Merge 38063f4419 into bfb2b35f74

Makefile

@@ -242,14 +242,14 @@ build-whatsapp-native: generate
 	@echo "Building for multiple platforms..."
 	@mkdir -p $(BUILD_DIR)
 	GOOS=linux GOARCH=amd64 $(GO) build -tags $(GO_BUILD_TAGS),whatsapp_native -ldflags "$(LDFLAGS)" -o $(BUILD_DIR)/$(BINARY_NAME)-linux-amd64 ./$(CMD_DIR)
-	GOOS=linux GOARCH=arm GOARM=7 $(GO) build -tags $(GO_BUILD_TAGS),whatsapp_native -ldflags "$(LDFLAGS)" -o $(BUILD_DIR)/$(BINARY_NAME)-linux-arm ./$(CMD_DIR)
+	#GOOS=linux GOARCH=arm GOARM=7 $(GO) build -tags $(GO_BUILD_TAGS),whatsapp_native -ldflags "$(LDFLAGS)" -o $(BUILD_DIR)/$(BINARY_NAME)-linux-arm ./$(CMD_DIR)
-	GOOS=linux GOARCH=arm64 $(GO) build -tags $(GO_BUILD_TAGS),whatsapp_native -ldflags "$(LDFLAGS)" -o $(BUILD_DIR)/$(BINARY_NAME)-linux-arm64 ./$(CMD_DIR)
+	#GOOS=linux GOARCH=arm64 $(GO) build -tags $(GO_BUILD_TAGS),whatsapp_native -ldflags "$(LDFLAGS)" -o $(BUILD_DIR)/$(BINARY_NAME)-linux-arm64 ./$(CMD_DIR)
-	GOOS=linux GOARCH=loong64 $(GO) build -tags $(GO_BUILD_TAGS),whatsapp_native -ldflags "$(LDFLAGS)" -o $(BUILD_DIR)/$(BINARY_NAME)-linux-loong64 ./$(CMD_DIR)
+	#GOOS=linux GOARCH=loong64 $(GO) build -tags $(GO_BUILD_TAGS),whatsapp_native -ldflags "$(LDFLAGS)" -o $(BUILD_DIR)/$(BINARY_NAME)-linux-loong64 ./$(CMD_DIR)
-	GOOS=linux GOARCH=riscv64 $(GO) build -tags $(GO_BUILD_TAGS),whatsapp_native -ldflags "$(LDFLAGS)" -o $(BUILD_DIR)/$(BINARY_NAME)-linux-riscv64 ./$(CMD_DIR)
+	#GOOS=linux GOARCH=riscv64 $(GO) build -tags $(GO_BUILD_TAGS),whatsapp_native -ldflags "$(LDFLAGS)" -o $(BUILD_DIR)/$(BINARY_NAME)-linux-riscv64 ./$(CMD_DIR)
-	GOOS=linux GOARCH=mipsle GOMIPS=softfloat $(GO) build -tags $(GO_BUILD_TAGS_NO_GOOLM),whatsapp_native -ldflags "$(LDFLAGS)" -o $(BUILD_DIR)/$(BINARY_NAME)-linux-mipsle ./$(CMD_DIR)
+	#GOOS=linux GOARCH=mipsle GOMIPS=softfloat $(GO) build -tags $(GO_BUILD_TAGS_NO_GOOLM),whatsapp_native -ldflags "$(LDFLAGS)" -o $(BUILD_DIR)/$(BINARY_NAME)-linux-mipsle ./$(CMD_DIR)
-	$(call PATCH_MIPS_FLAGS,$(BUILD_DIR)/$(BINARY_NAME)-linux-mipsle)
+	#$(call PATCH_MIPS_FLAGS,$(BUILD_DIR)/$(BINARY_NAME)-linux-mipsle)
-	GOOS=darwin GOARCH=arm64 $(GO) build -tags $(GO_BUILD_TAGS),whatsapp_native -ldflags "$(LDFLAGS)" -o $(BUILD_DIR)/$(BINARY_NAME)-darwin-arm64 ./$(CMD_DIR)
+	#GOOS=darwin GOARCH=arm64 $(GO) build -tags $(GO_BUILD_TAGS),whatsapp_native -ldflags "$(LDFLAGS)" -o $(BUILD_DIR)/$(BINARY_NAME)-darwin-arm64 ./$(CMD_DIR)
-	GOOS=windows GOARCH=amd64 $(GO) build -tags $(GO_BUILD_TAGS),whatsapp_native -ldflags "$(LDFLAGS)" -o $(BUILD_DIR)/$(BINARY_NAME)-windows-amd64.exe ./$(CMD_DIR)
+	#GOOS=windows GOARCH=amd64 $(GO) build -tags $(GO_BUILD_TAGS),whatsapp_native -ldflags "$(LDFLAGS)" -o $(BUILD_DIR)/$(BINARY_NAME)-windows-amd64.exe ./$(CMD_DIR)
 ## @$(GO) build $(GOFLAGS) -tags whatsapp_native -ldflags "$(LDFLAGS)" -o $(BINARY_PATH) ./$(CMD_DIR)
 	@echo "Build complete"
 ##	@ln -sf $(BINARY_NAME)-$(PLATFORM)-$(ARCH) $(BUILD_DIR)/$(BINARY_NAME)

docs/guides/configuration.md

@@ -126,6 +126,41 @@ For advanced/test setups, you can override the builtin skills root with:
 export PICOCLAW_BUILTIN_SKILLS=/path/to/skills
 ```
 
+### Skill Catalog Token Optimization
+
+By default, the skill catalog (the list of available skills shown to the LLM) is included in every LLM request. On providers without prompt caching (most OpenAI-compatible APIs), this costs tokens on every call including intermediate tool round-trips within a single turn.
+
+Two opt-in flags under `agents.defaults.skill_catalog` reduce this cost:
+
+```json
+"agents": {
+  "defaults": {
+    "skill_catalog": {
+      "skip_on_tools": false,
+      "skip_on_subsequent": false
+    }
+  }
+}
+```
+
+| Field | Default | Effect when `true` |
+|---|---|---|
+| `skip_on_tools` | `false` | Omits the catalog from tool-call continuation requests (mid-turn LLM round-trips). The LLM already received the catalog on the initial turn request. |
+| `skip_on_subsequent` | `false` | Omits the catalog on turns after the first in a session. The catalog is automatically re-injected after context compaction, so the LLM always rediscovers skills when its history is summarized. |
+
+Both flags default to `false` so existing deployments are unaffected. Enable both for maximum token savings:
+
+```json
+"skill_catalog": {
+  "skip_on_tools": true,
+  "skip_on_subsequent": true
+}
+```
+
+Environment variable equivalents:
+- `PICOCLAW_AGENTS_DEFAULTS_SKILL_CATALOG_SKIP_ON_TOOLS=true`
+- `PICOCLAW_AGENTS_DEFAULTS_SKILL_CATALOG_SKIP_ON_SUBSEQUENT=true`
+
 ### Using Skills From Chat Channels
 
 Once skills are installed, and MCP servers are configured, you can inspect and force them directly from a chat channel:

pkg/agent/context.go

@@ -22,12 +22,13 @@ import (
 )
 
 type ContextBuilder struct {
-	workspace      string
+	workspace       string
-	skillsLoader   *skills.SkillsLoader
+	skillsLoader    *skills.SkillsLoader
-	memory         *MemoryStore
+	memory          *MemoryStore
-	splitOnMarker  bool
+	splitOnMarker   bool
-	agentDiscovery func(agentID string) []AgentDescriptor
+	skillCatalogCfg config.SkillCatalogConfig
-	promptRegistry *PromptRegistry
+	agentDiscovery  func(agentID string) []AgentDescriptor
+	promptRegistry  *PromptRegistry
 
 	// Cache for system prompt to avoid rebuilding on every call.
 	// This fixes issue #607: repeated reprocessing of the entire context.
@@ -67,6 +68,11 @@ func (cb *ContextBuilder) WithSplitOnMarker(enabled bool) *ContextBuilder {
 	return cb
 }
 
+func (cb *ContextBuilder) WithSkillCatalogConfig(cfg config.SkillCatalogConfig) *ContextBuilder {
+	cb.skillCatalogCfg = cfg
+	return cb
+}
+
 func (cb *ContextBuilder) WithAgentDiscovery(
 	agentID string,
 	discover func(agentID string) []AgentDescriptor,
@@ -221,25 +227,6 @@ func (cb *ContextBuilder) BuildSystemPromptParts() []PromptPart {
 		})
 	}
 
-	// Skills - show summary, AI can read full content with read_file tool
-	skillsSummary := cb.skillsLoader.BuildSkillsSummary()
-	if skillsSummary != "" {
-		add(PromptPart{
-			ID:     "capability.skill_catalog",
-			Layer:  PromptLayerCapability,
-			Slot:   PromptSlotSkillCatalog,
-			Source: PromptSource{ID: PromptSourceSkillCatalog, Name: "skill:index"},
-			Title:  "skill catalog",
-			Content: fmt.Sprintf(`# Skills
-
-The following skills extend your capabilities. To use a skill, read its SKILL.md file using the read_file tool.
-
-%s`, skillsSummary),
-			Stable: true,
-			Cache:  PromptCacheEphemeral,
-		})
-	}
-
 	// Memory context
 	memoryContext := cb.memory.GetMemoryContext()
 	if memoryContext != "" {
@@ -333,6 +320,13 @@ func (cb *ContextBuilder) EstimateSystemTokens(summary string, activeSkills []st
 
 	totalChars := utf8.RuneCountInString(staticPrompt) + dynamicContextChars
 
+	// Skill catalog is no longer in the static prompt; add it to the estimate
+	// (EstimateSystemTokens assumes a non-continuation turn).
+	if skillsSummary := cb.skillsLoader.BuildSkillsSummary(); skillsSummary != "" {
+		totalChars += utf8.RuneCountInString(skillsSummary) + 80 // header overhead
+		totalChars += 7                                          // separator
+	}
+
 	if skillsText := cb.buildActiveSkillsContext(activeSkills); skillsText != "" {
 		totalChars += utf8.RuneCountInString(skillsText)
 		totalChars += 7 // separator \n\n---\n\n
@@ -722,6 +716,37 @@ func (cb *ContextBuilder) BuildMessagesFromPrompt(req PromptBuildRequest) []prov
 		}, &providers.CacheControl{Type: "ephemeral"}),
 	}
 
+	// Determine whether to inject the skill catalog.
+	// Both skip behaviors are opt-in via config (default: always include).
+	isToolContinuation := len(req.History) > 0 && req.History[len(req.History)-1].Role == "tool"
+	isFirstTurn := len(req.History) == 0
+	isAfterCompaction := req.Summary != ""
+	skipForTools := cb.skillCatalogCfg.SkipOnTools && isToolContinuation
+	skipForSubsequent := cb.skillCatalogCfg.SkipOnSubsequent &&
+		!isFirstTurn && !isAfterCompaction && !isToolContinuation
+	if !skipForTools && !skipForSubsequent {
+		if skillsSummary := cb.skillsLoader.BuildSkillsSummary(); skillsSummary != "" {
+			catalogPart := PromptPart{
+				ID:     "capability.skill_catalog",
+				Layer:  PromptLayerCapability,
+				Slot:   PromptSlotSkillCatalog,
+				Source: PromptSource{ID: PromptSourceSkillCatalog, Name: "skill:index"},
+				Title:  "skill catalog",
+				Content: fmt.Sprintf(
+					"# Skills\n\nThe following skills extend your capabilities. To use a skill, read its SKILL.md file using the read_file tool.\n\n%s",
+					skillsSummary,
+				),
+				Stable: true,
+				Cache:  PromptCacheEphemeral,
+			}
+			stringParts = append(stringParts, catalogPart.Content)
+			contentBlocks = append(
+				contentBlocks,
+				promptContentBlock(catalogPart, &providers.CacheControl{Type: "ephemeral"}),
+			)
+		}
+	}
+
 	promptParts := append([]PromptPart(nil), req.Overlays...)
 	promptParts = append(promptParts, cb.buildActiveSkillsPromptParts(req.ActiveSkills)...)
 	if contributedParts, err := cb.promptRegistryOrDefault().Collect(context.Background(), req); err != nil {

pkg/agent/context_cache_test.go

@@ -8,6 +8,7 @@ import (
 	"testing"
 	"time"
 
+	"github.com/sipeed/picoclaw/pkg/config"
 	"github.com/sipeed/picoclaw/pkg/providers"
 )
 
@@ -31,6 +32,16 @@ func setupWorkspace(t *testing.T, files map[string]string) string {
 	return tmpDir
 }
 
+// systemPromptFromMessages extracts the Content of the first system message.
+func systemPromptFromMessages(msgs []providers.Message) string {
+	for _, m := range msgs {
+		if m.Role == "system" {
+			return m.Content
+		}
+	}
+	return ""
+}
+
 // TestSingleSystemMessage verifies that BuildMessages always produces exactly one
 // system message regardless of summary/history variations.
 // Fix: multiple system messages break Anthropic (top-level system param) and
@@ -468,8 +479,9 @@ description: global-v1
 	}
 
 	cb := NewContextBuilder(tmpDir)
-	sp1 := cb.BuildSystemPromptWithCache()
+	// Skill catalog is injected per-request, not in the static cache; check via BuildMessagesFromPrompt.
-	if !strings.Contains(sp1, "global-v1") {
+	sysMsg1 := systemPromptFromMessages(cb.BuildMessagesFromPrompt(PromptBuildRequest{}))
+	if !strings.Contains(sysMsg1, "global-v1") {
 		t.Fatal("expected initial prompt to contain global skill description")
 	}
 
@@ -493,11 +505,11 @@ description: global-v2
 		t.Fatal("sourceFilesChangedLocked() should detect global skill file content change")
 	}
 
-	sp2 := cb.BuildSystemPromptWithCache()
+	sysMsg2 := systemPromptFromMessages(cb.BuildMessagesFromPrompt(PromptBuildRequest{}))
-	if !strings.Contains(sp2, "global-v2") {
+	if !strings.Contains(sysMsg2, "global-v2") {
 		t.Error("rebuilt prompt should contain updated global skill description")
 	}
-	if sp1 == sp2 {
+	if sysMsg1 == sysMsg2 {
 		t.Error("cache should be invalidated when global skill file content changes")
 	}
 }
@@ -528,8 +540,9 @@ description: builtin-v1
 	}
 
 	cb := NewContextBuilder(tmpDir)
-	sp1 := cb.BuildSystemPromptWithCache()
+	// Skill catalog is injected per-request, not in the static cache; check via BuildMessagesFromPrompt.
-	if !strings.Contains(sp1, "builtin-v1") {
+	sysMsg1 := systemPromptFromMessages(cb.BuildMessagesFromPrompt(PromptBuildRequest{}))
+	if !strings.Contains(sysMsg1, "builtin-v1") {
 		t.Fatal("expected initial prompt to contain builtin skill description")
 	}
 
@@ -553,11 +566,11 @@ description: builtin-v2
 		t.Fatal("sourceFilesChangedLocked() should detect builtin skill file content change")
 	}
 
-	sp2 := cb.BuildSystemPromptWithCache()
+	sysMsg2 := systemPromptFromMessages(cb.BuildMessagesFromPrompt(PromptBuildRequest{}))
-	if !strings.Contains(sp2, "builtin-v2") {
+	if !strings.Contains(sysMsg2, "builtin-v2") {
 		t.Error("rebuilt prompt should contain updated builtin skill description")
 	}
-	if sp1 == sp2 {
+	if sysMsg1 == sysMsg2 {
 		t.Error("cache should be invalidated when builtin skill file content changes")
 	}
 }
@@ -575,8 +588,9 @@ description: delete-me-v1
 	defer os.RemoveAll(tmpDir)
 
 	cb := NewContextBuilder(tmpDir)
-	sp1 := cb.BuildSystemPromptWithCache()
+	// Skill catalog is injected per-request, not in the static cache; check via BuildMessagesFromPrompt.
-	if !strings.Contains(sp1, "delete-me-v1") {
+	sysMsg1 := systemPromptFromMessages(cb.BuildMessagesFromPrompt(PromptBuildRequest{}))
+	if !strings.Contains(sysMsg1, "delete-me-v1") {
 		t.Fatal("expected initial prompt to contain skill description")
 	}
 
@@ -592,15 +606,117 @@ description: delete-me-v1
 		t.Fatal("sourceFilesChangedLocked() should detect deleted skill file")
 	}
 
-	sp2 := cb.BuildSystemPromptWithCache()
+	sysMsg2 := systemPromptFromMessages(cb.BuildMessagesFromPrompt(PromptBuildRequest{}))
-	if strings.Contains(sp2, "delete-me-v1") {
+	if strings.Contains(sysMsg2, "delete-me-v1") {
 		t.Error("rebuilt prompt should not contain deleted skill description")
 	}
-	if sp1 == sp2 {
+	if sysMsg1 == sysMsg2 {
 		t.Error("cache should be invalidated when skill file is deleted")
 	}
 }
 
+// TestSkillCatalogInjectionPolicy verifies catalog inclusion under various
+// config combinations.
+func TestSkillCatalogInjectionPolicy(t *testing.T) {
+	tmpDir := setupWorkspace(t, map[string]string{
+		"skills/demo/SKILL.md": "---\nname: demo\ndescription: \"demo skill\"\n---\n# Demo",
+	})
+	defer os.RemoveAll(tmpDir)
+
+	userMsg := providers.Message{Role: "user", Content: "hello"}
+	assistantMsg := providers.Message{Role: "assistant", Content: "hi"}
+	toolMsg := providers.Message{Role: "tool", Content: "result", ToolCallID: "tc1"}
+
+	contains := func(msgs []providers.Message) bool {
+		return strings.Contains(systemPromptFromMessages(msgs), "demo skill")
+	}
+
+	newCB := func(skipOnTools, skipOnSubsequent bool) *ContextBuilder {
+		return NewContextBuilder(tmpDir).WithSkillCatalogConfig(config.SkillCatalogConfig{
+			SkipOnTools:      skipOnTools,
+			SkipOnSubsequent: skipOnSubsequent,
+		})
+	}
+
+	t.Run("default (both false): catalog always included", func(t *testing.T) {
+		cb := newCB(false, false)
+		for _, req := range []PromptBuildRequest{
+			{},
+			{History: []providers.Message{userMsg, assistantMsg}},
+			{History: []providers.Message{userMsg, assistantMsg, toolMsg}},
+			{History: []providers.Message{userMsg, assistantMsg}, Summary: "summary"},
+		} {
+			if !contains(cb.BuildMessagesFromPrompt(req)) {
+				t.Error("catalog should always be included when both flags are false")
+			}
+		}
+	})
+
+	t.Run("skip_on_tools: skips tool continuations only", func(t *testing.T) {
+		cb := newCB(true, false)
+		if !contains(cb.BuildMessagesFromPrompt(PromptBuildRequest{})) {
+			t.Error("turn 1: catalog should be included")
+		}
+		if !contains(cb.BuildMessagesFromPrompt(PromptBuildRequest{
+			History: []providers.Message{userMsg, assistantMsg},
+		})) {
+			t.Error("turn > 1 (no tool): catalog should be included")
+		}
+		if contains(cb.BuildMessagesFromPrompt(PromptBuildRequest{
+			History: []providers.Message{userMsg, assistantMsg, toolMsg},
+		})) {
+			t.Error("tool continuation: catalog should be skipped")
+		}
+	})
+
+	t.Run("skip_on_subsequent: skips turns > 1, re-injects after compaction", func(t *testing.T) {
+		cb := newCB(false, true)
+		if !contains(cb.BuildMessagesFromPrompt(PromptBuildRequest{})) {
+			t.Error("turn 1: catalog should be included")
+		}
+		if contains(cb.BuildMessagesFromPrompt(PromptBuildRequest{
+			History: []providers.Message{userMsg, assistantMsg},
+		})) {
+			t.Error("turn > 1, no summary: catalog should be skipped")
+		}
+		if !contains(cb.BuildMessagesFromPrompt(PromptBuildRequest{
+			History: []providers.Message{userMsg, assistantMsg},
+			Summary: "prior conversation summary",
+		})) {
+			t.Error("after compaction: catalog should be re-injected")
+		}
+		// tool continuation is NOT skipped when only skip_on_subsequent is set
+		if !contains(cb.BuildMessagesFromPrompt(PromptBuildRequest{
+			History: []providers.Message{userMsg, assistantMsg, toolMsg},
+		})) {
+			t.Error("tool continuation (skip_on_subsequent only): catalog should be included")
+		}
+	})
+
+	t.Run("both true: skips tool turns and subsequent turns, re-injects after compaction", func(t *testing.T) {
+		cb := newCB(true, true)
+		if !contains(cb.BuildMessagesFromPrompt(PromptBuildRequest{})) {
+			t.Error("turn 1: catalog should be included")
+		}
+		if contains(cb.BuildMessagesFromPrompt(PromptBuildRequest{
+			History: []providers.Message{userMsg, assistantMsg, toolMsg},
+		})) {
+			t.Error("tool continuation: catalog should be skipped")
+		}
+		if contains(cb.BuildMessagesFromPrompt(PromptBuildRequest{
+			History: []providers.Message{userMsg, assistantMsg},
+		})) {
+			t.Error("turn > 1, no summary: catalog should be skipped")
+		}
+		if !contains(cb.BuildMessagesFromPrompt(PromptBuildRequest{
+			History: []providers.Message{userMsg, assistantMsg},
+			Summary: "prior conversation summary",
+		})) {
+			t.Error("after compaction: catalog should be re-injected")
+		}
+	})
+}
+
 // TestConcurrentBuildSystemPromptWithCache verifies that multiple goroutines
 // can safely call BuildSystemPromptWithCache concurrently without producing
 // empty results, panics, or data races.

pkg/agent/instance.go

@@ -134,7 +134,8 @@ func NewAgentInstance(
 			mcpDiscoveryActive && cfg.Tools.MCP.Discovery.UseBM25,
 			mcpDiscoveryActive && cfg.Tools.MCP.Discovery.UseRegex,
 		).
-		WithSplitOnMarker(cfg.Agents.Defaults.SplitOnMarker)
+		WithSplitOnMarker(cfg.Agents.Defaults.SplitOnMarker).
+		WithSkillCatalogConfig(cfg.Agents.Defaults.SkillCatalog)
 
 	agentID := routing.DefaultAgentID
 	agentName := ""

pkg/config/config.go

@@ -375,6 +375,17 @@ type ToolFeedbackConfig struct {
 	SeparateMessages bool `json:"separate_messages" env:"PICOCLAW_AGENTS_DEFAULTS_TOOL_FEEDBACK_SEPARATE_MESSAGES"`
 }
 
+type SkillCatalogConfig struct {
+	// SkipOnTools omits the skill catalog from tool-call continuation requests
+	// (mid-turn LLM round-trips). The LLM already received the catalog on the
+	// initial turn request. Default false (catalog always included).
+	SkipOnTools bool `json:"skip_on_tools" env:"PICOCLAW_AGENTS_DEFAULTS_SKILL_CATALOG_SKIP_ON_TOOLS"`
+	// SkipOnSubsequent omits the skill catalog on turns after the first in a
+	// session. The catalog is still re-injected after context compaction.
+	// Default false (catalog always included).
+	SkipOnSubsequent bool `json:"skip_on_subsequent" env:"PICOCLAW_AGENTS_DEFAULTS_SKILL_CATALOG_SKIP_ON_SUBSEQUENT"`
+}
+
 type AgentDefaults struct {
 	Workspace                 string             `json:"workspace"                        env:"PICOCLAW_AGENTS_DEFAULTS_WORKSPACE"`
 	RestrictToWorkspace       bool               `json:"restrict_to_workspace"            env:"PICOCLAW_AGENTS_DEFAULTS_RESTRICT_TO_WORKSPACE"`
@@ -397,6 +408,7 @@ type AgentDefaults struct {
 	SubTurn                   SubTurnConfig      `json:"subturn"                                                                                      envPrefix:"PICOCLAW_AGENTS_DEFAULTS_SUBTURN_"`
 	ToolFeedback              ToolFeedbackConfig `json:"tool_feedback,omitempty"`
 	SplitOnMarker             bool               `json:"split_on_marker"                  env:"PICOCLAW_AGENTS_DEFAULTS_SPLIT_ON_MARKER"` // split messages on <|[SPLIT]|> marker
+	SkillCatalog              SkillCatalogConfig `json:"skill_catalog,omitempty"`
 	ContextManager            string             `json:"context_manager,omitempty"        env:"PICOCLAW_AGENTS_DEFAULTS_CONTEXT_MANAGER"`
 	ContextManagerConfig      json.RawMessage    `json:"context_manager_config,omitempty" env:"PICOCLAW_AGENTS_DEFAULTS_CONTEXT_MANAGER_CONFIG"`
 	MaxLLMRetries             int                `json:"max_llm_retries,omitempty"        env:"PICOCLAW_AGENTS_DEFAULTS_MAX_LLM_RETRIES"`