feat(subturn): support stateful iteration for evaluator-optimizer pattern

Add ActualSystemPrompt and InitialMessages fields to SubTurnConfig to enable
stateful worker context passing across multiple evaluation iterations.

Changes:
- Add ActualSystemPrompt field to separate system role from user task description
- Add InitialMessages field to preload ephemeral session history before agent loop starts
- Add Messages field to ToolResult for carrying session history (internal use, not serialized)
- Update runTurn to inject system prompt and preload history from InitialMessages
- Update AgentLoopSpawner to map new fields from tools.SubTurnConfig to agent.SubTurnConfig

This enables the evaluator-optimizer execution strategy in team tool to maintain
worker context across iterations while keeping SubTurn isolation intact.

pkg/tools/result.go

@@ -1,6 +1,10 @@
 package tools
 
-import "encoding/json"
+import (
+	"encoding/json"
+
+	"github.com/sipeed/picoclaw/pkg/providers"
+)
 
 // ToolResult represents the structured return value from tool execution.
 // It provides clear semantics for different types of results and supports
@@ -34,6 +38,11 @@ type ToolResult struct {
 	// Media contains media store refs produced by this tool.
 	// When non-empty, the agent will publish these as OutboundMediaMessage.
 	Media []string `json:"media,omitempty"`
+
+	// Messages holds the ephemeral session history after execution.
+	// Only populated by SubTurn executions; used by evaluator_optimizer
+	// to carry stateful worker context across evaluation iterations.
+	Messages []providers.Message `json:"-"`
 }
 
 // NewToolResult creates a basic ToolResult with content for the LLM.

pkg/tools/subagent.go

@@ -17,15 +17,17 @@ type SubTurnSpawner interface {
 
 // SubTurnConfig holds configuration for spawning a sub-turn.
 type SubTurnConfig struct {
-	Model        string
-	Tools        []Tool
-	SystemPrompt string
-	MaxTokens    int
-	Temperature  float64
-	Async        bool          // true for async (spawn), false for sync (subagent)
-	Critical     bool          // continue running after parent finishes gracefully
-	Timeout      time.Duration // 0 = use default (5 minutes)
-	MaxContextRunes int        // 0 = auto, -1 = no limit, >0 = explicit limit
+	Model              string
+	Tools              []Tool
+	SystemPrompt       string
+	MaxTokens          int
+	Temperature        float64
+	Async              bool          // true for async (spawn), false for sync (subagent)
+	Critical           bool          // continue running after parent finishes gracefully
+	Timeout            time.Duration // 0 = use default (5 minutes)
+	MaxContextRunes    int           // 0 = auto, -1 = no limit, >0 = explicit limit
+	ActualSystemPrompt string
+	InitialMessages    []providers.Message
 }
 
 type SubagentTask struct {
@@ -203,7 +205,7 @@ After completing the task, provide a clear summary of what was done.`
 			MaxIterations: maxIter,
 			LLMOptions:    llmOptions,
 		}, messages, task.OriginChannel, task.OriginChatID)
-		
+
 		if err == nil {
 			result = &ToolResult{
 				ForLLM: fmt.Sprintf(