picoclaw/pkg/agent/subturn.go

package agent

import (
	"context"
	"errors"
	"fmt"
	"strings"
	"sync/atomic"
	"time"

	"github.com/sipeed/picoclaw/pkg/logger"
	"github.com/sipeed/picoclaw/pkg/providers"
	"github.com/sipeed/picoclaw/pkg/tools"
	"github.com/sipeed/picoclaw/pkg/utils"
)

// ====================== Config & Constants ======================
const (
	// Default values for SubTurn configuration (used when config is not set or is zero)
	defaultMaxSubTurnDepth       = 3
	defaultMaxConcurrentSubTurns = 5
	defaultConcurrencyTimeout    = 30 * time.Second
	defaultSubTurnTimeout        = 5 * time.Minute
	// maxEphemeralHistorySize limits the number of messages stored in ephemeral sessions.
	// This prevents memory accumulation in long-running sub-turns.
	maxEphemeralHistorySize = 50
)

var (
	ErrDepthLimitExceeded   = errors.New("sub-turn depth limit exceeded")
	ErrInvalidSubTurnConfig = errors.New("invalid sub-turn config")
	ErrConcurrencyTimeout   = errors.New("timeout waiting for concurrency slot")
)

// getSubTurnConfig returns the effective SubTurn configuration with defaults applied.
func (al *AgentLoop) getSubTurnConfig() subTurnRuntimeConfig {
	cfg := al.cfg.Agents.Defaults.SubTurn

	maxDepth := cfg.MaxDepth
	if maxDepth <= 0 {
		maxDepth = defaultMaxSubTurnDepth
	}

	maxConcurrent := cfg.MaxConcurrent
	if maxConcurrent <= 0 {
		maxConcurrent = defaultMaxConcurrentSubTurns
	}

	concurrencyTimeout := time.Duration(cfg.ConcurrencyTimeoutSec) * time.Second
	if concurrencyTimeout <= 0 {
		concurrencyTimeout = defaultConcurrencyTimeout
	}

	defaultTimeout := time.Duration(cfg.DefaultTimeoutMinutes) * time.Minute
	if defaultTimeout <= 0 {
		defaultTimeout = defaultSubTurnTimeout
	}

	return subTurnRuntimeConfig{
		maxDepth:           maxDepth,
		maxConcurrent:      maxConcurrent,
		concurrencyTimeout: concurrencyTimeout,
		defaultTimeout:     defaultTimeout,
		defaultTokenBudget: cfg.DefaultTokenBudget,
	}
}

// subTurnRuntimeConfig holds the effective runtime configuration for SubTurn execution.
type subTurnRuntimeConfig struct {
	maxDepth           int
	maxConcurrent      int
	concurrencyTimeout time.Duration
	defaultTimeout     time.Duration
	defaultTokenBudget int
}

// ====================== SubTurn Config ======================

// SubTurnConfig configures the execution of a child sub-turn.
//
// Usage Examples:
//
// Synchronous sub-turn (Async=false):
//
//	cfg := SubTurnConfig{
//	    Model: "gpt-4o-mini",
//	    SystemPrompt: "Analyze this code",
//	    Async: false,  // Result returned immediately
//	}
//	result, err := SpawnSubTurn(ctx, cfg)
//	// Use result directly here
//	processResult(result)
//
// Asynchronous sub-turn (Async=true):
//
//	cfg := SubTurnConfig{
//	    Model: "gpt-4o-mini",
//	    SystemPrompt: "Background analysis",
//	    Async: true,  // Result delivered to channel
//	}
//	result, err := SpawnSubTurn(ctx, cfg)
//	// Result also available in parent's pendingResults channel
//	// Parent turn will poll and process it in a later iteration
type SubTurnConfig struct {
	Model        string
	Tools        []tools.Tool
	SystemPrompt string
	MaxTokens    int

	// Async controls the result delivery mechanism:
	//
	// When Async = false (synchronous sub-turn):
	//   - The caller blocks until the sub-turn completes
	//   - The result is ONLY returned via the function return value
	//   - The result is NOT delivered to the parent's pendingResults channel
	//   - This prevents double delivery: caller gets result immediately, no need for channel
	//   - Use case: When the caller needs the result immediately to continue execution
	//   - Example: A tool that needs to process the sub-turn result before returning
	//
	// When Async = true (asynchronous sub-turn):
	//   - The sub-turn runs in the background (still blocks the caller, but semantically async)
	//   - The result is delivered to the parent's pendingResults channel
	//   - The result is ALSO returned via the function return value (for consistency)
	//   - The parent turn can poll pendingResults in later iterations to process results
	//   - Use case: Fire-and-forget operations, or when results are processed in batches
	//   - Example: Spawning multiple sub-turns in parallel and collecting results later
	//
	// IMPORTANT: The Async flag does NOT make the call non-blocking. It only controls
	// whether the result is delivered via the channel. For true non-blocking execution,
	// the caller must spawn the sub-turn in a separate goroutine.
	Async bool

	// Critical indicates this SubTurn's result is important and should continue
	// running even after the parent turn finishes gracefully.
	//
	// When parent finishes gracefully (Finish(false)):
	//   - Critical=true: SubTurn continues running, delivers result as orphan
	//   - Critical=false: SubTurn exits gracefully without error
	//
	// When parent finishes with hard abort (Finish(true)):
	//   - All SubTurns are canceled regardless of Critical flag
	Critical bool

	// Timeout is the maximum duration for this SubTurn.
	// If the SubTurn runs longer than this, it will be canceled.
	// Default is 5 minutes (defaultSubTurnTimeout) if not specified.
	Timeout time.Duration

	// MaxContextRunes limits the context size (in runes) passed to the SubTurn.
	// This prevents context window overflow by truncating message history before LLM calls.
	//
	// Values:
	//   0  = Auto-calculate based on model's ContextWindow * 0.75 (default, recommended)
	//   -1 = No limit (disable soft truncation, rely only on hard context errors)
	//   >0 = Use specified rune limit
	//
	// The soft limit acts as a first line of defense before hitting the provider's
	// hard context window limit. When exceeded, older messages are intelligently
	// truncated while preserving system messages and recent context.
	MaxContextRunes int

	// ActualSystemPrompt is injected as the true 'system' role message for the childAgent.
	// The legacy SystemPrompt field is actually used as the first 'user' message (task description).
	ActualSystemPrompt string

	// InitialMessages preloads the ephemeral session history before the agent loop starts.
	// Used by evaluator-optimizer patterns to pass the full worker context across multiple iterations.
	InitialMessages []providers.Message

	// InitialTokenBudget is a shared atomic counter for tracking remaining tokens.
	// If set, the SubTurn will inherit this budget and deduct tokens after each LLM call.
	// If nil, the SubTurn will inherit the parent's tokenBudget (if any).
	// Used by team tool to enforce token limits across all team members.
	InitialTokenBudget *atomic.Int64

	// Can be extended with temperature, topP, etc.
}

// ====================== Sub-turn Events (Aligned with EventBus) ======================

// SubTurnSpawnEvent is emitted when a child sub-turn is started.
type SubTurnSpawnEvent struct {
	ParentID string
	ChildID  string
	Config   SubTurnConfig
}

type SubTurnEndEvent struct {
	ChildID string
	Result  *tools.ToolResult
	Err     error
}

type SubTurnResultDeliveredEvent struct {
	ParentID string
	ChildID  string
	Result   *tools.ToolResult
}

type SubTurnOrphanResultEvent struct {
	ParentID string
	ChildID  string
	Result   *tools.ToolResult
}

// ====================== Context Keys ======================
type agentLoopKeyType struct{}

var agentLoopKey = agentLoopKeyType{}

// WithAgentLoop injects AgentLoop into context for tool access
func WithAgentLoop(ctx context.Context, al *AgentLoop) context.Context {
	return context.WithValue(ctx, agentLoopKey, al)
}

// AgentLoopFromContext retrieves AgentLoop from context
func AgentLoopFromContext(ctx context.Context) *AgentLoop {
	al, _ := ctx.Value(agentLoopKey).(*AgentLoop)
	return al
}

// ====================== Helper Functions ======================

func (al *AgentLoop) generateSubTurnID() string {
	return fmt.Sprintf("subturn-%d", al.subTurnCounter.Add(1))
}

// ====================== Core Function: spawnSubTurn ======================

// AgentLoopSpawner implements tools.SubTurnSpawner interface.
// This allows tools to spawn sub-turns without circular dependency.
type AgentLoopSpawner struct {
	al *AgentLoop
}

// SpawnSubTurn implements tools.SubTurnSpawner interface.
func (s *AgentLoopSpawner) SpawnSubTurn(
	ctx context.Context,
	cfg tools.SubTurnConfig,
) (*tools.ToolResult, error) {
	parentTS := turnStateFromContext(ctx)
	if parentTS == nil {
		return nil, errors.New(
			"parent turnState not found in context - cannot spawn sub-turn outside of a turn",
		)
	}

	// Convert tools.SubTurnConfig to agent.SubTurnConfig
	agentCfg := SubTurnConfig{
		Model:              cfg.Model,
		Tools:              cfg.Tools,
		SystemPrompt:       cfg.SystemPrompt,
		ActualSystemPrompt: cfg.ActualSystemPrompt,
		InitialMessages:    cfg.InitialMessages,
		InitialTokenBudget: cfg.InitialTokenBudget,
		MaxTokens:          cfg.MaxTokens,
		Async:              cfg.Async,
		Critical:           cfg.Critical,
		Timeout:            cfg.Timeout,
		MaxContextRunes:    cfg.MaxContextRunes,
	}

	return spawnSubTurn(ctx, s.al, parentTS, agentCfg)
}

// NewSubTurnSpawner creates a SubTurnSpawner for the given AgentLoop.
func NewSubTurnSpawner(al *AgentLoop) *AgentLoopSpawner {
	return &AgentLoopSpawner{al: al}
}

// SpawnSubTurn is the exported entry point for tools to spawn sub-turns.
// It retrieves AgentLoop and parent turnState from context and delegates to spawnSubTurn.
func SpawnSubTurn(ctx context.Context, cfg SubTurnConfig) (*tools.ToolResult, error) {
	al := AgentLoopFromContext(ctx)
	if al == nil {
		return nil, errors.New(
			"AgentLoop not found in context - ensure context is properly initialized",
		)
	}

	parentTS := turnStateFromContext(ctx)
	if parentTS == nil {
		return nil, errors.New(
			"parent turnState not found in context - cannot spawn sub-turn outside of a turn",
		)
	}

	return spawnSubTurn(ctx, al, parentTS, cfg)
}

func spawnSubTurn(
	ctx context.Context,
	al *AgentLoop,
	parentTS *turnState,
	cfg SubTurnConfig,
) (result *tools.ToolResult, err error) {
	// Get effective SubTurn configuration
	rtCfg := al.getSubTurnConfig()

	// 0. Acquire concurrency semaphore FIRST to ensure it's released even if early validation fails.
	// Blocks if parent already has maxConcurrentSubTurns running, with a timeout to prevent indefinite blocking.
	// Also respects context cancellation so we don't block forever if parent is aborted.
	var semAcquired bool
	if parentTS.concurrencySem != nil {
		// Create a timeout context for semaphore acquisition
		timeoutCtx, cancel := context.WithTimeout(ctx, rtCfg.concurrencyTimeout)
		defer cancel()

		select {
		case parentTS.concurrencySem <- struct{}{}:
			semAcquired = true
			defer func() {
				if semAcquired {
					<-parentTS.concurrencySem
				}
			}()
		case <-timeoutCtx.Done():
			// Check parent context first - if it was cancelled, propagate that error
			if ctx.Err() != nil {
				return nil, ctx.Err()
			}
			// Otherwise it's our timeout
			return nil, fmt.Errorf("%w: all %d slots occupied for %v",
				ErrConcurrencyTimeout, rtCfg.maxConcurrent, rtCfg.concurrencyTimeout)
		}
	}

	// 1. Depth limit check
	if parentTS.depth >= rtCfg.maxDepth {
		logger.WarnCF("subturn", "Depth limit exceeded", map[string]any{
			"parent_id": parentTS.turnID,
			"depth":     parentTS.depth,
			"max_depth": rtCfg.maxDepth,
		})
		return nil, ErrDepthLimitExceeded
	}

	// 2. Config validation
	if cfg.Model == "" {
		return nil, ErrInvalidSubTurnConfig
	}

	// 3. Determine timeout for child SubTurn
	timeout := cfg.Timeout
	if timeout <= 0 {
		timeout = rtCfg.defaultTimeout
	}

	// 4. Create INDEPENDENT child context (not derived from parent ctx).
	// This allows the child to continue running after parent finishes gracefully.
	// The child has its own timeout for self-protection.
	childCtx, cancel := context.WithTimeout(context.Background(), timeout)
	defer cancel()

	childID := al.generateSubTurnID()
	childTS := newTurnState(childCtx, childID, parentTS, rtCfg.maxConcurrent)
	// Set the cancel function so Finish(true) can trigger hard cancellation
	childTS.cancelFunc = cancel
	childTS.critical = cfg.Critical

	// Token budget initialization/inheritance
	// If InitialTokenBudget is explicitly provided (e.g., by team tool), use it.
	// Otherwise, inherit from parent's tokenBudget (for nested SubTurns).
	if cfg.InitialTokenBudget != nil {
		childTS.tokenBudget = cfg.InitialTokenBudget
	} else if parentTS.tokenBudget != nil {
		childTS.tokenBudget = parentTS.tokenBudget
	} else if rtCfg.defaultTokenBudget > 0 {
		// Apply default token budget from config if no budget is set
		budget := &atomic.Int64{}
		budget.Store(int64(rtCfg.defaultTokenBudget))
		childTS.tokenBudget = budget
	}

	// IMPORTANT: Put childTS into childCtx so that code inside runTurn can retrieve it
	childCtx = withTurnState(childCtx, childTS)
	childCtx = WithAgentLoop(childCtx, al) // Propagate AgentLoop to child turn

	// Register child turn state so GetAllActiveTurns/Subagents can find it
	al.activeTurnStates.Store(childID, childTS)
	defer al.activeTurnStates.Delete(childID)

	// 5. Establish parent-child relationship (thread-safe)
	parentTS.mu.Lock()
	parentTS.childTurnIDs = append(parentTS.childTurnIDs, childID)
	parentTS.mu.Unlock()

	// 6. Emit Spawn event
	MockEventBus.Emit(SubTurnSpawnEvent{
		ParentID: parentTS.turnID,
		ChildID:  childID,
		Config:   cfg,
	})

	// 7. Defer cleanup: deliver result (for async), emit End event, and recover from panics
	defer func() {
		if r := recover(); r != nil {
			err = fmt.Errorf("subturn panicked: %v", r)
			logger.ErrorCF("subturn", "SubTurn panicked", map[string]any{
				"child_id":  childID,
				"parent_id": parentTS.turnID,
				"panic":     r,
			})
		}

		// Result Delivery Strategy (Async vs Sync)
		if cfg.Async {
			deliverSubTurnResult(parentTS, childID, result)
		}

		MockEventBus.Emit(SubTurnEndEvent{
			ChildID: childID,
			Result:  result,
			Err:     err,
		})
	}()

	// 8. Execute sub-turn via the real agent loop.
	result, err = runTurn(childCtx, al, childTS, cfg)

	return result, err
}

// ====================== Result Delivery ======================

// deliverSubTurnResult delivers a sub-turn result to the parent turn's pendingResults channel.
//
// IMPORTANT: This function is ONLY called for asynchronous sub-turns (Async=true).
// For synchronous sub-turns (Async=false), results are returned directly via the function
// return value to avoid double delivery.
//
// Delivery behavior:
//   - If parent turn is still running: attempts to deliver to pendingResults channel
//   - If channel is full: emits SubTurnOrphanResultEvent (result is lost from channel but tracked)
//   - If parent turn has finished: emits SubTurnOrphanResultEvent (late arrival)
//
// Thread safety:
//   - Reads parent state under lock, then releases lock before channel send
//   - Small race window exists but is acceptable (worst case: result becomes orphan)
//
// Event emissions:
//   - SubTurnResultDeliveredEvent: successful delivery to channel
//   - SubTurnOrphanResultEvent: delivery failed (parent finished or channel full)
func deliverSubTurnResult(parentTS *turnState, childID string, result *tools.ToolResult) {
	// Let GC clean up the pendingResults channel; parent Finish will no longer close it.
	// We use defer/recover to catch any unlikely channel panics if it were ever closed.
	defer func() {
		if r := recover(); r != nil {
			logger.WarnCF("subturn", "recovered panic sending to pendingResults", map[string]any{
				"parent_id": parentTS.turnID,
				"child_id":  childID,
				"recover":   r,
			})
			if result != nil {
				MockEventBus.Emit(SubTurnOrphanResultEvent{
					ParentID: parentTS.turnID,
					ChildID:  childID,
					Result:   result,
				})
			}
		}
	}()
	parentTS.mu.Lock()
	isFinished := parentTS.isFinished
	resultChan := parentTS.pendingResults
	parentTS.mu.Unlock()

	// If parent turn has already finished, treat this as an orphan result
	if isFinished || resultChan == nil {
		if result != nil {
			MockEventBus.Emit(SubTurnOrphanResultEvent{
				ParentID: parentTS.turnID,
				ChildID:  childID,
				Result:   result,
			})
		}
		return
	}

	// Parent Turn is still running → attempt to deliver result
	// We use a select statement with parentTS.Finished() to ensure that if the
	// parent turn finishes while we are waiting to send the result (e.g. channel
	// is full), we don't leak this goroutine by blocking forever.
	select {
	case resultChan <- result:
		// Successfully delivered
		MockEventBus.Emit(SubTurnResultDeliveredEvent{
			ParentID: parentTS.turnID,
			ChildID:  childID,
			Result:   result,
		})
	case <-parentTS.Finished():
		// Parent finished while we were waiting to deliver.
		// The result cannot be delivered to the LLM, so it becomes an orphan.
		logger.WarnCF("subturn", "parent finished before result could be delivered", map[string]any{
			"parent_id": parentTS.turnID,
			"child_id":  childID,
		})
		if result != nil {
			MockEventBus.Emit(SubTurnOrphanResultEvent{
				ParentID: parentTS.turnID,
				ChildID:  childID,
				Result:   result,
			})
		}
	}
}

// runTurn builds a temporary AgentInstance from SubTurnConfig and delegates to
// the real agent loop. The child's ephemeral session is used for history so it
// never pollutes the parent session.
//
// This function implements multiple layers of context protection and error recovery:
//
// 1. Soft Context Limit (MaxContextRunes):
//   - Proactively truncates message history before LLM calls
//   - Default: 75% of model's context window
//   - Preserves system messages and recent context
//   - First line of defense against context overflow
//
// 2. Hard Context Error Recovery:
//   - Detects context_length_exceeded errors from provider
//   - Triggers force compression and retries (up to 2 times)
//   - Second line of defense when soft limit is insufficient
//
// 3. Truncation Recovery:
//   - Detects when LLM response is truncated (finish_reason="truncated")
//   - Injects recovery prompt asking for shorter response
//   - Retries up to 2 times
//   - Handles cases where max_tokens is hit
func runTurn(
	ctx context.Context,
	al *AgentLoop,
	ts *turnState,
	cfg SubTurnConfig,
) (*tools.ToolResult, error) {
	// Derive candidates from the requested model using the parent loop's provider.
	defaultProvider := al.GetConfig().Agents.Defaults.Provider
	candidates := providers.ResolveCandidates(
		providers.ModelConfig{Primary: cfg.Model},
		defaultProvider,
	)

	// Build a minimal AgentInstance for this sub-turn.
	// It reuses the parent loop's provider and config, but gets its own
	// ephemeral session store and tool registry.
	parentAgent := al.GetRegistry().GetDefaultAgent()

	// Determine which tools to use: explicit config or inherit from parent
	toolRegistry := tools.NewToolRegistry()
	toolsToRegister := cfg.Tools
	if len(toolsToRegister) == 0 {
		toolsToRegister = parentAgent.Tools.GetAll()
	}
	for _, t := range toolsToRegister {
		toolRegistry.Register(t)
	}

	childAgent := &AgentInstance{
		ID:                        ts.turnID,
		Model:                     cfg.Model,
		MaxIterations:             parentAgent.MaxIterations,
		MaxTokens:                 cfg.MaxTokens,
		Temperature:               parentAgent.Temperature,
		ThinkingLevel:             parentAgent.ThinkingLevel,
		ContextWindow:             parentAgent.ContextWindow, // Inherit from parent agent
		SummarizeMessageThreshold: parentAgent.SummarizeMessageThreshold,
		SummarizeTokenPercent:     parentAgent.SummarizeTokenPercent,
		Provider:                  parentAgent.Provider,
		Sessions:                  ts.session,
		ContextBuilder:            parentAgent.ContextBuilder,
		Tools:                     toolRegistry,
		Candidates:                candidates,
	}
	if childAgent.MaxTokens == 0 {
		childAgent.MaxTokens = parentAgent.MaxTokens
	}

	promptAlreadyAdded := false

	// Preload ephemeral session history
	if len(cfg.InitialMessages) > 0 {
		existing := childAgent.Sessions.GetHistory(ts.turnID)
		childAgent.Sessions.SetHistory(ts.turnID, append(existing, cfg.InitialMessages...))
		promptAlreadyAdded = true // InitialMessages 中已含 user 消息，跳过再次添加
	}

	// Resolve MaxContextRunes configuration
	maxContextRunes := utils.ResolveMaxContextRunes(cfg.MaxContextRunes, childAgent.ContextWindow)

	logger.DebugCF("subturn", "Context limit resolved",
		map[string]any{
			"turn_id":           ts.turnID,
			"context_window":    childAgent.ContextWindow,
			"max_context_runes": maxContextRunes,
			"configured_value":  cfg.MaxContextRunes,
		})

	// Retry loop for truncation and context errors
	const (
		maxTruncationRetries = 2
		maxContextRetries    = 2
	)

	truncationRetryCount := 0
	contextRetryCount := 0
	currentPrompt := cfg.SystemPrompt

	for {
		// Soft context limit: check and truncate before LLM call
		if maxContextRunes > 0 {
			messages := childAgent.Sessions.GetHistory(ts.turnID)
			currentRunes := utils.MeasureContextRunes(messages)

			if currentRunes > maxContextRunes {
				logger.WarnCF("subturn", "Context exceeds soft limit, truncating",
					map[string]any{
						"turn_id":       ts.turnID,
						"current_runes": currentRunes,
						"max_runes":     maxContextRunes,
						"overflow":      currentRunes - maxContextRunes,
					})

				truncatedMessages := utils.TruncateContextSmart(messages, maxContextRunes)
				childAgent.Sessions.SetHistory(ts.turnID, truncatedMessages)

				// Log truncation result
				newRunes := utils.MeasureContextRunes(truncatedMessages)
				logger.InfoCF("subturn", "Context truncated successfully",
					map[string]any{
						"turn_id":      ts.turnID,
						"before_runes": currentRunes,
						"after_runes":  newRunes,
						"saved_runes":  currentRunes - newRunes,
					})
			}
		}

		// Call the agent loop
		finalContent, err := al.runAgentLoop(ctx, childAgent, processOptions{
			SessionKey:           ts.turnID,
			UserMessage:          currentPrompt,
			SystemPromptOverride: cfg.ActualSystemPrompt,
			DefaultResponse:      "",
			EnableSummary:        false,
			SendResponse:         false,
			SkipAddUserMessage:   promptAlreadyAdded,
		})

		// Mark the prompt as added so subsequent truncation retries
		// won't duplicate it in the history.
		promptAlreadyAdded = true

		// 1. Handle context length errors
		if err != nil && isContextLengthError(err) {
			if contextRetryCount >= maxContextRetries {
				logger.ErrorCF("subturn", "Context limit exceeded after max retries",
					map[string]any{
						"turn_id":     ts.turnID,
						"retries":     contextRetryCount,
						"max_retries": maxContextRetries,
					})
				return nil, fmt.Errorf(
					"context limit exceeded after %d retries: %w",
					maxContextRetries,
					err,
				)
			}

			logger.WarnCF("subturn", "Context length exceeded, compressing and retrying",
				map[string]any{
					"turn_id": ts.turnID,
					"retry":   contextRetryCount + 1,
				})

			// Trigger force compression
			al.forceCompression(childAgent, ts.turnID)

			contextRetryCount++
			continue // Retry with compressed history
		}

		if err != nil {
			return nil, err // Other errors, return immediately
		}

		// 2. Check for truncation (retrieve finishReason from turnState)
		finishReason := ts.GetLastFinishReason()

		if finishReason == "truncated" && truncationRetryCount < maxTruncationRetries {
			logger.WarnCF("subturn", "Response truncated, injecting recovery message",
				map[string]any{
					"turn_id": ts.turnID,
					"retry":   truncationRetryCount + 1,
				})

			// IMPORTANT: Do NOT manually add messages to history here.
			// runAgentLoop has already saved both the assistant message (finalContent)
			// and will save the next user message (currentPrompt) on the next iteration.
			// Manually adding them would cause duplicates.

			// Inject recovery prompt - it will be added by runAgentLoop on next iteration
			recoveryPrompt := "Your previous response was truncated due to length. Please provide a shorter, complete response that finishes your thought."
			currentPrompt = recoveryPrompt
			promptAlreadyAdded = false // We need this new recovery prompt to be added

			truncationRetryCount++
			continue // Retry with recovery prompt
		}

		// 3. Token budget enforcement (if configured)
		// Check if budget is exhausted after this LLM call. If so, return gracefully
		// with current result instead of continuing iterations.
		if ts.tokenBudget != nil {
			if usage := ts.GetLastUsage(); usage != nil {
				newBudget := ts.tokenBudget.Add(-int64(usage.TotalTokens))

				if newBudget <= 0 {
					logger.WarnCF("subturn", "Token budget exhausted",
						map[string]any{
							"turn_id":      ts.turnID,
							"deficit":      -newBudget,
							"tokens_used":  usage.TotalTokens,
							"final_budget": newBudget,
						})

					// Budget exhausted - return current result with marker
					return &tools.ToolResult{
						ForLLM:   finalContent + "\n\n[Token budget exhausted]",
						Messages: childAgent.Sessions.GetHistory(ts.turnID),
					}, nil
				}

				logger.DebugCF("subturn", "Token budget updated",
					map[string]any{
						"turn_id":          ts.turnID,
						"tokens_used":      usage.TotalTokens,
						"remaining_budget": newBudget,
					})
			}
		}

		// 4. Success - return result with session history
		return &tools.ToolResult{
			ForLLM:   finalContent,
			Messages: childAgent.Sessions.GetHistory(ts.turnID),
		}, nil
	}
}

// isContextLengthError checks if the error is due to context length exceeded.
// It excludes timeout errors to avoid false positives.
func isContextLengthError(err error) bool {
	if err == nil {
		return false
	}
	errMsg := strings.ToLower(err.Error())

	// Exclude timeout errors
	if strings.Contains(errMsg, "timeout") || strings.Contains(errMsg, "deadline exceeded") {
		return false
	}

	// Detect context error patterns
	return strings.Contains(errMsg, "context_length_exceeded") ||
		strings.Contains(errMsg, "maximum context length") ||
		strings.Contains(errMsg, "context window") ||
		strings.Contains(errMsg, "too many tokens") ||
		strings.Contains(errMsg, "token limit") ||
		strings.Contains(errMsg, "prompt is too long")
}

// ====================== Other Types ======================