	return scanTurns(rows)
+}
+
+// QueryRecent returns the n most-recent non-archived turns for a channelKey,
+// ordered by ts ASC (oldest first, so they can be appended naturally).
+func (s *TurnStore) QueryRecent(channelKey string, n int) ([]TurnRecord, error) {
+	rows, err := s.db.Query(`
+		SELECT id, ts, channel_key, score, intent, tags, tokens, status, user_msg, reply, tool_calls
+		FROM turns
+		WHERE channel_key = ? AND status != 'archived'
+		ORDER BY ts DESC LIMIT ?`, channelKey, n)
+	if err != nil {
+		return nil, err
+	}
+	defer rows.Close()
+	turns, err := scanTurns(rows)
+	if err != nil {
+		return nil, err
+	}
+	// Reverse to ascending order.
+	for i, j := 0, len(turns)-1; i < j; i, j = i+1, j-1 {
+		turns[i], turns[j] = turns[j], turns[i]
+	}
+	return turns, nil
+}
+
+// ArchiveOldProcessed marks processed turns older than olderThanDays as 'archived'.
+// At most 100 rows are archived per call to limit lock time.
+func (s *TurnStore) ArchiveOldProcessed(olderThanDays int) error {
+	cutoff := time.Now().AddDate(0, 0, -olderThanDays).Unix()
+	_, err := s.db.Exec(`
+		UPDATE turns SET status = 'archived'
+		WHERE id IN (
+			SELECT id FROM turns
+			WHERE status = 'processed' AND ts < ?
+			ORDER BY ts ASC LIMIT 100
+		)`, cutoff)
+	return err
+}
+
+// ---------------------------------------------------------------------------
+// Internal scanner
+// ---------------------------------------------------------------------------
+
+func scanTurns(rows *sql.Rows) ([]TurnRecord, error) {
+	var out []TurnRecord
+	for rows.Next() {
+		var r TurnRecord
+		var tagsJSON, tcJSON string
+		if err := rows.Scan(
+			&r.ID, &r.Ts, &r.ChannelKey, &r.Score, &r.Intent,
+			&tagsJSON, &r.Tokens, &r.Status,
+			&r.UserMsg, &r.Reply, &tcJSON,
+		); err != nil {
+			return out, err
+		}
+		r.Tags = unmarshalTags(tagsJSON)
+		r.ToolCalls = unmarshalToolCalls(tcJSON)
+		out = append(out, r)
+	}
+	return out, rows.Err()
+}

pkg/agent/turn_store_test.go

@@ -0,0 +1,143 @@
+package agent
+
+import (
+	"testing"
+	"time"
+)
+
+func TestTurnStore_InsertAndQueryRecent(t *testing.T) {
+	dir := t.TempDir()
+	store, err := NewTurnStore(dir)
+	if err != nil {
+		t.Fatalf("NewTurnStore: %v", err)
+	}
+	defer store.Close()
+
+	r := TurnRecord{
+		Ts:         time.Now().Unix(),
+		ChannelKey: "cli:direct",
+		Score:      5,
+		Intent:     "task",
+		Tags:       []string{"deploy", "ci"},
+		UserMsg:    "deploy now",
+		Reply:      "done",
+		ToolCalls:  []ToolCallRecord{{Name: "exec", Error: ""}},
+		Status:     "pending",
+	}
+
+	if err := store.Insert(r); err != nil {
+		t.Fatalf("Insert: %v", err)
+	}
+
+	rows, err := store.QueryRecent("cli:direct", 10)
+	if err != nil {
+		t.Fatalf("QueryRecent: %v", err)
+	}
+	if len(rows) != 1 {
+		t.Fatalf("expected 1 row, got %d", len(rows))
+	}
+	if rows[0].Intent != "task" {
+		t.Errorf("unexpected intent: %s", rows[0].Intent)
+	}
+	if len(rows[0].Tags) != 2 {
+		t.Errorf("expected 2 tags, got %v", rows[0].Tags)
+	}
+}
+
+func TestTurnStore_QueryByScore(t *testing.T) {
+	dir := t.TempDir()
+	store, err := NewTurnStore(dir)
+	if err != nil {
+		t.Fatalf("NewTurnStore: %v", err)
+	}
+	defer store.Close()
+
+	now := time.Now().Unix()
+	store.Insert(TurnRecord{ID: "s-1", Ts: now, Score: 3, UserMsg: "a", Reply: "b", Status: "pending"})
+	store.Insert(TurnRecord{ID: "s-2", Ts: now + 1, Score: 8, UserMsg: "c", Reply: "d", Status: "pending"})
+	store.Insert(TurnRecord{ID: "s-3", Ts: now + 2, Score: 9, UserMsg: "e", Reply: "f", Status: "pending"})
+
+	high, err := store.QueryByScore(7)
+	if err != nil {
+		t.Fatalf("QueryByScore: %v", err)
+	}
+	if len(high) != 2 {
+		t.Errorf("expected 2 always_keep turns, got %d", len(high))
+	}
+}
+
+func TestTurnStore_SetStatus(t *testing.T) {
+	dir := t.TempDir()
+	store, err := NewTurnStore(dir)
+	if err != nil {
+		t.Fatalf("NewTurnStore: %v", err)
+	}
+	defer store.Close()
+
+	r := TurnRecord{ID: "test-id-1", Ts: time.Now().Unix(), UserMsg: "x", Reply: "y", Status: "pending"}
+	store.Insert(r)
+
+	if err := store.SetStatus("test-id-1", "processed"); err != nil {
+		t.Fatalf("SetStatus: %v", err)
+	}
+
+	pending, err := store.QueryPending(10)
+	if err != nil {
+		t.Fatalf("QueryPending: %v", err)
+	}
+	if len(pending) != 0 {
+		t.Errorf("expected 0 pending, got %d", len(pending))
+	}
+}
+
+func TestTurnStore_ArchiveOldProcessed(t *testing.T) {
+	dir := t.TempDir()
+	store, err := NewTurnStore(dir)
+	if err != nil {
+		t.Fatalf("NewTurnStore: %v", err)
+	}
+	defer store.Close()
+
+	// Insert old processed turns (timestamp in the past).
+	old := time.Now().AddDate(0, 0, -10).Unix()
+	for i := 0; i < 3; i++ {
+		r := TurnRecord{Ts: old, Score: 2, UserMsg: "old", Reply: "msg", Status: "processed"}
+		store.Insert(r)
+	}
+
+	// Recent processed turn — should NOT be archived.
+	recent := TurnRecord{Ts: time.Now().Unix(), Score: 2, UserMsg: "new", Reply: "msg", Status: "processed"}
+	store.Insert(recent)
+
+	if err := store.ArchiveOldProcessed(7); err != nil {
+		t.Fatalf("ArchiveOldProcessed: %v", err)
+	}
+
+	// Query pending (should still be 0).
+	pending, _ := store.QueryPending(100)
+	if len(pending) != 0 {
+		t.Errorf("expected 0 pending after archive, got %d", len(pending))
+	}
+}
+
+func TestTurnStore_QueryByTags(t *testing.T) {
+	dir := t.TempDir()
+	store, err := NewTurnStore(dir)
+	if err != nil {
+		t.Fatalf("NewTurnStore: %v", err)
+	}
+	defer store.Close()
+
+	now := time.Now().Unix()
+	store.Insert(TurnRecord{ID: "tag-1", Ts: now, Score: 5, Tags: []string{"deploy", "ci"}, UserMsg: "a", Reply: "b"})
+	store.Insert(TurnRecord{ID: "tag-2", Ts: now + 1, Score: 4, Tags: []string{"file", "read"}, UserMsg: "c", Reply: "d"})
+	store.Insert(TurnRecord{ID: "tag-3", Ts: now + 2, Score: 3, Tags: []string{"deploy", "log"}, UserMsg: "e", Reply: "f"})
+
+	rows, err := store.QueryByTags([]string{"deploy"})
+	if err != nil {
+		t.Fatalf("QueryByTags: %v", err)
+	}
+	if len(rows) < 2 {
+		t.Errorf("expected at least 2 deploy turns, got %d", len(rows))
+	}
+}

pkg/config/config.go

@@ -51,13 +51,20 @@ type Config struct {
 	Agents    AgentsConfig    `json:"agents"`
 	Bindings  []AgentBinding  `json:"bindings,omitempty"`
 	Session   SessionConfig   `json:"session,omitempty"`
-	Channels  ChannelsConfig  `json:"channels"`
+	Channels  ChannelsConfig  `json:"channels,omitempty"`
 	Providers ProvidersConfig `json:"providers,omitempty"`
-	ModelList []ModelConfig   `json:"model_list"` // New model-centric provider configuration
+	ModelList []ModelConfig   `json:"model_list,omitempty"`
-	Gateway   GatewayConfig   `json:"gateway"`
+	Gateway   GatewayConfig   `json:"gateway,omitempty"`
-	Tools     ToolsConfig     `json:"tools"`
+	Tools     ToolsConfig     `json:"tools,omitempty"`
-	Heartbeat HeartbeatConfig `json:"heartbeat"`
+	Heartbeat HeartbeatConfig `json:"heartbeat,omitempty"`
-	Devices   DevicesConfig   `json:"devices"`
+	Devices   DevicesConfig   `json:"devices,omitempty"`
+	Logging   LoggingConfig   `json:"logging,omitempty"`
+}
+
+// LoggingConfig controls log output.
+type LoggingConfig struct {
+	Level   string `json:"level,omitempty"`    // debug, info, warn, error (default: warn)
+	FileDir string `json:"file_dir,omitempty"` // directory for log files; empty = no file logging
 }
 
 // MarshalJSON implements custom JSON marshaling for Config
@@ -175,6 +182,16 @@ type AgentDefaults struct {
 	ModelName                 string   `json:"model_name,omitempty"            env:"PICOCLAW_AGENTS_DEFAULTS_MODEL_NAME"`
 	Model                     string   `json:"model"                           env:"PICOCLAW_AGENTS_DEFAULTS_MODEL"` // Deprecated: use model_name instead
 	ModelFallbacks            []string `json:"model_fallbacks,omitempty"`
+
+	// Phase 1 — Analyser: lightweight model for intent/tag analysis + CoT strategy.
+	// Falls back to main model_name if empty. Use a cheap/fast model here.
+	AnalyserModel string `json:"analyser_model,omitempty"  env:"PICOCLAW_AGENTS_DEFAULTS_ANALYSER_MODEL"`
+	PreLLMModel   string `json:"pre_llm_model,omitempty"   env:"PICOCLAW_AGENTS_DEFAULTS_PRE_LLM_MODEL"` // Deprecated: use analyser_model
+
+	// Phase 3 — Digest: lightweight model for memory extraction from turn records.
+	// Falls back to main model_name if empty. Use a cheap/fast model here.
+	DigestModel string `json:"digest_model,omitempty"    env:"PICOCLAW_AGENTS_DEFAULTS_DIGEST_MODEL"`
+
 	ImageModel                string   `json:"image_model,omitempty"           env:"PICOCLAW_AGENTS_DEFAULTS_IMAGE_MODEL"`
 	ImageModelFallbacks       []string `json:"image_model_fallbacks,omitempty"`
 	MaxTokens                 int      `json:"max_tokens"                      env:"PICOCLAW_AGENTS_DEFAULTS_MAX_TOKENS"`
@@ -191,6 +208,27 @@ func (d *AgentDefaults) GetModelName() string {
 	return d.Model
 }
 
+// GetAnalyserModel returns the model for Phase 1 (Analyser).
+// Priority: analyser_model → pre_llm_model (deprecated) → main model.
+func (d *AgentDefaults) GetAnalyserModel() string {
+	if d.AnalyserModel != "" {
+		return d.AnalyserModel
+	}
+	if d.PreLLMModel != "" {
+		return d.PreLLMModel
+	}
+	return d.GetModelName()
+}
+
+// GetDigestModel returns the model for Phase 3 (MemoryDigest).
+// Priority: digest_model → main model.
+func (d *AgentDefaults) GetDigestModel() string {
+	if d.DigestModel != "" {
+		return d.DigestModel
+	}
+	return d.GetModelName()
+}
+
 type ChannelsConfig struct {
 	WhatsApp   WhatsAppConfig   `json:"whatsapp"`
 	Telegram   TelegramConfig   `json:"telegram"`

pkg/constants/channels.go

@@ -1,16 +1,27 @@
 // Package constants provides shared constants across the codebase.
 package constants
 
+import "strings"
+
 // internalChannels defines channels that are used for internal communication
 // and should not be exposed to external users or recorded as last active channel.
 var internalChannels = map[string]struct{}{
 	"cli":      {},
 	"system":   {},
 	"subagent": {},
+	"launcher": {},
 }
 
 // IsInternalChannel returns true if the channel is an internal channel.
+// Supports compound names like "launcher:chat" by checking the prefix before ":".
 func IsInternalChannel(channel string) bool {
-	_, found := internalChannels[channel]
+	if _, found := internalChannels[channel]; found {
-	return found
+		return true
+	}
+	// Check prefix for compound channel names (e.g. "launcher:chat")
+	if idx := strings.IndexByte(channel, ':'); idx > 0 {
+		_, found := internalChannels[channel[:idx]]
+		return found
+	}
+	return false
 }

pkg/logger/logger.go

@@ -5,6 +5,7 @@ import (
 	"fmt"
 	"log"
 	"os"
+	"path/filepath"
 	"runtime"
 	"strings"
 	"sync"
@@ -30,7 +31,7 @@ var (
 		FATAL: "FATAL",
 	}
 
-	currentLevel = INFO
+	currentLevel = WARN
 	logger       *Logger
 	once         sync.Once
 	mu           sync.RWMutex
@@ -61,6 +62,32 @@ func SetLevel(level LogLevel) {
 	currentLevel = level
 }
 
+// SetLevelByName sets log level from a string: "debug", "info", "warn", "error".
+func SetLevelByName(name string) {
+	switch strings.ToLower(strings.TrimSpace(name)) {
+	case "debug":
+		SetLevel(DEBUG)
+	case "info":
+		SetLevel(INFO)
+	case "warn", "warning":
+		SetLevel(WARN)
+	case "error":
+		SetLevel(ERROR)
+	}
+}
+
+// ApplyConfig sets level and file logging from config values.
+func ApplyConfig(level, fileDir string) {
+	if level != "" {
+		SetLevelByName(level)
+	}
+	if fileDir != "" {
+		logFile := filepath.Join(fileDir, "picoclaw.log")
+		os.MkdirAll(fileDir, 0755)
+		_ = EnableFileLogging(logFile)
+	}
+}
+
 func GetLevel() LogLevel {
 	mu.RLock()
 	defer mu.RUnlock()

pkg/providers/protocoltypes/types.go

@@ -66,7 +66,8 @@ type Message struct {
 	Role             string         `json:"role"`
 	Content          string         `json:"content"`
 	ReasoningContent string         `json:"reasoning_content,omitempty"`
-	SystemParts      []ContentBlock `json:"system_parts,omitempty"` // structured system blocks for cache-aware adapters
+	SystemParts      []ContentBlock `json:"system_parts,omitempty"`  // structured system blocks for cache-aware adapters
+	CacheControl     string         `json:"cache_control,omitempty"` // "ephemeral" | "", Anthropic adapter translates
 	ToolCalls        []ToolCall     `json:"tool_calls,omitempty"`
 	ToolCallID       string         `json:"tool_call_id,omitempty"`
 }

pkg/shell/commands.go

@@ -0,0 +1,732 @@
+package shell
+
+import (
+	"fmt"
+	"os"
+	"path/filepath"
+	"regexp"
+	"sort"
+	"strconv"
+	"strings"
+	"time"
+)
+
+// CmdFunc is the signature for a built-in shell command.
+// It receives the arguments (after the command name) and the working directory.
+type CmdFunc func(args []string, cwd string) string
+
+// BuiltinCmds maps command names to their Go implementations.
+// These run cross-platform without external dependencies.
+var BuiltinCmds = map[string]CmdFunc{
+	"ls":    cmdLs,
+	"dir":   cmdLs,
+	"cat":   cmdCat,
+	"type":  cmdCat,
+	"head":  cmdHead,
+	"tail":  cmdTail,
+	"grep":  cmdGrep,
+	"wc":    cmdWc,
+	"find":  cmdFind,
+	"pwd":   cmdPwd,
+	"echo":  cmdEcho,
+	"stat":  cmdStat,
+	"diff":  cmdDiff,
+	"tree":  cmdTree,
+	"touch": cmdTouch,
+	"mkdir": cmdMkdir,
+	"cp":    cmdCp,
+	"mv":    cmdMv,
+}
+
+// DevToolPassthrough lists commands that pass through to the system shell.
+var DevToolPassthrough = map[string]bool{
+	"go": true, "git": true, "node": true, "python": true, "python3": true,
+	"npm": true, "npx": true, "cargo": true, "make": true,
+	"jq": true, "rg": true, "ag": true, "ack": true, "fd": true,
+}
+
+// ---------------------------------------------------------------------------
+// ls / dir
+// ---------------------------------------------------------------------------
+
+func cmdLs(args []string, cwd string) string {
+	dir := cwd
+	showAll := false
+	longFmt := false
+
+	for _, a := range args {
+		switch {
+		case a == "-a":
+			showAll = true
+		case a == "-l":
+			longFmt = true
+		case a == "-la" || a == "-al":
+			showAll = true
+			longFmt = true
+		case !strings.HasPrefix(a, "-"):
+			dir = ResolvePath(a, cwd)
+		}
+	}
+
+	entries, err := os.ReadDir(dir)
+	if err != nil {
+		return fmt.Sprintf("ls: %v", err)
+	}
+
+	var sb strings.Builder
+	for _, e := range entries {
+		name := e.Name()
+		if !showAll && strings.HasPrefix(name, ".") {
+			continue
+		}
+		if longFmt {
+			info, _ := e.Info()
+			if info != nil {
+				mode := info.Mode().String()
+				size := info.Size()
+				mod := info.ModTime().Format("Jan 02 15:04")
+				if e.IsDir() {
+					name += "/"
+				}
+				fmt.Fprintf(&sb, "%s %8d %s %s\n", mode, size, mod, name)
+			} else {
+				fmt.Fprintf(&sb, "%s\n", name)
+			}
+		} else {
+			if e.IsDir() {
+				name += "/"
+			}
+			sb.WriteString(name + "\n")
+		}
+	}
+	if sb.Len() == 0 {
+		return "(empty directory)"
+	}
+	return sb.String()
+}
+
+// ---------------------------------------------------------------------------
+// cat / type
+// ---------------------------------------------------------------------------
+
+func cmdCat(args []string, cwd string) string {
+	if len(args) == 0 {
+		return "cat: missing file operand"
+	}
+	var sb strings.Builder
+	for _, f := range args {
+		if strings.HasPrefix(f, "-") {
+			continue
+		}
+		data, err := os.ReadFile(ResolvePath(f, cwd))
+		if err != nil {
+			fmt.Fprintf(&sb, "cat: %v\n", err)
+			continue
+		}
+		sb.Write(data)
+	}
+	return sb.String()
+}
+
+// ---------------------------------------------------------------------------
+// head
+// ---------------------------------------------------------------------------
+
+func cmdHead(args []string, cwd string) string {
+	n := 10
+	var file string
+	for i := 0; i < len(args); i++ {
+		if args[i] == "-n" && i+1 < len(args) {
+			n, _ = strconv.Atoi(args[i+1])
+			i++
+		} else if !strings.HasPrefix(args[i], "-") {
+			file = args[i]
+		}
+	}
+	if file == "" {
+		return "head: missing file"
+	}
+	data, err := os.ReadFile(ResolvePath(file, cwd))
+	if err != nil {
+		return fmt.Sprintf("head: %v", err)
+	}
+	lines := strings.SplitN(string(data), "\n", n+1)
+	if len(lines) > n {
+		lines = lines[:n]
+	}
+	return strings.Join(lines, "\n")
+}
+
+// ---------------------------------------------------------------------------
+// tail
+// ---------------------------------------------------------------------------
+
+func cmdTail(args []string, cwd string) string {
+	n := 10
+	var file string
+	for i := 0; i < len(args); i++ {
+		if args[i] == "-n" && i+1 < len(args) {
+			n, _ = strconv.Atoi(args[i+1])
+			i++
+		} else if !strings.HasPrefix(args[i], "-") {
+			file = args[i]
+		}
+	}
+	if file == "" {
+		return "tail: missing file"
+	}
+	data, err := os.ReadFile(ResolvePath(file, cwd))
+	if err != nil {
+		return fmt.Sprintf("tail: %v", err)
+	}
+	lines := strings.Split(strings.TrimRight(string(data), "\n"), "\n")
+	start := len(lines) - n
+	if start < 0 {
+		start = 0
+	}
+	return strings.Join(lines[start:], "\n")
+}
+
+// ---------------------------------------------------------------------------
+// grep
+// ---------------------------------------------------------------------------
+
+func cmdGrep(args []string, cwd string) string {
+	ignoreCase := false
+	showLineNum := false
+	recursive := false
+	var pattern string
+	var paths []string
+
+	for i := 0; i < len(args); i++ {
+		a := args[i]
+		if strings.HasPrefix(a, "-") && pattern == "" {
+			for _, ch := range a[1:] {
+				switch ch {
+				case 'i':
+					ignoreCase = true
+				case 'n':
+					showLineNum = true
+				case 'r', 'R':
+					recursive = true
+				}
+			}
+		} else if pattern == "" {
+			pattern = a
+		} else {
+			paths = append(paths, a)
+		}
+	}
+
+	if pattern == "" {
+		return "grep: missing pattern"
+	}
+	if len(paths) == 0 {
+		paths = []string{"."}
+	}
+
+	pat := pattern
+	if ignoreCase {
+		pat = "(?i)" + pat
+	}
+	re, err := regexp.Compile(pat)
+	if err != nil {
+		return fmt.Sprintf("grep: invalid pattern: %v", err)
+	}
+
+	var sb strings.Builder
+	matchCount := 0
+	maxMatches := 200
+
+	var searchFile func(path string)
+	searchFile = func(path string) {
+		if matchCount >= maxMatches {
+			return
+		}
+		data, err := os.ReadFile(path)
+		if err != nil {
+			return
+		}
+		if IsBinary(data) {
+			return
+		}
+		relPath, _ := filepath.Rel(cwd, path)
+		if relPath == "" {
+			relPath = path
+		}
+		lines := strings.Split(string(data), "\n")
+		for i, line := range lines {
+			if matchCount >= maxMatches {
+				break
+			}
+			if re.MatchString(line) {
+				matchCount++
+				if showLineNum {
+					fmt.Fprintf(&sb, "%s:%d:%s\n", relPath, i+1, line)
+				} else {
+					fmt.Fprintf(&sb, "%s:%s\n", relPath, line)
+				}
+			}
+		}
+	}
+
+	skipDirs := map[string]bool{".git": true, "node_modules": true, "vendor": true, "__pycache__": true}
+
+	for _, p := range paths {
+		resolved := ResolvePath(p, cwd)
+		info, err := os.Stat(resolved)
+		if err != nil {
+			fmt.Fprintf(&sb, "grep: %v\n", err)
+			continue
+		}
+		if info.IsDir() {
+			if !recursive {
+				fmt.Fprintf(&sb, "grep: %s: is a directory\n", p)
+				continue
+			}
+			_ = filepath.Walk(resolved, func(path string, fi os.FileInfo, err error) error {
+				if err != nil {
+					return nil
+				}
+				if fi.IsDir() {
+					if skipDirs[fi.Name()] || strings.HasPrefix(fi.Name(), ".") {
+						return filepath.SkipDir
+					}
+					return nil
+				}
+				searchFile(path)
+				return nil
+			})
+		} else {
+			searchFile(resolved)
+		}
+	}
+
+	if matchCount == 0 {
+		return "(no matches)"
+	}
+	if matchCount >= maxMatches {
+		fmt.Fprintf(&sb, "\n... (truncated at %d matches)\n", maxMatches)
+	}
+	return sb.String()
+}
+
+// ---------------------------------------------------------------------------
+// wc
+// ---------------------------------------------------------------------------
+
+func cmdWc(args []string, cwd string) string {
+	countLines := false
+	countWords := false
+	countBytes := false
+	var files []string
+
+	for _, a := range args {
+		if strings.HasPrefix(a, "-") {
+			for _, ch := range a[1:] {
+				switch ch {
+				case 'l':
+					countLines = true
+				case 'w':
+					countWords = true
+				case 'c':
+					countBytes = true
+				}
+			}
+		} else {
+			files = append(files, a)
+		}
+	}
+	if !countLines && !countWords && !countBytes {
+		countLines, countWords, countBytes = true, true, true
+	}
+	if len(files) == 0 {
+		return "wc: missing file"
+	}
+
+	var sb strings.Builder
+	totalL, totalW, totalB := 0, 0, 0
+
+	for _, f := range files {
+		data, err := os.ReadFile(ResolvePath(f, cwd))
+		if err != nil {
+			fmt.Fprintf(&sb, "wc: %v\n", err)
+			continue
+		}
+		l := strings.Count(string(data), "\n")
+		w := len(strings.Fields(string(data)))
+		b := len(data)
+		totalL += l
+		totalW += w
+		totalB += b
+
+		var parts []string
+		if countLines {
+			parts = append(parts, fmt.Sprintf("%7d", l))
+		}
+		if countWords {
+			parts = append(parts, fmt.Sprintf("%7d", w))
+		}
+		if countBytes {
+			parts = append(parts, fmt.Sprintf("%7d", b))
+		}
+		fmt.Fprintf(&sb, "%s %s\n", strings.Join(parts, ""), f)
+	}
+
+	if len(files) > 1 {
+		var parts []string
+		if countLines {
+			parts = append(parts, fmt.Sprintf("%7d", totalL))
+		}
+		if countWords {
+			parts = append(parts, fmt.Sprintf("%7d", totalW))
+		}
+		if countBytes {
+			parts = append(parts, fmt.Sprintf("%7d", totalB))
+		}
+		fmt.Fprintf(&sb, "%s total\n", strings.Join(parts, ""))
+	}
+	return sb.String()
+}
+
+// ---------------------------------------------------------------------------
+// find
+// ---------------------------------------------------------------------------
+
+func cmdFind(args []string, cwd string) string {
+	dir := cwd
+	namePattern := ""
+	typeFilter := ""
+
+	for i := 0; i < len(args); i++ {
+		switch args[i] {
+		case "-name":
+			if i+1 < len(args) {
+				namePattern = args[i+1]
+				i++
+			}
+		case "-type":
+			if i+1 < len(args) {
+				typeFilter = args[i+1]
+				i++
+			}
+		default:
+			if !strings.HasPrefix(args[i], "-") && namePattern == "" {
+				dir = ResolvePath(args[i], cwd)
+			}
+		}
+	}
+
+	skipDirs := map[string]bool{".git": true, "node_modules": true, "vendor": true}
+	var sb strings.Builder
+	count := 0
+	maxResults := 200
+
+	_ = filepath.Walk(dir, func(path string, info os.FileInfo, err error) error {
+		if err != nil || count >= maxResults {
+			return nil
+		}
+		name := info.Name()
+		if info.IsDir() && skipDirs[name] {
+			return filepath.SkipDir
+		}
+		if strings.HasPrefix(name, ".") && path != dir {
+			if info.IsDir() {
+				return filepath.SkipDir
+			}
+			return nil
+		}
+		if typeFilter == "f" && info.IsDir() {
+			return nil
+		}
+		if typeFilter == "d" && !info.IsDir() {
+			return nil
+		}
+		if namePattern != "" {
+			matched, _ := filepath.Match(namePattern, name)
+			if !matched {
+				return nil
+			}
+		}
+		rel, _ := filepath.Rel(cwd, path)
+		if rel == "" {
+			rel = path
+		}
+		sb.WriteString(rel + "\n")
+		count++
+		return nil
+	})
+
+	if count == 0 {
+		return "(no matches)"
+	}
+	if count >= maxResults {
+		fmt.Fprintf(&sb, "... (truncated at %d results)\n", maxResults)
+	}
+	return sb.String()
+}
+
+// ---------------------------------------------------------------------------
+// pwd / echo / stat
+// ---------------------------------------------------------------------------
+
+func cmdPwd(_ []string, cwd string) string { return cwd }
+
+func cmdEcho(args []string, _ string) string { return strings.Join(args, " ") }
+
+func cmdStat(args []string, cwd string) string {
+	if len(args) == 0 {
+		return "stat: missing file"
+	}
+	var sb strings.Builder
+	for _, f := range args {
+		info, err := os.Stat(ResolvePath(f, cwd))
+		if err != nil {
+			fmt.Fprintf(&sb, "stat: %v\n", err)
+			continue
+		}
+		fmt.Fprintf(&sb, "  File: %s\n", f)
+		fmt.Fprintf(&sb, "  Size: %d bytes\n", info.Size())
+		fmt.Fprintf(&sb, "  Mode: %s\n", info.Mode())
+		fmt.Fprintf(&sb, "  Modified: %s\n", info.ModTime().Format(time.RFC3339))
+		if info.IsDir() {
+			sb.WriteString("  Type: directory\n")
+		} else {
+			sb.WriteString("  Type: regular file\n")
+		}
+		sb.WriteString("\n")
+	}
+	return sb.String()
+}
+
+// ---------------------------------------------------------------------------
+// diff
+// ---------------------------------------------------------------------------
+
+func cmdDiff(args []string, cwd string) string {
+	if len(args) < 2 {
+		return "diff: need two files"
+	}
+	data1, err := os.ReadFile(ResolvePath(args[0], cwd))
+	if err != nil {
+		return fmt.Sprintf("diff: %v", err)
+	}
+	data2, err := os.ReadFile(ResolvePath(args[1], cwd))
+	if err != nil {
+		return fmt.Sprintf("diff: %v", err)
+	}
+
+	lines1 := strings.Split(string(data1), "\n")
+	lines2 := strings.Split(string(data2), "\n")
+
+	var sb strings.Builder
+	fmt.Fprintf(&sb, "--- %s\n+++ %s\n", args[0], args[1])
+
+	maxLen := len(lines1)
+	if len(lines2) > maxLen {
+		maxLen = len(lines2)
+	}
+
+	diffs := 0
+	for i := 0; i < maxLen; i++ {
+		var l1, l2 string
+		if i < len(lines1) {
+			l1 = lines1[i]
+		}
+		if i < len(lines2) {
+			l2 = lines2[i]
+		}
+		if l1 != l2 {
+			diffs++
+			if diffs > 100 {
+				sb.WriteString("... (too many differences)\n")
+				break
+			}
+			fmt.Fprintf(&sb, "@@ line %d @@\n", i+1)
+			if l1 != "" {
+				fmt.Fprintf(&sb, "-%s\n", l1)
+			}
+			if l2 != "" {
+				fmt.Fprintf(&sb, "+%s\n", l2)
+			}
+		}
+	}
+
+	if diffs == 0 {
+		return "Files are identical"
+	}
+	return sb.String()
+}
+
+// ---------------------------------------------------------------------------
+// tree
+// ---------------------------------------------------------------------------
+
+func cmdTree(args []string, cwd string) string {
+	dir := cwd
+	if len(args) > 0 && !strings.HasPrefix(args[0], "-") {
+		dir = ResolvePath(args[0], cwd)
+	}
+
+	skipDirs := map[string]bool{".git": true, "node_modules": true, "vendor": true, "__pycache__": true}
+	var sb strings.Builder
+	sb.WriteString(dir + "\n")
+	count := 0
+	maxEntries := 300
+
+	var walk func(path, prefix string)
+	walk = func(path, prefix string) {
+		if count >= maxEntries {
+			return
+		}
+		entries, err := os.ReadDir(path)
+		if err != nil {
+			return
+		}
+		var visible []os.DirEntry
+		for _, e := range entries {
+			if !strings.HasPrefix(e.Name(), ".") && !skipDirs[e.Name()] {
+				visible = append(visible, e)
+			}
+		}
+		sort.Slice(visible, func(i, j int) bool { return visible[i].Name() < visible[j].Name() })
+		for i, e := range visible {
+			if count >= maxEntries {
+				sb.WriteString(prefix + "... (truncated)\n")
+				return
+			}
+			count++
+			connector := "鈹溾攢鈹€ "
+			childPrefix := prefix + "鈹?  "
+			if i == len(visible)-1 {
+				connector = "鈹斺攢鈹€ "
+				childPrefix = prefix + "    "
+			}
+			sb.WriteString(prefix + connector + e.Name())
+			if e.IsDir() {
+				sb.WriteString("/\n")
+				walk(filepath.Join(path, e.Name()), childPrefix)
+			} else {
+				sb.WriteString("\n")
+			}
+		}
+	}
+
+	walk(dir, "")
+	return sb.String()
+}
+
+// ---------------------------------------------------------------------------
+// touch / mkdir / cp / mv
+// ---------------------------------------------------------------------------
+
+func cmdTouch(args []string, cwd string) string {
+	if len(args) == 0 {
+		return "touch: missing file"
+	}
+	for _, f := range args {
+		if strings.HasPrefix(f, "-") {
+			continue
+		}
+		p := ResolvePath(f, cwd)
+		if _, err := os.Stat(p); os.IsNotExist(err) {
+			if err := os.WriteFile(p, []byte{}, 0644); err != nil {
+				return fmt.Sprintf("touch: %v", err)
+			}
+		} else {
+			now := time.Now()
+			_ = os.Chtimes(p, now, now)
+		}
+	}
+	return fmt.Sprintf("touched %d file(s)", len(args))
+}
+
+func cmdMkdir(args []string, cwd string) string {
+	if len(args) == 0 {
+		return "mkdir: missing directory"
+	}
+	mkParents := false
+	var dirs []string
+	for _, a := range args {
+		if a == "-p" {
+			mkParents = true
+		} else {
+			dirs = append(dirs, a)
+		}
+	}
+	for _, d := range dirs {
+		p := ResolvePath(d, cwd)
+		var err error
+		if mkParents {
+			err = os.MkdirAll(p, 0755)
+		} else {
+			err = os.Mkdir(p, 0755)
+		}
+		if err != nil {
+			return fmt.Sprintf("mkdir: %v", err)
+		}
+	}
+	return fmt.Sprintf("created %d dir(s)", len(dirs))
+}
+
+func cmdCp(args []string, cwd string) string {
+	if len(args) < 2 {
+		return "cp: need source and destination"
+	}
+	src := ResolvePath(args[0], cwd)
+	dst := ResolvePath(args[1], cwd)
+
+	data, err := os.ReadFile(src)
+	if err != nil {
+		return fmt.Sprintf("cp: %v", err)
+	}
+	if info, err := os.Stat(dst); err == nil && info.IsDir() {
+		dst = filepath.Join(dst, filepath.Base(src))
+	}
+	if err := os.WriteFile(dst, data, 0644); err != nil {
+		return fmt.Sprintf("cp: %v", err)
+	}
+	return fmt.Sprintf("copied %s -> %s", args[0], filepath.Base(dst))
+}
+
+func cmdMv(args []string, cwd string) string {
+	if len(args) < 2 {
+		return "mv: need source and destination"
+	}
+	src := ResolvePath(args[0], cwd)
+	dst := ResolvePath(args[1], cwd)
+
+	if info, err := os.Stat(dst); err == nil && info.IsDir() {
+		dst = filepath.Join(dst, filepath.Base(src))
+	}
+	if err := os.Rename(src, dst); err != nil {
+		return fmt.Sprintf("mv: %v", err)
+	}
+	return fmt.Sprintf("moved %s -> %s", args[0], filepath.Base(dst))
+}
+
+// ---------------------------------------------------------------------------
+// Helpers
+// ---------------------------------------------------------------------------
+
+// ResolvePath resolves a path relative to cwd.
+func ResolvePath(path, cwd string) string {
+	if filepath.IsAbs(path) {
+		return filepath.Clean(path)
+	}
+	return filepath.Join(cwd, path)
+}
+
+// IsBinary checks if the first 512 bytes contain null bytes.
+func IsBinary(data []byte) bool {
+	check := data
+	if len(check) > 512 {
+		check = check[:512]
+	}
+	for _, b := range check {
+		if b == 0 {
+			return true
+		}
+	}
+	return false
+}