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+---
+name: kit-sdk
+description: Guide for building Go applications with the Kit SDK. Use when the user asks to create a program, service, script, or application that uses Kit programmatically as a Go library — e.g. embedding LLM interactions, building agents, creating CLI tools powered by Kit, or integrating Kit into backend services. Do NOT use for Kit extensions (use kit-extensions skill instead).
+---
+
+# Kit SDK Development Guide
+
+The Kit SDK (`pkg/kit`) lets you embed Kit's full agent capabilities — LLM interactions, tool execution, session management, streaming, hooks — into any Go application. Unlike extensions (which are interpreted scripts running inside Kit's TUI), SDK programs are standalone compiled Go binaries.
+
+## Installation
+
+```bash
+go get github.com/mark3labs/kit
+```
+
+Import path (alias recommended):
+
+```go
+import kit "github.com/mark3labs/kit/pkg/kit"
+```
+
+## Quick Start
+
+```go
+package main
+
+import (
+    "context"
+    "fmt"
+    "log"
+
+    kit "github.com/mark3labs/kit/pkg/kit"
+)
+
+func main() {
+    ctx := context.Background()
+
+    host, err := kit.New(ctx, nil) // nil = load ~/.kit.yml defaults
+    if err != nil {
+        log.Fatal(err)
+    }
+    defer func() { _ = host.Close() }()
+
+    response, err := host.Prompt(ctx, "What is 2+2?")
+    if err != nil {
+        log.Fatal(err)
+    }
+    fmt.Println(response)
+}
+```
+
+## Core Lifecycle
+
+1. **Create**: `kit.New(ctx, opts)` — loads config, initializes MCP servers, creates LLM provider, sets up agent
+2. **Interact**: `host.Prompt(ctx, msg)` — send messages, agent uses tools as needed
+3. **Close**: `host.Close()` — cleans up MCP connections, model resources, session file handle
+
+Always defer `Close()`:
+
+```go
+defer func() { _ = host.Close() }()
+```
+
+---
+
+## Options Reference
+
+All fields are optional. Zero values use CLI defaults.
+
+```go
+host, err := kit.New(ctx, &kit.Options{
+    // Model
+    Model:        "anthropic/claude-sonnet-4-5-20250929", // "provider/model" format
+    SystemPrompt: "You are a helpful assistant",
+    ConfigFile:   "/path/to/config.yml",                  // default: ~/.kit.yml
+
+    // Behavior
+    MaxSteps:  10,   // 0 = unlimited tool-calling steps
+    Streaming: true, // stream LLM output (default from config)
+    Quiet:     true, // suppress debug output
+    Debug:     true, // enable debug logging
+
+    // Session
+    SessionDir:  "/path/to/project",  // base dir for session discovery (default: cwd)
+    SessionPath: "/path/to/session.jsonl", // open specific session file
+    Continue:    true,                // resume most recent session for SessionDir
+    NoSession:   true,                // ephemeral in-memory session, no disk persistence
+
+    // Tools
+    Tools:      []kit.Tool{kit.NewBashTool()}, // REPLACES entire default tool set
+    ExtraTools: []kit.Tool{myTool},            // ADDS alongside core/MCP/extension tools
+
+    // Skills
+    Skills:    []string{"/path/to/skill.md"}, // explicit skill files (empty = auto-discover)
+    SkillsDir: "/path/to/skills",             // override project-local skills dir
+
+    // Compaction
+    AutoCompact:       true,                        // auto-compact near context limit
+    CompactionOptions: &kit.CompactionOptions{...}, // nil = defaults
+})
+```
+
+**Critical distinction**: `Tools` replaces ALL default tools (core + MCP + extension). `ExtraTools` adds tools alongside the defaults. Use `Tools` to restrict the agent's capabilities; use `ExtraTools` to extend them.
+
+---
+
+## Prompt Methods
+
+### Simple prompt — string in, string out
+
+```go
+response, err := host.Prompt(ctx, "Explain this code")
+```
+
+### Full result with usage stats
+
+```go
+result, err := host.PromptResult(ctx, "Analyze this file")
+// result.Response     — assistant's text
+// result.StopReason   — "stop", "length", "tool-calls", "error", etc.
+// result.SessionID    — session UUID
+// result.TotalUsage   — aggregate tokens across all steps (*kit.FantasyUsage)
+// result.FinalUsage   — tokens from last API call only
+// result.Messages     — full updated conversation ([]kit.FantasyMessage)
+```
+
+### Multimodal with file attachments
+
+```go
+import "charm.land/fantasy"
+
+files := []fantasy.FilePart{{
+    Name:      "screenshot.png",
+    MediaType: "image/png",
+    Data:      imageBytes,
+}}
+result, err := host.PromptResultWithFiles(ctx, "What's in this image?", files)
+```
+
+### Per-call system message injection
+
+```go
+response, err := host.PromptWithOptions(ctx, "Review this PR", kit.PromptOptions{
+    SystemMessage: "Focus on security vulnerabilities only.",
+})
+```
+
+### System-level steering (no visible user message)
+
+```go
+response, err := host.Steer(ctx, "Switch to a more formal tone")
+```
+
+### Continue without new input
+
+```go
+response, err := host.FollowUp(ctx, "") // empty = "Continue."
+```
+
+### Multiple user messages in one turn
+
+```go
+result, err := host.PromptResultWithMessages(ctx, []string{
+    "Here is the code:",
+    "@file.go", // content from earlier
+    "Please review it.",
+})
+```
+
+### Legacy inline callbacks (deprecated — use event subscribers instead)
+
+```go
+response, err := host.PromptWithCallbacks(ctx, "List files",
+    func(name, args string) { fmt.Printf("Tool: %s\n", name) },
+    func(name, args, result string, isError bool) { /* tool result */ },
+    func(chunk string) { fmt.Print(chunk) }, // streaming
+)
+```
+
+---
+
+## Event System
+
+Events are read-only observations of the agent lifecycle. Register before calling Prompt.
+
+### Typed convenience subscribers
+
+```go
+// Each returns an unsubscribe function.
+unsub := host.OnToolCall(func(e kit.ToolCallEvent) {
+    // e.ToolCallID, e.ToolName, e.ToolKind, e.ToolArgs, e.ParsedArgs
+})
+defer unsub()
+
+host.OnToolResult(func(e kit.ToolResultEvent) {
+    // e.ToolCallID, e.ToolName, e.ToolKind, e.ToolArgs, e.ParsedArgs
+    // e.Result, e.IsError, e.Metadata (*ToolResultMetadata)
+})
+
+host.OnToolOutput(func(e kit.ToolOutputEvent) {
+    // e.ToolCallID, e.ToolName, e.Chunk, e.IsStderr
+    // Streaming bash output chunks
+})
+
+host.OnStreaming(func(e kit.MessageUpdateEvent) {
+    fmt.Print(e.Chunk) // real-time text streaming
+})
+
+host.OnResponse(func(e kit.ResponseEvent) {
+    // e.Content — final response text
+})
+
+host.OnTurnStart(func(e kit.TurnStartEvent) {
+    // e.Prompt
+})
+
+host.OnTurnEnd(func(e kit.TurnEndEvent) {
+    // e.Response, e.Error, e.StopReason
+})
+```
+
+### Generic subscriber (receives all events)
+
+```go
+unsub := host.Subscribe(func(e kit.Event) {
+    switch ev := e.(type) {
+    case kit.ToolCallEvent:
+        // ...
+    case kit.MessageUpdateEvent:
+        // ...
+    case kit.CompactionEvent:
+        // ev.Summary, ev.OriginalTokens, ev.CompactedTokens
+    }
+})
+```
+
+### All event types
+
+| Event Type | Struct | Key Fields |
+|------------|--------|------------|
+| `turn_start` | `TurnStartEvent` | `Prompt` |
+| `turn_end` | `TurnEndEvent` | `Response`, `Error`, `StopReason` |
+| `message_start` | `MessageStartEvent` | *(none)* |
+| `message_update` | `MessageUpdateEvent` | `Chunk` |
+| `message_end` | `MessageEndEvent` | `Content` |
+| `tool_call` | `ToolCallEvent` | `ToolCallID`, `ToolName`, `ToolKind`, `ToolArgs`, `ParsedArgs` |
+| `tool_execution_start` | `ToolExecutionStartEvent` | `ToolCallID`, `ToolName`, `ToolKind`, `ToolArgs` |
+| `tool_execution_end` | `ToolExecutionEndEvent` | `ToolCallID`, `ToolName`, `ToolKind` |
+| `tool_result` | `ToolResultEvent` | `ToolCallID`, `ToolName`, `ToolKind`, `ToolArgs`, `ParsedArgs`, `Result`, `IsError`, `Metadata` |
+| `tool_call_content` | `ToolCallContentEvent` | `Content` |
+| `tool_output` | `ToolOutputEvent` | `ToolCallID`, `ToolName`, `Chunk`, `IsStderr` |
+| `response` | `ResponseEvent` | `Content` |
+| `compaction` | `CompactionEvent` | `Summary`, `OriginalTokens`, `CompactedTokens`, `MessagesRemoved`, `ReadFiles`, `ModifiedFiles` |
+| `reasoning_delta` | `ReasoningDeltaEvent` | `Delta` |
+
+### Tool kind constants
+
+Tools are classified by kind for UI rendering:
+
+- `ToolKindExecute` = `"execute"` — bash
+- `ToolKindEdit` = `"edit"` — edit, write
+- `ToolKindRead` = `"read"` — read, ls
+- `ToolKindSearch` = `"search"` — grep, find
+- `ToolKindSubagent` = `"agent"` — spawn_subagent
+
+---
+
+## Hook System (Interceptors)
+
+Hooks can **modify or cancel** operations. Events are read-only; hooks are read-write.
+
+### BeforeToolCall — block tool execution
+
+```go
+unsub := host.OnBeforeToolCall(kit.HookPriorityNormal, func(h kit.BeforeToolCallHook) *kit.BeforeToolCallResult {
+    // h.ToolCallID, h.ToolName, h.ToolArgs
+    if h.ToolName == "bash" {
+        return &kit.BeforeToolCallResult{Block: true, Reason: "bash disabled"}
+    }
+    return nil // allow
+})
+```
+
+### AfterToolResult — modify tool output
+
+```go
+host.OnAfterToolResult(kit.HookPriorityNormal, func(h kit.AfterToolResultHook) *kit.AfterToolResultResult {
+    // h.ToolCallID, h.ToolName, h.ToolArgs, h.Result, h.IsError
+    if h.ToolName == "read" {
+        filtered := redactSecrets(h.Result)
+        return &kit.AfterToolResultResult{Result: &filtered}
+    }
+    return nil
+})
+```
+
+### BeforeTurn — modify prompt, inject messages
+
+```go
+host.OnBeforeTurn(kit.HookPriorityNormal, func(h kit.BeforeTurnHook) *kit.BeforeTurnResult {
+    // h.Prompt
+    newPrompt := h.Prompt + "\nAlways respond in JSON."
+    return &kit.BeforeTurnResult{Prompt: &newPrompt}
+    // Also available: SystemPrompt *string, InjectText *string
+})
+```
+
+### AfterTurn — observation only
+
+```go
+host.OnAfterTurn(kit.HookPriorityNormal, func(h kit.AfterTurnHook) {
+    // h.Response, h.Error
+    log.Printf("Turn completed: %d chars", len(h.Response))
+})
+```
+
+### ContextPrepare — filter/inject context window
+
+```go
+host.OnContextPrepare(kit.HookPriorityNormal, func(h kit.ContextPrepareHook) *kit.ContextPrepareResult {
+    // h.Messages — []fantasy.Message (the full context being sent to the LLM)
+    // Return nil to pass through, or replace entire context:
+    return &kit.ContextPrepareResult{Messages: filteredMessages}
+})
+```
+
+### BeforeCompact — cancel or customize compaction
+
+```go
+host.OnBeforeCompact(kit.HookPriorityNormal, func(h kit.BeforeCompactHook) *kit.BeforeCompactResult {
+    // h.EstimatedTokens, h.ContextLimit, h.UsagePercent, h.MessageCount, h.IsAutomatic
+    if h.IsAutomatic && h.UsagePercent < 0.9 {
+        return &kit.BeforeCompactResult{Cancel: true, Reason: "not yet"}
+    }
+    return nil
+})
+```
+
+### Hook priorities
+
+```go
+kit.HookPriorityHigh   = 0   // runs first
+kit.HookPriorityNormal = 50  // default
+kit.HookPriorityLow    = 100 // runs last
+```
+
+Lower values run first. Within the same priority, registration order applies. First non-nil result wins.
+
+---
+
+## Tools
+
+### Built-in tool constructors
+
+```go
+kit.NewReadTool(opts...)  // file reading
+kit.NewWriteTool(opts...) // file writing
+kit.NewEditTool(opts...)  // surgical text editing
+kit.NewBashTool(opts...)  // bash command execution
+kit.NewGrepTool(opts...) // content search (uses ripgrep when available)
+kit.NewFindTool(opts...) // file search (uses fd when available)
+kit.NewLsTool(opts...)   // directory listing
+```
+
+### Tool bundles
+
+```go
+kit.AllTools(opts...)       // all 7 core tools
+kit.CodingTools(opts...)    // bash, read, write, edit
+kit.ReadOnlyTools(opts...)  // read, grep, find, ls
+kit.SubagentTools(opts...)  // all except spawn_subagent (prevents recursion)
+```
+
+### Tool options
+
+```go
+kit.WithWorkDir("/path/to/dir") // override working directory for file-based tools
+```
+
+### Using tools in Options
+
+```go
+// Restricted: agent can ONLY run bash
+host, _ := kit.New(ctx, &kit.Options{
+    Tools: []kit.Tool{kit.NewBashTool()},
+})
+
+// Extended: all defaults PLUS a custom tool
+host, _ := kit.New(ctx, &kit.Options{
+    ExtraTools: []kit.Tool{myCustomTool},
+})
+```
+
+### Querying tools at runtime
+
+```go
+names := host.GetToolNames()       // []string of all tool names
+tools := host.GetTools()           // []kit.Tool (full tool objects)
+mcpCount := host.GetMCPToolCount() // tools from MCP servers
+extCount := host.GetExtensionToolCount() // tools from extensions
+```
+
+---
+
+## Session Management
+
+Sessions automatically persist as JSONL tree files. No explicit save needed.
+
+### Session modes (via Options)
+
+| Mode | Options | Behavior |
+|------|---------|----------|
+| Default | `{}` | New session file for cwd |
+| Specific file | `{SessionPath: "path.jsonl"}` | Open existing session |
+| Continue | `{Continue: true}` | Resume most recent session for cwd |
+| Ephemeral | `{NoSession: true}` | In-memory only, no disk persistence |
+| Custom dir | `{SessionDir: "/path"}` | Base directory for session discovery |
+
+### Instance methods
+
+```go
+host.GetSessionPath() // file path of active session
+host.GetSessionID()   // UUID of active session
+host.ClearSession()   // reset to fresh branch (doesn't delete file)
+host.Branch("entry-id") // branch from a specific entry
+host.SetSessionName("my session") // set display name
+
+// Get conversation messages
+msgs := host.GetSessionMessages()       // []extensions.SessionMessage (flattened text)
+msgs := host.GetStructuredMessages()     // []kit.StructuredMessage (typed content parts)
+```
+
+### Package-level session operations (no Kit instance needed)
+
+```go
+sessions, _ := kit.ListSessions("/path/to/project") // sessions for a directory
+sessions, _ := kit.ListAllSessions()                  // all sessions everywhere
+kit.DeleteSession("/path/to/session.jsonl")
+tm, _ := kit.OpenTreeSession("/path/to/session.jsonl") // open for direct access
+```
+
+---
+
+## Model Management
+
+### At creation time
+
+```go
+host, _ := kit.New(ctx, &kit.Options{
+    Model: "openai/gpt-4o",
+})
+```
+
+### At runtime
+
+```go
+err := host.SetModel(ctx, "anthropic/claude-sonnet-4-5-20250929")
+modelStr := host.GetModelString()   // "provider/model"
+info := host.GetModelInfo()          // *kit.ModelInfo (capabilities, limits, pricing) or nil
+isReasoning := host.IsReasoningModel()
+level := host.GetThinkingLevel()
+err = host.SetThinkingLevel(ctx, "medium") // recreates agent with new thinking budget
+```
+
+### Model registry
+
+```go
+models := host.GetAvailableModels()      // []extensions.ModelInfoEntry
+providers := kit.GetSupportedProviders() // []string
+providers := kit.GetFantasyProviders()   // providers usable with fantasy
+models, _ := kit.GetModelsForProvider("anthropic") // map[string]kit.ModelInfo
+info := kit.LookupModel("anthropic", "claude-sonnet-4-5-20250929") // *kit.ModelInfo
+info := kit.GetProviderInfo("openai")    // *kit.ProviderInfo (env vars, API URL)
+err := kit.ValidateEnvironment("anthropic", "") // check API keys
+suggestions := kit.SuggestModels("anthropic", "claudee") // fuzzy match
+kit.RefreshModelRegistry() // reload model database
+```
+
+### Model string format
+
+Always `"provider/model"`: `"anthropic/claude-sonnet-4-5-20250929"`, `"openai/gpt-4o"`, `"ollama/qwen3:8b"`.
+
+```go
+provider, modelID, err := kit.ParseModelString("anthropic/claude-sonnet-4-5-20250929")
+```
+
+---
+
+## Context & Compaction
+
+```go
+tokens := host.EstimateContextTokens()  // heuristic token count
+shouldCompact := host.ShouldCompact()    // true if near context limit
+
+stats := host.GetContextStats()
+// stats.EstimatedTokens — uses API-reported count when available (more accurate)
+// stats.ContextLimit    — model's context window size
+// stats.UsagePercent    — fraction used (0.0–1.0)
+// stats.MessageCount    — number of messages
+
+// Manual compaction
+result, err := host.Compact(ctx, nil, "") // nil opts = defaults, "" = default prompt
+// result.Summary, result.OriginalTokens, result.CompactedTokens, result.MessagesRemoved
+
+// Auto-compaction via Options
+host, _ := kit.New(ctx, &kit.Options{
+    AutoCompact: true,
+    CompactionOptions: &kit.CompactionOptions{
+        ReserveTokens:   16384,
+        KeepRecentTokens: 4096,
+        ContextWindow:   200000,
+    },
+})
+```
+
+---
+
+## In-Process Subagents
+
+Spawn child Kit instances without subprocess overhead:
+
+```go
+result, err := host.Subagent(ctx, kit.SubagentConfig{
+    Prompt:       "Analyze the test files and summarize coverage",
+    Model:        "anthropic/claude-haiku-3-5-20241022", // empty = parent's model
+    SystemPrompt: "You are a test analysis expert.",
+    Tools:        nil,           // nil = SubagentTools() (all except spawn_subagent)
+    NoSession:    true,          // ephemeral
+    Timeout:      2 * time.Minute, // 0 = 5 minute default
+    OnEvent: func(e kit.Event) {
+        // Real-time events from the child agent
+        if chunk, ok := e.(kit.MessageUpdateEvent); ok {
+            fmt.Print(chunk.Chunk)
+        }
+    },
+})
+// result.Response, result.Error, result.SessionID, result.StopReason
+// result.Usage (*kit.FantasyUsage), result.Elapsed (time.Duration)
+```
+
+### Subscribing to subagent events from parent
+
+```go
+host.OnToolCall(func(e kit.ToolCallEvent) {
+    if e.ToolName == "spawn_subagent" {
+        host.SubscribeSubagent(e.ToolCallID, func(child kit.Event) {
+            // Real-time events scoped to this subagent
+        })
+    }
+})
+```
+
+---
+
+## Authentication
+
+```go
+cm, _ := kit.NewCredentialManager()
+hasKey := kit.HasAnthropicCredentials()
+apiKey := kit.GetAnthropicAPIKey() // stored creds → ANTHROPIC_API_KEY env var
+```
+
+---
+
+## Skills
+
+```go
+// Load a single skill file
+skill, _ := kit.LoadSkill("/path/to/SKILL.md")
+// skill.Name, skill.Description, skill.Content, skill.Path
+
+// Load from directory
+skills, _ := kit.LoadSkillsFromDir("/path/to/skills")
+
+// Auto-discover (global + project-local)
+skills, _ := kit.LoadSkills("/path/to/project")
+
+// Prompt building with skills
+pb := kit.NewPromptBuilder("You are an assistant")
+pb.WithSkills(skills)
+pb.WithSection("", "Extra context here")
+systemPrompt := pb.Build()
+```
+
+---
+
+## Re-exported Types
+
+The SDK re-exports internal types so you don't need direct internal imports:
+
+```go
+// Message types
+kit.Message, kit.MessageRole, kit.ContentPart
+kit.TextContent, kit.ReasoningContent, kit.ToolCall, kit.ToolResult, kit.Finish
+kit.RoleUser, kit.RoleAssistant, kit.RoleTool, kit.RoleSystem
+
+// Session types
+kit.SessionInfo, kit.TreeManager, kit.SessionHeader, kit.MessageEntry
+
+// Config types
+kit.Config, kit.MCPServerConfig
+
+// Provider types
+kit.ProviderConfig, kit.ProviderResult, kit.ModelInfo, kit.ModelCost, kit.ModelLimit
+
+// Fantasy types (from charm.land/fantasy)
+kit.FantasyMessage, kit.FantasyUsage, kit.FantasyResponse
+
+// Compaction types
+kit.CompactionResult, kit.CompactionOptions
+
+// Conversion helpers
+msgs := kit.ConvertToFantasyMessages(&msg)   // SDK message → fantasy messages
+msg := kit.ConvertFromFantasyMessage(fMsg)    // fantasy message → SDK message
+```
+
+---
+
+## Common Patterns
+
+### Pattern: Scripting / CLI pipe
+
+Minimal program for automation — stdout-only output:
+
+```go
+host, _ := kit.New(ctx, &kit.Options{Quiet: true})
+defer func() { _ = host.Close() }()
+
+response, _ := host.Prompt(ctx, os.Args[1])
+fmt.Println(response)
+```
+
+### Pattern: Long-running autonomous agent
+
+Daemon that performs repeated independent tasks:
+
+```go
+host, _ := kit.New(ctx, &kit.Options{
+    SystemPrompt: taskPrompt,
+    Tools:        []kit.Tool{kit.NewBashTool()},
+    NoSession:    true,
+    Quiet:        true,
+})
+defer func() { _ = host.Close() }()
+
+ticker := time.NewTicker(30 * time.Minute)
+for {
+    select {
+    case <-ticker.C:
+        host.ClearSession() // fresh context each iteration
+        host.Prompt(ctx, "Perform the monitoring task")
+    case <-ctx.Done():
+        return
+    }
+}
+```
+
+### Pattern: Streaming output to terminal
+
+```go
+host.OnStreaming(func(e kit.MessageUpdateEvent) {
+    fmt.Print(e.Chunk)
+})
+response, _ := host.Prompt(ctx, "Write a poem")
+```
+
+### Pattern: Multi-turn conversation with memory
+
+```go
+host.Prompt(ctx, "My name is Alice")
+response, _ := host.Prompt(ctx, "What's my name?")
+// Session automatically maintains context across calls
+fmt.Printf("Session: %s\n", host.GetSessionPath())
+```
+
+### Pattern: Tool execution monitoring
+
+```go
+host.OnToolCall(func(e kit.ToolCallEvent) {
+    fmt.Printf("[%s] %s(%s)\n", e.ToolKind, e.ToolName, e.ToolArgs)
+})
+host.OnToolResult(func(e kit.ToolResultEvent) {
+    status := "✓"
+    if e.IsError { status = "✗" }
+    fmt.Printf("[%s] %s %s\n", e.ToolKind, status, e.ToolName)
+})
+```
+
+### Pattern: Guard rails with hooks
+
+```go
+// Block dangerous commands
+host.OnBeforeToolCall(kit.HookPriorityHigh, func(h kit.BeforeToolCallHook) *kit.BeforeToolCallResult {
+    if h.ToolName == "bash" && strings.Contains(h.ToolArgs, "rm -rf") {
+        return &kit.BeforeToolCallResult{Block: true, Reason: "dangerous command"}
+    }
+    return nil
+})
+
+// Inject context before every turn
+host.OnBeforeTurn(kit.HookPriorityNormal, func(h kit.BeforeTurnHook) *kit.BeforeTurnResult {
+    context := "Current user: admin\nEnvironment: production"
+    return &kit.BeforeTurnResult{InjectText: &context}
+})
+```
+
+### Pattern: Parallel subagents
+
+```go
+var wg sync.WaitGroup
+results := make([]*kit.SubagentResult, 3)
+
+tasks := []string{"Analyze auth module", "Analyze database layer", "Analyze API routes"}
+for i, task := range tasks {
+    wg.Add(1)
+    go func(idx int, t string) {
+        defer wg.Done()
+        results[idx], _ = host.Subagent(ctx, kit.SubagentConfig{
+            Prompt:    t,
+            NoSession: true,
+            Timeout:   3 * time.Minute,
+        })
+    }(i, task)
+}
+wg.Wait()
+```
+
+### Pattern: Read-only analysis agent
+
+```go
+host, _ := kit.New(ctx, &kit.Options{
+    SystemPrompt: "You are a code reviewer. Only read and analyze, never modify files.",
+    Tools:        kit.ReadOnlyTools(),
+})
+```
+
+---
+
+## Configuration
+
+The SDK loads config identically to the CLI:
+
+1. Explicit `ConfigFile` in Options (highest priority)
+2. `.kit.yml` in current directory
+3. `~/.kit.yml` in home directory
+4. Environment variables with `KIT_` prefix (`KIT_MODEL`, etc.)
+5. Provider-specific env vars (`ANTHROPIC_API_KEY`, `OPENAI_API_KEY`, etc.)
+
+Config files support `${ENV_VAR}` expansion.
+
+```go
+// Initialize config manually (usually not needed — kit.New handles this)
+kit.InitConfig("/path/to/config.yml", false)
+kit.LoadConfigWithEnvSubstitution("/path/to/config.yml")
+```
+
+---
+
+## Key Files for Reference
+
+- [`pkg/kit/kit.go`](https://github.com/mark3labs/kit/blob/main/pkg/kit/kit.go) — Kit struct, New(), Prompt methods, Subagent, Close
+- [`pkg/kit/types.go`](https://github.com/mark3labs/kit/blob/main/pkg/kit/types.go) — Re-exported types from internal packages
+- [`pkg/kit/tools.go`](https://github.com/mark3labs/kit/blob/main/pkg/kit/tools.go) — Tool constructors and bundles
+- [`pkg/kit/events.go`](https://github.com/mark3labs/kit/blob/main/pkg/kit/events.go) — Event types, EventBus, typed subscribers
+- [`pkg/kit/hooks.go`](https://github.com/mark3labs/kit/blob/main/pkg/kit/hooks.go) — Hook system (BeforeToolCall, AfterToolResult, etc.)
+- [`pkg/kit/sessions.go`](https://github.com/mark3labs/kit/blob/main/pkg/kit/sessions.go) — Session management
+- [`pkg/kit/compaction.go`](https://github.com/mark3labs/kit/blob/main/pkg/kit/compaction.go) — Context compaction
+- [`pkg/kit/models.go`](https://github.com/mark3labs/kit/blob/main/pkg/kit/models.go) — Model registry lookups
+- [`pkg/kit/config.go`](https://github.com/mark3labs/kit/blob/main/pkg/kit/config.go) — Config initialization and defaults
+- [`pkg/kit/skills.go`](https://github.com/mark3labs/kit/blob/main/pkg/kit/skills.go) — Skills loading and prompt building
+- [`pkg/kit/auth.go`](https://github.com/mark3labs/kit/blob/main/pkg/kit/auth.go) — Credential management
+- [`examples/sdk/`](https://github.com/mark3labs/kit/tree/main/examples/sdk) — Working example programs