agent.go

   1package fantasy
   2
   3import (
   4	"cmp"
   5	"context"
   6	"encoding/json"
   7	"errors"
   8	"fmt"
   9	"maps"
  10	"slices"
  11	"sync"
  12)
  13
  14// StepResult represents the result of a single step in an agent execution.
  15type StepResult struct {
  16	Response
  17	Messages []Message
  18}
  19
  20// stepExecutionResult encapsulates the result of executing a step with stream processing.
  21type stepExecutionResult struct {
  22	StepResult     StepResult
  23	ShouldContinue bool
  24}
  25
  26// StopCondition defines a function that determines when an agent should stop executing.
  27type StopCondition = func(steps []StepResult) bool
  28
  29// StepCountIs returns a stop condition that stops after the specified number of steps.
  30func StepCountIs(stepCount int) StopCondition {
  31	return func(steps []StepResult) bool {
  32		return len(steps) >= stepCount
  33	}
  34}
  35
  36// HasToolCall returns a stop condition that stops when the specified tool is called in the last step.
  37func HasToolCall(toolName string) StopCondition {
  38	return func(steps []StepResult) bool {
  39		if len(steps) == 0 {
  40			return false
  41		}
  42		lastStep := steps[len(steps)-1]
  43		toolCalls := lastStep.Content.ToolCalls()
  44		for _, toolCall := range toolCalls {
  45			if toolCall.ToolName == toolName {
  46				return true
  47			}
  48		}
  49		return false
  50	}
  51}
  52
  53// HasContent returns a stop condition that stops when the specified content type appears in the last step.
  54func HasContent(contentType ContentType) StopCondition {
  55	return func(steps []StepResult) bool {
  56		if len(steps) == 0 {
  57			return false
  58		}
  59		lastStep := steps[len(steps)-1]
  60		for _, content := range lastStep.Content {
  61			if content.GetType() == contentType {
  62				return true
  63			}
  64		}
  65		return false
  66	}
  67}
  68
  69// FinishReasonIs returns a stop condition that stops when the specified finish reason occurs.
  70func FinishReasonIs(reason FinishReason) StopCondition {
  71	return func(steps []StepResult) bool {
  72		if len(steps) == 0 {
  73			return false
  74		}
  75		lastStep := steps[len(steps)-1]
  76		return lastStep.FinishReason == reason
  77	}
  78}
  79
  80// MaxTokensUsed returns a stop condition that stops when total token usage exceeds the specified limit.
  81func MaxTokensUsed(maxTokens int64) StopCondition {
  82	return func(steps []StepResult) bool {
  83		var totalTokens int64
  84		for _, step := range steps {
  85			totalTokens += step.Usage.TotalTokens
  86		}
  87		return totalTokens >= maxTokens
  88	}
  89}
  90
  91// PrepareStepFunctionOptions contains the options for preparing a step in an agent execution.
  92type PrepareStepFunctionOptions struct {
  93	Steps      []StepResult
  94	StepNumber int
  95	Model      LanguageModel
  96	Messages   []Message
  97}
  98
  99// PrepareStepResult contains the result of preparing a step in an agent execution.
 100type PrepareStepResult struct {
 101	Model           LanguageModel
 102	Messages        []Message
 103	System          *string
 104	ToolChoice      *ToolChoice
 105	ActiveTools     []string
 106	DisableAllTools bool
 107	Tools           []AgentTool
 108}
 109
 110// ToolCallRepairOptions contains the options for repairing a tool call.
 111type ToolCallRepairOptions struct {
 112	OriginalToolCall ToolCallContent
 113	ValidationError  error
 114	AvailableTools   []AgentTool
 115	SystemPrompt     string
 116	Messages         []Message
 117}
 118
 119type (
 120	// PrepareStepFunction defines a function that prepares a step in an agent execution.
 121	PrepareStepFunction = func(ctx context.Context, options PrepareStepFunctionOptions) (context.Context, PrepareStepResult, error)
 122
 123	// OnStepFinishedFunction defines a function that is called when a step finishes.
 124	OnStepFinishedFunction = func(step StepResult)
 125
 126	// RepairToolCallFunction defines a function that repairs a tool call.
 127	RepairToolCallFunction = func(ctx context.Context, options ToolCallRepairOptions) (*ToolCallContent, error)
 128)
 129
 130type agentSettings struct {
 131	systemPrompt     string
 132	maxOutputTokens  *int64
 133	temperature      *float64
 134	topP             *float64
 135	topK             *int64
 136	presencePenalty  *float64
 137	frequencyPenalty *float64
 138	headers          map[string]string
 139	providerOptions  ProviderOptions
 140
 141	// TODO: add support for provider tools
 142	tools      []AgentTool
 143	maxRetries *int
 144
 145	model LanguageModel
 146
 147	stopWhen       []StopCondition
 148	prepareStep    PrepareStepFunction
 149	repairToolCall RepairToolCallFunction
 150	onRetry        OnRetryCallback
 151}
 152
 153// AgentCall represents a call to an agent.
 154type AgentCall struct {
 155	Prompt           string     `json:"prompt"`
 156	Files            []FilePart `json:"files"`
 157	Messages         []Message  `json:"messages"`
 158	MaxOutputTokens  *int64
 159	Temperature      *float64 `json:"temperature"`
 160	TopP             *float64 `json:"top_p"`
 161	TopK             *int64   `json:"top_k"`
 162	PresencePenalty  *float64 `json:"presence_penalty"`
 163	FrequencyPenalty *float64 `json:"frequency_penalty"`
 164	ActiveTools      []string `json:"active_tools"`
 165	ProviderOptions  ProviderOptions
 166	OnRetry          OnRetryCallback
 167	MaxRetries       *int
 168
 169	StopWhen       []StopCondition
 170	PrepareStep    PrepareStepFunction
 171	RepairToolCall RepairToolCallFunction
 172}
 173
 174// Agent-level callbacks.
 175type (
 176	// OnAgentStartFunc is called when agent starts.
 177	OnAgentStartFunc func()
 178
 179	// OnAgentFinishFunc is called when agent finishes.
 180	OnAgentFinishFunc func(result *AgentResult) error
 181
 182	// OnStepStartFunc is called when a step starts.
 183	OnStepStartFunc func(stepNumber int) error
 184
 185	// OnStepFinishFunc is called when a step finishes.
 186	OnStepFinishFunc func(stepResult StepResult) error
 187
 188	// OnFinishFunc is called when entire agent completes.
 189	OnFinishFunc func(result *AgentResult)
 190
 191	// OnErrorFunc is called when an error occurs.
 192	OnErrorFunc func(error)
 193)
 194
 195// Stream part callbacks - called for each corresponding stream part type.
 196type (
 197	// OnChunkFunc is called for each stream part (catch-all).
 198	OnChunkFunc func(StreamPart) error
 199
 200	// OnWarningsFunc is called for warnings.
 201	OnWarningsFunc func(warnings []CallWarning) error
 202
 203	// OnTextStartFunc is called when text starts.
 204	OnTextStartFunc func(id string) error
 205
 206	// OnTextDeltaFunc is called for text deltas.
 207	OnTextDeltaFunc func(id, text string) error
 208
 209	// OnTextEndFunc is called when text ends.
 210	OnTextEndFunc func(id string) error
 211
 212	// OnReasoningStartFunc is called when reasoning starts.
 213	OnReasoningStartFunc func(id string, reasoning ReasoningContent) error
 214
 215	// OnReasoningDeltaFunc is called for reasoning deltas.
 216	OnReasoningDeltaFunc func(id, text string) error
 217
 218	// OnReasoningEndFunc is called when reasoning ends.
 219	OnReasoningEndFunc func(id string, reasoning ReasoningContent) error
 220
 221	// OnToolInputStartFunc is called when tool input starts.
 222	OnToolInputStartFunc func(id, toolName string) error
 223
 224	// OnToolInputDeltaFunc is called for tool input deltas.
 225	OnToolInputDeltaFunc func(id, delta string) error
 226
 227	// OnToolInputEndFunc is called when tool input ends.
 228	OnToolInputEndFunc func(id string) error
 229
 230	// OnToolCallFunc is called when tool call is complete.
 231	OnToolCallFunc func(toolCall ToolCallContent) error
 232
 233	// OnToolResultFunc is called when tool execution completes.
 234	OnToolResultFunc func(result ToolResultContent) error
 235
 236	// OnSourceFunc is called for source references.
 237	OnSourceFunc func(source SourceContent) error
 238
 239	// OnStreamFinishFunc is called when stream finishes.
 240	OnStreamFinishFunc func(usage Usage, finishReason FinishReason, providerMetadata ProviderMetadata) error
 241)
 242
 243// AgentStreamCall represents a streaming call to an agent.
 244type AgentStreamCall struct {
 245	Prompt           string     `json:"prompt"`
 246	Files            []FilePart `json:"files"`
 247	Messages         []Message  `json:"messages"`
 248	MaxOutputTokens  *int64
 249	Temperature      *float64 `json:"temperature"`
 250	TopP             *float64 `json:"top_p"`
 251	TopK             *int64   `json:"top_k"`
 252	PresencePenalty  *float64 `json:"presence_penalty"`
 253	FrequencyPenalty *float64 `json:"frequency_penalty"`
 254	ActiveTools      []string `json:"active_tools"`
 255	Headers          map[string]string
 256	ProviderOptions  ProviderOptions
 257	OnRetry          OnRetryCallback
 258	MaxRetries       *int
 259
 260	StopWhen       []StopCondition
 261	PrepareStep    PrepareStepFunction
 262	RepairToolCall RepairToolCallFunction
 263
 264	// Agent-level callbacks
 265	OnAgentStart  OnAgentStartFunc  // Called when agent starts
 266	OnAgentFinish OnAgentFinishFunc // Called when agent finishes
 267	OnStepStart   OnStepStartFunc   // Called when a step starts
 268	OnStepFinish  OnStepFinishFunc  // Called when a step finishes
 269	OnFinish      OnFinishFunc      // Called when entire agent completes
 270	OnError       OnErrorFunc       // Called when an error occurs
 271
 272	// Stream part callbacks - called for each corresponding stream part type
 273	OnChunk          OnChunkFunc          // Called for each stream part (catch-all)
 274	OnWarnings       OnWarningsFunc       // Called for warnings
 275	OnTextStart      OnTextStartFunc      // Called when text starts
 276	OnTextDelta      OnTextDeltaFunc      // Called for text deltas
 277	OnTextEnd        OnTextEndFunc        // Called when text ends
 278	OnReasoningStart OnReasoningStartFunc // Called when reasoning starts
 279	OnReasoningDelta OnReasoningDeltaFunc // Called for reasoning deltas
 280	OnReasoningEnd   OnReasoningEndFunc   // Called when reasoning ends
 281	OnToolInputStart OnToolInputStartFunc // Called when tool input starts
 282	OnToolInputDelta OnToolInputDeltaFunc // Called for tool input deltas
 283	OnToolInputEnd   OnToolInputEndFunc   // Called when tool input ends
 284	OnToolCall       OnToolCallFunc       // Called when tool call is complete
 285	OnToolResult     OnToolResultFunc     // Called when tool execution completes
 286	OnSource         OnSourceFunc         // Called for source references
 287	OnStreamFinish   OnStreamFinishFunc   // Called when stream finishes
 288}
 289
 290// AgentResult represents the result of an agent execution.
 291type AgentResult struct {
 292	Steps []StepResult
 293	// Final response
 294	Response   Response
 295	TotalUsage Usage
 296}
 297
 298// Agent represents an AI agent that can generate responses and stream responses.
 299type Agent interface {
 300	Generate(context.Context, AgentCall) (*AgentResult, error)
 301	Stream(context.Context, AgentStreamCall) (*AgentResult, error)
 302}
 303
 304// AgentOption defines a function that configures agent settings.
 305type AgentOption = func(*agentSettings)
 306
 307type agent struct {
 308	settings agentSettings
 309}
 310
 311// NewAgent creates a new agent with the given language model and options.
 312func NewAgent(model LanguageModel, opts ...AgentOption) Agent {
 313	settings := agentSettings{
 314		model: model,
 315	}
 316	for _, o := range opts {
 317		o(&settings)
 318	}
 319	return &agent{
 320		settings: settings,
 321	}
 322}
 323
 324func (a *agent) prepareCall(call AgentCall) AgentCall {
 325	call.MaxOutputTokens = cmp.Or(call.MaxOutputTokens, a.settings.maxOutputTokens)
 326	call.Temperature = cmp.Or(call.Temperature, a.settings.temperature)
 327	call.TopP = cmp.Or(call.TopP, a.settings.topP)
 328	call.TopK = cmp.Or(call.TopK, a.settings.topK)
 329	call.PresencePenalty = cmp.Or(call.PresencePenalty, a.settings.presencePenalty)
 330	call.FrequencyPenalty = cmp.Or(call.FrequencyPenalty, a.settings.frequencyPenalty)
 331	call.MaxRetries = cmp.Or(call.MaxRetries, a.settings.maxRetries)
 332
 333	if len(call.StopWhen) == 0 && len(a.settings.stopWhen) > 0 {
 334		call.StopWhen = a.settings.stopWhen
 335	}
 336	if call.PrepareStep == nil && a.settings.prepareStep != nil {
 337		call.PrepareStep = a.settings.prepareStep
 338	}
 339	if call.RepairToolCall == nil && a.settings.repairToolCall != nil {
 340		call.RepairToolCall = a.settings.repairToolCall
 341	}
 342	if call.OnRetry == nil && a.settings.onRetry != nil {
 343		call.OnRetry = a.settings.onRetry
 344	}
 345
 346	providerOptions := ProviderOptions{}
 347	if a.settings.providerOptions != nil {
 348		maps.Copy(providerOptions, a.settings.providerOptions)
 349	}
 350	if call.ProviderOptions != nil {
 351		maps.Copy(providerOptions, call.ProviderOptions)
 352	}
 353	call.ProviderOptions = providerOptions
 354
 355	headers := map[string]string{}
 356
 357	if a.settings.headers != nil {
 358		maps.Copy(headers, a.settings.headers)
 359	}
 360
 361	return call
 362}
 363
 364// Generate implements Agent.
 365func (a *agent) Generate(ctx context.Context, opts AgentCall) (*AgentResult, error) {
 366	opts = a.prepareCall(opts)
 367	initialPrompt, err := a.createPrompt(a.settings.systemPrompt, opts.Prompt, opts.Messages, opts.Files...)
 368	if err != nil {
 369		return nil, err
 370	}
 371	var responseMessages []Message
 372	var steps []StepResult
 373
 374	for {
 375		stepInputMessages := append(initialPrompt, responseMessages...)
 376		stepModel := a.settings.model
 377		stepSystemPrompt := a.settings.systemPrompt
 378		stepActiveTools := opts.ActiveTools
 379		stepToolChoice := ToolChoiceAuto
 380		disableAllTools := false
 381		stepTools := a.settings.tools
 382		if opts.PrepareStep != nil {
 383			updatedCtx, prepared, err := opts.PrepareStep(ctx, PrepareStepFunctionOptions{
 384				Model:      stepModel,
 385				Steps:      steps,
 386				StepNumber: len(steps),
 387				Messages:   stepInputMessages,
 388			})
 389			if err != nil {
 390				return nil, err
 391			}
 392
 393			ctx = updatedCtx
 394
 395			// Apply prepared step modifications
 396			if prepared.Messages != nil {
 397				stepInputMessages = prepared.Messages
 398			}
 399			if prepared.Model != nil {
 400				stepModel = prepared.Model
 401			}
 402			if prepared.System != nil {
 403				stepSystemPrompt = *prepared.System
 404			}
 405			if prepared.ToolChoice != nil {
 406				stepToolChoice = *prepared.ToolChoice
 407			}
 408			if len(prepared.ActiveTools) > 0 {
 409				stepActiveTools = prepared.ActiveTools
 410			}
 411			disableAllTools = prepared.DisableAllTools
 412			if prepared.Tools != nil {
 413				stepTools = prepared.Tools
 414			}
 415		}
 416
 417		// Recreate prompt with potentially modified system prompt
 418		if stepSystemPrompt != a.settings.systemPrompt {
 419			stepPrompt, err := a.createPrompt(stepSystemPrompt, opts.Prompt, opts.Messages, opts.Files...)
 420			if err != nil {
 421				return nil, err
 422			}
 423			// Replace system message part, keep the rest
 424			if len(stepInputMessages) > 0 && len(stepPrompt) > 0 {
 425				stepInputMessages[0] = stepPrompt[0] // Replace system message
 426			}
 427		}
 428
 429		preparedTools := a.prepareTools(stepTools, stepActiveTools, disableAllTools)
 430
 431		retryOptions := DefaultRetryOptions()
 432		if opts.MaxRetries != nil {
 433			retryOptions.MaxRetries = *opts.MaxRetries
 434		}
 435		retryOptions.OnRetry = opts.OnRetry
 436		retry := RetryWithExponentialBackoffRespectingRetryHeaders[*Response](retryOptions)
 437
 438		result, err := retry(ctx, func() (*Response, error) {
 439			return stepModel.Generate(ctx, Call{
 440				Prompt:           stepInputMessages,
 441				MaxOutputTokens:  opts.MaxOutputTokens,
 442				Temperature:      opts.Temperature,
 443				TopP:             opts.TopP,
 444				TopK:             opts.TopK,
 445				PresencePenalty:  opts.PresencePenalty,
 446				FrequencyPenalty: opts.FrequencyPenalty,
 447				Tools:            preparedTools,
 448				ToolChoice:       &stepToolChoice,
 449				ProviderOptions:  opts.ProviderOptions,
 450			})
 451		})
 452		if err != nil {
 453			return nil, err
 454		}
 455
 456		var stepToolCalls []ToolCallContent
 457		for _, content := range result.Content {
 458			if content.GetType() == ContentTypeToolCall {
 459				toolCall, ok := AsContentType[ToolCallContent](content)
 460				if !ok {
 461					continue
 462				}
 463
 464				// Validate and potentially repair the tool call
 465				validatedToolCall := a.validateAndRepairToolCall(ctx, toolCall, stepTools, stepSystemPrompt, stepInputMessages, a.settings.repairToolCall)
 466				stepToolCalls = append(stepToolCalls, validatedToolCall)
 467			}
 468		}
 469
 470		toolResults, err := a.executeTools(ctx, stepTools, stepToolCalls, nil)
 471
 472		// Build step content with validated tool calls and tool results
 473		stepContent := []Content{}
 474		toolCallIndex := 0
 475		for _, content := range result.Content {
 476			if content.GetType() == ContentTypeToolCall {
 477				// Replace with validated tool call
 478				if toolCallIndex < len(stepToolCalls) {
 479					stepContent = append(stepContent, stepToolCalls[toolCallIndex])
 480					toolCallIndex++
 481				}
 482			} else {
 483				// Keep other content as-is
 484				stepContent = append(stepContent, content)
 485			}
 486		}
 487		// Add tool results
 488		for _, result := range toolResults {
 489			stepContent = append(stepContent, result)
 490		}
 491		currentStepMessages := toResponseMessages(stepContent)
 492		responseMessages = append(responseMessages, currentStepMessages...)
 493
 494		stepResult := StepResult{
 495			Response: Response{
 496				Content:          stepContent,
 497				FinishReason:     result.FinishReason,
 498				Usage:            result.Usage,
 499				Warnings:         result.Warnings,
 500				ProviderMetadata: result.ProviderMetadata,
 501			},
 502			Messages: currentStepMessages,
 503		}
 504		steps = append(steps, stepResult)
 505		shouldStop := isStopConditionMet(opts.StopWhen, steps)
 506
 507		if shouldStop || err != nil || len(stepToolCalls) == 0 || result.FinishReason != FinishReasonToolCalls {
 508			break
 509		}
 510	}
 511
 512	totalUsage := Usage{}
 513
 514	for _, step := range steps {
 515		usage := step.Usage
 516		totalUsage.InputTokens += usage.InputTokens
 517		totalUsage.OutputTokens += usage.OutputTokens
 518		totalUsage.ReasoningTokens += usage.ReasoningTokens
 519		totalUsage.CacheCreationTokens += usage.CacheCreationTokens
 520		totalUsage.CacheReadTokens += usage.CacheReadTokens
 521		totalUsage.TotalTokens += usage.TotalTokens
 522	}
 523
 524	agentResult := &AgentResult{
 525		Steps:      steps,
 526		Response:   steps[len(steps)-1].Response,
 527		TotalUsage: totalUsage,
 528	}
 529	return agentResult, nil
 530}
 531
 532func isStopConditionMet(conditions []StopCondition, steps []StepResult) bool {
 533	if len(conditions) == 0 {
 534		return false
 535	}
 536
 537	for _, condition := range conditions {
 538		if condition(steps) {
 539			return true
 540		}
 541	}
 542	return false
 543}
 544
 545func toResponseMessages(content []Content) []Message {
 546	var assistantParts []MessagePart
 547	var toolParts []MessagePart
 548
 549	for _, c := range content {
 550		switch c.GetType() {
 551		case ContentTypeText:
 552			text, ok := AsContentType[TextContent](c)
 553			if !ok {
 554				continue
 555			}
 556			assistantParts = append(assistantParts, TextPart{
 557				Text:            text.Text,
 558				ProviderOptions: ProviderOptions(text.ProviderMetadata),
 559			})
 560		case ContentTypeReasoning:
 561			reasoning, ok := AsContentType[ReasoningContent](c)
 562			if !ok {
 563				continue
 564			}
 565			assistantParts = append(assistantParts, ReasoningPart{
 566				Text:            reasoning.Text,
 567				ProviderOptions: ProviderOptions(reasoning.ProviderMetadata),
 568			})
 569		case ContentTypeToolCall:
 570			toolCall, ok := AsContentType[ToolCallContent](c)
 571			if !ok {
 572				continue
 573			}
 574			assistantParts = append(assistantParts, ToolCallPart{
 575				ToolCallID:       toolCall.ToolCallID,
 576				ToolName:         toolCall.ToolName,
 577				Input:            toolCall.Input,
 578				ProviderExecuted: toolCall.ProviderExecuted,
 579				ProviderOptions:  ProviderOptions(toolCall.ProviderMetadata),
 580			})
 581		case ContentTypeFile:
 582			file, ok := AsContentType[FileContent](c)
 583			if !ok {
 584				continue
 585			}
 586			assistantParts = append(assistantParts, FilePart{
 587				Data:            file.Data,
 588				MediaType:       file.MediaType,
 589				ProviderOptions: ProviderOptions(file.ProviderMetadata),
 590			})
 591		case ContentTypeSource:
 592			// Sources are metadata about references used to generate the response.
 593			// They don't need to be included in the conversation messages.
 594			continue
 595		case ContentTypeToolResult:
 596			result, ok := AsContentType[ToolResultContent](c)
 597			if !ok {
 598				continue
 599			}
 600			toolParts = append(toolParts, ToolResultPart{
 601				ToolCallID:      result.ToolCallID,
 602				Output:          result.Result,
 603				ProviderOptions: ProviderOptions(result.ProviderMetadata),
 604			})
 605		}
 606	}
 607
 608	var messages []Message
 609	if len(assistantParts) > 0 {
 610		messages = append(messages, Message{
 611			Role:    MessageRoleAssistant,
 612			Content: assistantParts,
 613		})
 614	}
 615	if len(toolParts) > 0 {
 616		messages = append(messages, Message{
 617			Role:    MessageRoleTool,
 618			Content: toolParts,
 619		})
 620	}
 621	return messages
 622}
 623
 624func (a *agent) executeTools(ctx context.Context, allTools []AgentTool, toolCalls []ToolCallContent, toolResultCallback func(result ToolResultContent) error) ([]ToolResultContent, error) {
 625	if len(toolCalls) == 0 {
 626		return nil, nil
 627	}
 628
 629	// Create a map for quick tool lookup
 630	toolMap := make(map[string]AgentTool)
 631	for _, tool := range allTools {
 632		toolMap[tool.Info().Name] = tool
 633	}
 634
 635	// Execute all tool calls sequentially in order
 636	results := make([]ToolResultContent, 0, len(toolCalls))
 637
 638	for _, toolCall := range toolCalls {
 639		// Skip invalid tool calls - create error result
 640		if toolCall.Invalid {
 641			result := ToolResultContent{
 642				ToolCallID: toolCall.ToolCallID,
 643				ToolName:   toolCall.ToolName,
 644				Result: ToolResultOutputContentError{
 645					Error: toolCall.ValidationError,
 646				},
 647				ProviderExecuted: false,
 648			}
 649			results = append(results, result)
 650			if toolResultCallback != nil {
 651				if err := toolResultCallback(result); err != nil {
 652					return nil, err
 653				}
 654			}
 655			continue
 656		}
 657
 658		tool, exists := toolMap[toolCall.ToolName]
 659		if !exists {
 660			result := ToolResultContent{
 661				ToolCallID: toolCall.ToolCallID,
 662				ToolName:   toolCall.ToolName,
 663				Result: ToolResultOutputContentError{
 664					Error: errors.New("Error: Tool not found: " + toolCall.ToolName),
 665				},
 666				ProviderExecuted: false,
 667			}
 668			results = append(results, result)
 669			if toolResultCallback != nil {
 670				if err := toolResultCallback(result); err != nil {
 671					return nil, err
 672				}
 673			}
 674			continue
 675		}
 676
 677		// Execute the tool
 678		toolResult, err := tool.Run(ctx, ToolCall{
 679			ID:    toolCall.ToolCallID,
 680			Name:  toolCall.ToolName,
 681			Input: toolCall.Input,
 682		})
 683		if err != nil {
 684			result := ToolResultContent{
 685				ToolCallID: toolCall.ToolCallID,
 686				ToolName:   toolCall.ToolName,
 687				Result: ToolResultOutputContentError{
 688					Error: err,
 689				},
 690				ClientMetadata:   toolResult.Metadata,
 691				ProviderExecuted: false,
 692			}
 693			if toolResultCallback != nil {
 694				if cbErr := toolResultCallback(result); cbErr != nil {
 695					return nil, cbErr
 696				}
 697			}
 698			return nil, err
 699		}
 700
 701		var result ToolResultContent
 702		if toolResult.IsError {
 703			result = ToolResultContent{
 704				ToolCallID: toolCall.ToolCallID,
 705				ToolName:   toolCall.ToolName,
 706				Result: ToolResultOutputContentError{
 707					Error: errors.New(toolResult.Content),
 708				},
 709				ClientMetadata:   toolResult.Metadata,
 710				ProviderExecuted: false,
 711			}
 712		} else {
 713			result = ToolResultContent{
 714				ToolCallID: toolCall.ToolCallID,
 715				ToolName:   toolCall.ToolName,
 716				Result: ToolResultOutputContentText{
 717					Text: toolResult.Content,
 718				},
 719				ClientMetadata:   toolResult.Metadata,
 720				ProviderExecuted: false,
 721			}
 722		}
 723		results = append(results, result)
 724		if toolResultCallback != nil {
 725			if err := toolResultCallback(result); err != nil {
 726				return nil, err
 727			}
 728		}
 729	}
 730
 731	return results, nil
 732}
 733
 734// executeSingleTool executes a single tool and returns its result and a critical error flag.
 735func (a *agent) executeSingleTool(ctx context.Context, toolMap map[string]AgentTool, toolCall ToolCallContent, toolResultCallback func(result ToolResultContent) error) (ToolResultContent, bool) {
 736	result := ToolResultContent{
 737		ToolCallID:       toolCall.ToolCallID,
 738		ToolName:         toolCall.ToolName,
 739		ProviderExecuted: false,
 740	}
 741
 742	// Skip invalid tool calls - create error result (not critical)
 743	if toolCall.Invalid {
 744		result.Result = ToolResultOutputContentError{
 745			Error: toolCall.ValidationError,
 746		}
 747		if toolResultCallback != nil {
 748			_ = toolResultCallback(result)
 749		}
 750		return result, false
 751	}
 752
 753	tool, exists := toolMap[toolCall.ToolName]
 754	if !exists {
 755		result.Result = ToolResultOutputContentError{
 756			Error: errors.New("Error: Tool not found: " + toolCall.ToolName),
 757		}
 758		if toolResultCallback != nil {
 759			_ = toolResultCallback(result)
 760		}
 761		return result, false
 762	}
 763
 764	// Execute the tool
 765	toolResult, err := tool.Run(ctx, ToolCall{
 766		ID:    toolCall.ToolCallID,
 767		Name:  toolCall.ToolName,
 768		Input: toolCall.Input,
 769	})
 770	if err != nil {
 771		result.Result = ToolResultOutputContentError{
 772			Error: err,
 773		}
 774		result.ClientMetadata = toolResult.Metadata
 775		if toolResultCallback != nil {
 776			_ = toolResultCallback(result)
 777		}
 778		// This is a critical error - tool.Run() failed
 779		return result, true
 780	}
 781
 782	result.ClientMetadata = toolResult.Metadata
 783	if toolResult.IsError {
 784		result.Result = ToolResultOutputContentError{
 785			Error: errors.New(toolResult.Content),
 786		}
 787	} else {
 788		result.Result = ToolResultOutputContentText{
 789			Text: toolResult.Content,
 790		}
 791	}
 792	if toolResultCallback != nil {
 793		_ = toolResultCallback(result)
 794	}
 795	// Not a critical error - tool ran successfully (even if it reported an error state)
 796	return result, false
 797}
 798
 799// Stream implements Agent.
 800func (a *agent) Stream(ctx context.Context, opts AgentStreamCall) (*AgentResult, error) {
 801	// Convert AgentStreamCall to AgentCall for preparation
 802	call := AgentCall{
 803		Prompt:           opts.Prompt,
 804		Files:            opts.Files,
 805		Messages:         opts.Messages,
 806		MaxOutputTokens:  opts.MaxOutputTokens,
 807		Temperature:      opts.Temperature,
 808		TopP:             opts.TopP,
 809		TopK:             opts.TopK,
 810		PresencePenalty:  opts.PresencePenalty,
 811		FrequencyPenalty: opts.FrequencyPenalty,
 812		ActiveTools:      opts.ActiveTools,
 813		ProviderOptions:  opts.ProviderOptions,
 814		MaxRetries:       opts.MaxRetries,
 815		OnRetry:          opts.OnRetry,
 816		StopWhen:         opts.StopWhen,
 817		PrepareStep:      opts.PrepareStep,
 818		RepairToolCall:   opts.RepairToolCall,
 819	}
 820
 821	call = a.prepareCall(call)
 822
 823	initialPrompt, err := a.createPrompt(a.settings.systemPrompt, call.Prompt, call.Messages, call.Files...)
 824	if err != nil {
 825		return nil, err
 826	}
 827
 828	var responseMessages []Message
 829	var steps []StepResult
 830	var totalUsage Usage
 831
 832	// Start agent stream
 833	if opts.OnAgentStart != nil {
 834		opts.OnAgentStart()
 835	}
 836
 837	for stepNumber := 0; ; stepNumber++ {
 838		stepInputMessages := append(initialPrompt, responseMessages...)
 839		stepModel := a.settings.model
 840		stepSystemPrompt := a.settings.systemPrompt
 841		stepActiveTools := call.ActiveTools
 842		stepToolChoice := ToolChoiceAuto
 843		disableAllTools := false
 844		stepTools := a.settings.tools
 845		// Apply step preparation if provided
 846		if call.PrepareStep != nil {
 847			updatedCtx, prepared, err := call.PrepareStep(ctx, PrepareStepFunctionOptions{
 848				Model:      stepModel,
 849				Steps:      steps,
 850				StepNumber: stepNumber,
 851				Messages:   stepInputMessages,
 852			})
 853			if err != nil {
 854				return nil, err
 855			}
 856
 857			ctx = updatedCtx
 858
 859			if prepared.Messages != nil {
 860				stepInputMessages = prepared.Messages
 861			}
 862			if prepared.Model != nil {
 863				stepModel = prepared.Model
 864			}
 865			if prepared.System != nil {
 866				stepSystemPrompt = *prepared.System
 867			}
 868			if prepared.ToolChoice != nil {
 869				stepToolChoice = *prepared.ToolChoice
 870			}
 871			if len(prepared.ActiveTools) > 0 {
 872				stepActiveTools = prepared.ActiveTools
 873			}
 874			disableAllTools = prepared.DisableAllTools
 875			if prepared.Tools != nil {
 876				stepTools = prepared.Tools
 877			}
 878		}
 879
 880		// Recreate prompt with potentially modified system prompt
 881		if stepSystemPrompt != a.settings.systemPrompt {
 882			stepPrompt, err := a.createPrompt(stepSystemPrompt, call.Prompt, call.Messages, call.Files...)
 883			if err != nil {
 884				return nil, err
 885			}
 886			if len(stepInputMessages) > 0 && len(stepPrompt) > 0 {
 887				stepInputMessages[0] = stepPrompt[0]
 888			}
 889		}
 890
 891		preparedTools := a.prepareTools(stepTools, stepActiveTools, disableAllTools)
 892
 893		// Start step stream
 894		if opts.OnStepStart != nil {
 895			_ = opts.OnStepStart(stepNumber)
 896		}
 897
 898		// Create streaming call
 899		streamCall := Call{
 900			Prompt:           stepInputMessages,
 901			MaxOutputTokens:  call.MaxOutputTokens,
 902			Temperature:      call.Temperature,
 903			TopP:             call.TopP,
 904			TopK:             call.TopK,
 905			PresencePenalty:  call.PresencePenalty,
 906			FrequencyPenalty: call.FrequencyPenalty,
 907			Tools:            preparedTools,
 908			ToolChoice:       &stepToolChoice,
 909			ProviderOptions:  call.ProviderOptions,
 910		}
 911
 912		// Execute step with retry logic wrapping both stream creation and processing
 913		retryOptions := DefaultRetryOptions()
 914		if call.MaxRetries != nil {
 915			retryOptions.MaxRetries = *call.MaxRetries
 916		}
 917		retryOptions.OnRetry = call.OnRetry
 918		retry := RetryWithExponentialBackoffRespectingRetryHeaders[stepExecutionResult](retryOptions)
 919
 920		result, err := retry(ctx, func() (stepExecutionResult, error) {
 921			// Create the stream
 922			stream, err := stepModel.Stream(ctx, streamCall)
 923			if err != nil {
 924				return stepExecutionResult{}, err
 925			}
 926
 927			// Process the stream
 928			result, err := a.processStepStream(ctx, stream, opts, steps, stepTools)
 929			if err != nil {
 930				return stepExecutionResult{}, err
 931			}
 932
 933			return result, nil
 934		})
 935		if err != nil {
 936			if opts.OnError != nil {
 937				opts.OnError(err)
 938			}
 939			return nil, err
 940		}
 941
 942		steps = append(steps, result.StepResult)
 943		totalUsage = addUsage(totalUsage, result.StepResult.Usage)
 944
 945		// Call step finished callback
 946		if opts.OnStepFinish != nil {
 947			_ = opts.OnStepFinish(result.StepResult)
 948		}
 949
 950		// Add step messages to response messages
 951		stepMessages := toResponseMessages(result.StepResult.Content)
 952		responseMessages = append(responseMessages, stepMessages...)
 953
 954		// Check stop conditions
 955		shouldStop := isStopConditionMet(call.StopWhen, steps)
 956		if shouldStop || !result.ShouldContinue {
 957			break
 958		}
 959	}
 960
 961	// Finish agent stream
 962	agentResult := &AgentResult{
 963		Steps:      steps,
 964		Response:   steps[len(steps)-1].Response,
 965		TotalUsage: totalUsage,
 966	}
 967
 968	if opts.OnFinish != nil {
 969		opts.OnFinish(agentResult)
 970	}
 971
 972	if opts.OnAgentFinish != nil {
 973		_ = opts.OnAgentFinish(agentResult)
 974	}
 975
 976	return agentResult, nil
 977}
 978
 979func (a *agent) prepareTools(tools []AgentTool, activeTools []string, disableAllTools bool) []Tool {
 980	preparedTools := make([]Tool, 0, len(tools))
 981
 982	// If explicitly disabling all tools, return no tools
 983	if disableAllTools {
 984		return preparedTools
 985	}
 986
 987	for _, tool := range tools {
 988		// If activeTools has items, only include tools in the list
 989		// If activeTools is empty, include all tools
 990		if len(activeTools) > 0 && !slices.Contains(activeTools, tool.Info().Name) {
 991			continue
 992		}
 993		info := tool.Info()
 994		preparedTools = append(preparedTools, FunctionTool{
 995			Name:        info.Name,
 996			Description: info.Description,
 997			InputSchema: map[string]any{
 998				"type":       "object",
 999				"properties": info.Parameters,
1000				"required":   info.Required,
1001			},
1002			ProviderOptions: tool.ProviderOptions(),
1003		})
1004	}
1005	return preparedTools
1006}
1007
1008// validateAndRepairToolCall validates a tool call and attempts repair if validation fails.
1009func (a *agent) validateAndRepairToolCall(ctx context.Context, toolCall ToolCallContent, availableTools []AgentTool, systemPrompt string, messages []Message, repairFunc RepairToolCallFunction) ToolCallContent {
1010	if err := a.validateToolCall(toolCall, availableTools); err == nil {
1011		return toolCall
1012	} else { //nolint: revive
1013		if repairFunc != nil {
1014			repairOptions := ToolCallRepairOptions{
1015				OriginalToolCall: toolCall,
1016				ValidationError:  err,
1017				AvailableTools:   availableTools,
1018				SystemPrompt:     systemPrompt,
1019				Messages:         messages,
1020			}
1021
1022			if repairedToolCall, repairErr := repairFunc(ctx, repairOptions); repairErr == nil && repairedToolCall != nil {
1023				if validateErr := a.validateToolCall(*repairedToolCall, availableTools); validateErr == nil {
1024					return *repairedToolCall
1025				}
1026			}
1027		}
1028
1029		invalidToolCall := toolCall
1030		invalidToolCall.Invalid = true
1031		invalidToolCall.ValidationError = err
1032		return invalidToolCall
1033	}
1034}
1035
1036// validateToolCall validates a tool call against available tools and their schemas.
1037func (a *agent) validateToolCall(toolCall ToolCallContent, availableTools []AgentTool) error {
1038	var tool AgentTool
1039	for _, t := range availableTools {
1040		if t.Info().Name == toolCall.ToolName {
1041			tool = t
1042			break
1043		}
1044	}
1045
1046	if tool == nil {
1047		return fmt.Errorf("tool not found: %s", toolCall.ToolName)
1048	}
1049
1050	// Validate JSON parsing
1051	var input map[string]any
1052	if err := json.Unmarshal([]byte(toolCall.Input), &input); err != nil {
1053		return fmt.Errorf("invalid JSON input: %w", err)
1054	}
1055
1056	// Basic schema validation (check required fields)
1057	// TODO: more robust schema validation using JSON Schema or similar
1058	toolInfo := tool.Info()
1059	for _, required := range toolInfo.Required {
1060		if _, exists := input[required]; !exists {
1061			return fmt.Errorf("missing required parameter: %s", required)
1062		}
1063	}
1064	return nil
1065}
1066
1067func (a *agent) createPrompt(system, prompt string, messages []Message, files ...FilePart) (Prompt, error) {
1068	if prompt == "" {
1069		return nil, &Error{Title: "invalid argument", Message: "prompt can't be empty"}
1070	}
1071
1072	var preparedPrompt Prompt
1073
1074	if system != "" {
1075		preparedPrompt = append(preparedPrompt, NewSystemMessage(system))
1076	}
1077	preparedPrompt = append(preparedPrompt, messages...)
1078	preparedPrompt = append(preparedPrompt, NewUserMessage(prompt, files...))
1079	return preparedPrompt, nil
1080}
1081
1082// WithSystemPrompt sets the system prompt for the agent.
1083func WithSystemPrompt(prompt string) AgentOption {
1084	return func(s *agentSettings) {
1085		s.systemPrompt = prompt
1086	}
1087}
1088
1089// WithMaxOutputTokens sets the maximum output tokens for the agent.
1090func WithMaxOutputTokens(tokens int64) AgentOption {
1091	return func(s *agentSettings) {
1092		s.maxOutputTokens = &tokens
1093	}
1094}
1095
1096// WithTemperature sets the temperature for the agent.
1097func WithTemperature(temp float64) AgentOption {
1098	return func(s *agentSettings) {
1099		s.temperature = &temp
1100	}
1101}
1102
1103// WithTopP sets the top-p value for the agent.
1104func WithTopP(topP float64) AgentOption {
1105	return func(s *agentSettings) {
1106		s.topP = &topP
1107	}
1108}
1109
1110// WithTopK sets the top-k value for the agent.
1111func WithTopK(topK int64) AgentOption {
1112	return func(s *agentSettings) {
1113		s.topK = &topK
1114	}
1115}
1116
1117// WithPresencePenalty sets the presence penalty for the agent.
1118func WithPresencePenalty(penalty float64) AgentOption {
1119	return func(s *agentSettings) {
1120		s.presencePenalty = &penalty
1121	}
1122}
1123
1124// WithFrequencyPenalty sets the frequency penalty for the agent.
1125func WithFrequencyPenalty(penalty float64) AgentOption {
1126	return func(s *agentSettings) {
1127		s.frequencyPenalty = &penalty
1128	}
1129}
1130
1131// WithTools sets the tools for the agent.
1132func WithTools(tools ...AgentTool) AgentOption {
1133	return func(s *agentSettings) {
1134		s.tools = append(s.tools, tools...)
1135	}
1136}
1137
1138// WithStopConditions sets the stop conditions for the agent.
1139func WithStopConditions(conditions ...StopCondition) AgentOption {
1140	return func(s *agentSettings) {
1141		s.stopWhen = append(s.stopWhen, conditions...)
1142	}
1143}
1144
1145// WithPrepareStep sets the prepare step function for the agent.
1146func WithPrepareStep(fn PrepareStepFunction) AgentOption {
1147	return func(s *agentSettings) {
1148		s.prepareStep = fn
1149	}
1150}
1151
1152// WithRepairToolCall sets the repair tool call function for the agent.
1153func WithRepairToolCall(fn RepairToolCallFunction) AgentOption {
1154	return func(s *agentSettings) {
1155		s.repairToolCall = fn
1156	}
1157}
1158
1159// WithMaxRetries sets the maximum number of retries for the agent.
1160func WithMaxRetries(maxRetries int) AgentOption {
1161	return func(s *agentSettings) {
1162		s.maxRetries = &maxRetries
1163	}
1164}
1165
1166// WithOnRetry sets the retry callback for the agent.
1167func WithOnRetry(callback OnRetryCallback) AgentOption {
1168	return func(s *agentSettings) {
1169		s.onRetry = callback
1170	}
1171}
1172
1173// processStepStream processes a single step's stream and returns the step result.
1174func (a *agent) processStepStream(ctx context.Context, stream StreamResponse, opts AgentStreamCall, _ []StepResult, stepTools []AgentTool) (stepExecutionResult, error) {
1175	var stepContent []Content
1176	var stepToolCalls []ToolCallContent
1177	var stepUsage Usage
1178	stepFinishReason := FinishReasonUnknown
1179	var stepWarnings []CallWarning
1180	var stepProviderMetadata ProviderMetadata
1181
1182	activeToolCalls := make(map[string]*ToolCallContent)
1183	activeTextContent := make(map[string]string)
1184	type reasoningContent struct {
1185		content string
1186		options ProviderMetadata
1187	}
1188	activeReasoningContent := make(map[string]reasoningContent)
1189
1190	// Set up concurrent tool execution
1191	type toolExecutionRequest struct {
1192		toolCall ToolCallContent
1193		parallel bool
1194	}
1195	toolChan := make(chan toolExecutionRequest, 10)
1196	var toolExecutionWg sync.WaitGroup
1197	var toolStateMu sync.Mutex
1198	toolResults := make([]ToolResultContent, 0)
1199	var toolExecutionErr error
1200
1201	// Create a map for quick tool lookup
1202	toolMap := make(map[string]AgentTool)
1203	for _, tool := range stepTools {
1204		toolMap[tool.Info().Name] = tool
1205	}
1206
1207	// Semaphores for controlling parallelism
1208	parallelSem := make(chan struct{}, 5)
1209	var sequentialMu sync.Mutex
1210
1211	// Single coordinator goroutine that dispatches tools
1212	toolExecutionWg.Go(func() {
1213		for req := range toolChan {
1214			if req.parallel {
1215				parallelSem <- struct{}{}
1216				toolExecutionWg.Go(func() {
1217					defer func() { <-parallelSem }()
1218					result, isCriticalError := a.executeSingleTool(ctx, toolMap, req.toolCall, opts.OnToolResult)
1219					toolStateMu.Lock()
1220					toolResults = append(toolResults, result)
1221					if isCriticalError && toolExecutionErr == nil {
1222						if errorResult, ok := result.Result.(ToolResultOutputContentError); ok && errorResult.Error != nil {
1223							toolExecutionErr = errorResult.Error
1224						}
1225					}
1226					toolStateMu.Unlock()
1227				})
1228			} else {
1229				sequentialMu.Lock()
1230				result, isCriticalError := a.executeSingleTool(ctx, toolMap, req.toolCall, opts.OnToolResult)
1231				toolStateMu.Lock()
1232				toolResults = append(toolResults, result)
1233				if isCriticalError && toolExecutionErr == nil {
1234					if errorResult, ok := result.Result.(ToolResultOutputContentError); ok && errorResult.Error != nil {
1235						toolExecutionErr = errorResult.Error
1236					}
1237				}
1238				toolStateMu.Unlock()
1239				sequentialMu.Unlock()
1240			}
1241		}
1242	})
1243
1244	// Process stream parts
1245	for part := range stream {
1246		// Forward all parts to chunk callback
1247		if opts.OnChunk != nil {
1248			err := opts.OnChunk(part)
1249			if err != nil {
1250				return stepExecutionResult{}, err
1251			}
1252		}
1253
1254		switch part.Type {
1255		case StreamPartTypeWarnings:
1256			stepWarnings = part.Warnings
1257			if opts.OnWarnings != nil {
1258				err := opts.OnWarnings(part.Warnings)
1259				if err != nil {
1260					return stepExecutionResult{}, err
1261				}
1262			}
1263
1264		case StreamPartTypeTextStart:
1265			activeTextContent[part.ID] = ""
1266			if opts.OnTextStart != nil {
1267				err := opts.OnTextStart(part.ID)
1268				if err != nil {
1269					return stepExecutionResult{}, err
1270				}
1271			}
1272
1273		case StreamPartTypeTextDelta:
1274			if _, exists := activeTextContent[part.ID]; exists {
1275				activeTextContent[part.ID] += part.Delta
1276			}
1277			if opts.OnTextDelta != nil {
1278				err := opts.OnTextDelta(part.ID, part.Delta)
1279				if err != nil {
1280					return stepExecutionResult{}, err
1281				}
1282			}
1283
1284		case StreamPartTypeTextEnd:
1285			if text, exists := activeTextContent[part.ID]; exists {
1286				stepContent = append(stepContent, TextContent{
1287					Text:             text,
1288					ProviderMetadata: part.ProviderMetadata,
1289				})
1290				delete(activeTextContent, part.ID)
1291			}
1292			if opts.OnTextEnd != nil {
1293				err := opts.OnTextEnd(part.ID)
1294				if err != nil {
1295					return stepExecutionResult{}, err
1296				}
1297			}
1298
1299		case StreamPartTypeReasoningStart:
1300			activeReasoningContent[part.ID] = reasoningContent{content: part.Delta, options: part.ProviderMetadata}
1301			if opts.OnReasoningStart != nil {
1302				content := ReasoningContent{
1303					Text:             part.Delta,
1304					ProviderMetadata: part.ProviderMetadata,
1305				}
1306				err := opts.OnReasoningStart(part.ID, content)
1307				if err != nil {
1308					return stepExecutionResult{}, err
1309				}
1310			}
1311
1312		case StreamPartTypeReasoningDelta:
1313			if active, exists := activeReasoningContent[part.ID]; exists {
1314				active.content += part.Delta
1315				active.options = part.ProviderMetadata
1316				activeReasoningContent[part.ID] = active
1317			}
1318			if opts.OnReasoningDelta != nil {
1319				err := opts.OnReasoningDelta(part.ID, part.Delta)
1320				if err != nil {
1321					return stepExecutionResult{}, err
1322				}
1323			}
1324
1325		case StreamPartTypeReasoningEnd:
1326			if active, exists := activeReasoningContent[part.ID]; exists {
1327				if part.ProviderMetadata != nil {
1328					active.options = part.ProviderMetadata
1329				}
1330				content := ReasoningContent{
1331					Text:             active.content,
1332					ProviderMetadata: active.options,
1333				}
1334				stepContent = append(stepContent, content)
1335				if opts.OnReasoningEnd != nil {
1336					err := opts.OnReasoningEnd(part.ID, content)
1337					if err != nil {
1338						return stepExecutionResult{}, err
1339					}
1340				}
1341				delete(activeReasoningContent, part.ID)
1342			}
1343
1344		case StreamPartTypeToolInputStart:
1345			activeToolCalls[part.ID] = &ToolCallContent{
1346				ToolCallID:       part.ID,
1347				ToolName:         part.ToolCallName,
1348				Input:            "",
1349				ProviderExecuted: part.ProviderExecuted,
1350			}
1351			if opts.OnToolInputStart != nil {
1352				err := opts.OnToolInputStart(part.ID, part.ToolCallName)
1353				if err != nil {
1354					return stepExecutionResult{}, err
1355				}
1356			}
1357
1358		case StreamPartTypeToolInputDelta:
1359			if toolCall, exists := activeToolCalls[part.ID]; exists {
1360				toolCall.Input += part.Delta
1361			}
1362			if opts.OnToolInputDelta != nil {
1363				err := opts.OnToolInputDelta(part.ID, part.Delta)
1364				if err != nil {
1365					return stepExecutionResult{}, err
1366				}
1367			}
1368
1369		case StreamPartTypeToolInputEnd:
1370			if opts.OnToolInputEnd != nil {
1371				err := opts.OnToolInputEnd(part.ID)
1372				if err != nil {
1373					return stepExecutionResult{}, err
1374				}
1375			}
1376
1377		case StreamPartTypeToolCall:
1378			toolCall := ToolCallContent{
1379				ToolCallID:       part.ID,
1380				ToolName:         part.ToolCallName,
1381				Input:            part.ToolCallInput,
1382				ProviderExecuted: part.ProviderExecuted,
1383				ProviderMetadata: part.ProviderMetadata,
1384			}
1385
1386			// Validate and potentially repair the tool call
1387			validatedToolCall := a.validateAndRepairToolCall(ctx, toolCall, stepTools, a.settings.systemPrompt, nil, opts.RepairToolCall)
1388			stepToolCalls = append(stepToolCalls, validatedToolCall)
1389			stepContent = append(stepContent, validatedToolCall)
1390
1391			if opts.OnToolCall != nil {
1392				err := opts.OnToolCall(validatedToolCall)
1393				if err != nil {
1394					return stepExecutionResult{}, err
1395				}
1396			}
1397
1398			// Determine if tool can run in parallel
1399			isParallel := false
1400			if tool, exists := toolMap[validatedToolCall.ToolName]; exists {
1401				isParallel = tool.Info().Parallel
1402			}
1403
1404			// Send tool call to execution channel
1405			toolChan <- toolExecutionRequest{toolCall: validatedToolCall, parallel: isParallel}
1406
1407			// Clean up active tool call
1408			delete(activeToolCalls, part.ID)
1409
1410		case StreamPartTypeSource:
1411			sourceContent := SourceContent{
1412				SourceType:       part.SourceType,
1413				ID:               part.ID,
1414				URL:              part.URL,
1415				Title:            part.Title,
1416				ProviderMetadata: part.ProviderMetadata,
1417			}
1418			stepContent = append(stepContent, sourceContent)
1419			if opts.OnSource != nil {
1420				err := opts.OnSource(sourceContent)
1421				if err != nil {
1422					return stepExecutionResult{}, err
1423				}
1424			}
1425
1426		case StreamPartTypeFinish:
1427			stepUsage = part.Usage
1428			stepFinishReason = part.FinishReason
1429			stepProviderMetadata = part.ProviderMetadata
1430			if opts.OnStreamFinish != nil {
1431				err := opts.OnStreamFinish(part.Usage, part.FinishReason, part.ProviderMetadata)
1432				if err != nil {
1433					return stepExecutionResult{}, err
1434				}
1435			}
1436
1437		case StreamPartTypeError:
1438			return stepExecutionResult{}, part.Error
1439		}
1440	}
1441
1442	// Close the tool execution channel and wait for all executions to complete
1443	close(toolChan)
1444	toolExecutionWg.Wait()
1445
1446	// Check for tool execution errors
1447	if toolExecutionErr != nil {
1448		return stepExecutionResult{}, toolExecutionErr
1449	}
1450
1451	// Add tool results to content if any
1452	if len(toolResults) > 0 {
1453		for _, result := range toolResults {
1454			stepContent = append(stepContent, result)
1455		}
1456	}
1457
1458	stepResult := StepResult{
1459		Response: Response{
1460			Content:          stepContent,
1461			FinishReason:     stepFinishReason,
1462			Usage:            stepUsage,
1463			Warnings:         stepWarnings,
1464			ProviderMetadata: stepProviderMetadata,
1465		},
1466		Messages: toResponseMessages(stepContent),
1467	}
1468
1469	// Determine if we should continue (has tool calls and not stopped)
1470	shouldContinue := len(stepToolCalls) > 0 && stepFinishReason == FinishReasonToolCalls
1471
1472	return stepExecutionResult{
1473		StepResult:     stepResult,
1474		ShouldContinue: shouldContinue,
1475	}, nil
1476}
1477
1478func addUsage(a, b Usage) Usage {
1479	return Usage{
1480		InputTokens:         a.InputTokens + b.InputTokens,
1481		OutputTokens:        a.OutputTokens + b.OutputTokens,
1482		TotalTokens:         a.TotalTokens + b.TotalTokens,
1483		ReasoningTokens:     a.ReasoningTokens + b.ReasoningTokens,
1484		CacheCreationTokens: a.CacheCreationTokens + b.CacheCreationTokens,
1485		CacheReadTokens:     a.CacheReadTokens + b.CacheReadTokens,
1486	}
1487}
1488
1489// WithHeaders sets the headers for the agent.
1490func WithHeaders(headers map[string]string) AgentOption {
1491	return func(s *agentSettings) {
1492		s.headers = headers
1493	}
1494}
1495
1496// WithProviderOptions sets the provider options for the agent.
1497func WithProviderOptions(providerOptions ProviderOptions) AgentOption {
1498	return func(s *agentSettings) {
1499		s.providerOptions = providerOptions
1500	}
1501}