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SDK for orchestrating Agentic Systems","maintainers":[{"name":"boulder_midweek","email":"boulder_midweek_8m@icloud.com"}],"readme":"# @axlsdk/axl\n\n[![npm version](https://img.shields.io/npm/v/@axlsdk/axl)](https://www.npmjs.com/package/@axlsdk/axl)\n\nCore SDK for orchestrating agentic systems in TypeScript. Part of the [Axl](https://github.com/axl-sdk/axl) monorepo.\n\n## Installation\n\n```bash\nnpm install @axlsdk/axl zod@^4\n```\n\n> **Note:** `zod` is a peer dependency — your application and Axl share a single Zod instance. Zod v4 (`^4.0.0`) is required.\n\n> **Migrating from 0.15?** The 0.16.0 unified event model collapses `TraceEvent` and `StreamEvent` into a single `AxlEvent` union, renames `ExecutionInfo.steps` → `.events` and `AxlStream.steps` → `.lifecycle`, removes the deprecated `parentToolCallId` field, and changes `ctx.checkpoint(fn)` to `ctx.checkpoint(name, fn)`. See the [migration guide](../../docs/migration/unified-event-model.md) for the full rename/move table.\n\n## Project Structure\n\nThe recommended pattern separates config, tools, agents, workflows, and runtime into their own modules. Dependencies flow one direction: tools → agents → workflows → runtime.\n\n```\nsrc/\n  config.ts              — defineConfig (providers, state, trace)\n  runtime.ts             — creates AxlRuntime, registers everything\n\n  tools/\n    db.ts                — tool wrapping database queries\n    email.ts             — tool wrapping email service\n\n  agents/\n    support.ts           — support agent (imports its tools)\n    billing.ts           — billing agent\n\n  workflows/\n    handle-ticket.ts     — orchestrates support + billing agents\n\naxl.config.mts           — re-exports runtime for Axl Studio\n```\n\n### Config\n\nUse `defineConfig` to create a typed configuration. Keep this separate from your runtime so you can swap configs per environment:\n\n```typescript\n// src/config.ts\nimport { defineConfig } from '@axlsdk/axl';\n\nexport const config = defineConfig({\n  providers: {\n    openai: { apiKey: process.env.OPENAI_API_KEY },\n    anthropic: { apiKey: process.env.ANTHROPIC_API_KEY },\n    google: { apiKey: process.env.GOOGLE_API_KEY },\n  },\n  state: { store: 'sqlite', sqlite: { path: './data/axl.db' } },\n  trace: { enabled: true, level: 'steps' },\n});\n```\n\nProvider API keys are also read automatically from environment variables (`OPENAI_API_KEY`, `ANTHROPIC_API_KEY`, `GOOGLE_API_KEY`/`GEMINI_API_KEY`), so for local development you can skip the `providers` block entirely.\n\n**Beyond the big three**, Axl ships presets for any OpenAI-compatible endpoint — pick a model with `preset:model` and set the matching env var:\n\n```typescript\nagent({ model: 'openrouter:anthropic/claude-opus-4.7' }); // OPENROUTER_API_KEY — 300+ models, one key\nagent({ model: 'groq:openai/gpt-oss-120b' });             // GROQ_API_KEY — fastest inference\nagent({ model: 'deepseek:deepseek-reasoner' });           // DEEPSEEK_API_KEY\nagent({ model: 'ollama:llama3' });                        // local — no key, $0\n```\n\nPresets: `openrouter`, `azure`, `xai`, `deepseek`, `mistral`, `groq`, `bedrock`, and self-hosted `ollama` / `vllm` / `lmstudio` / `llamacpp` / `sglang`. The unified `effort` knob and per-call cost tracking work across them. OpenAI Responses, Anthropic, Google, and OpenRouter accept image input, and OpenAI Chat Completions, Google, and OpenRouter accept general recorded-audio input, without hard-coding a model catalog; the selected upstream model remains authoritative. Completed-file transcription is a separate, narrower contract. Build your own compatible provider by cloning a `ProviderProfile`; see [provider details](../../docs/providers.md) and [multimodal input](../../docs/multimodal-input.md).\n\nEach provider also accepts an opt-in `rateLimit` (`{ maxConcurrent?, minIntervalMs?, acquireTimeoutMs? }`) for proactive client-side pacing on top of the automatic 429/503/529 backoff — useful when a large fan-out (e.g. an eval) shares one API key. It caps in-flight request concurrency (not token throughput) for that provider's chat calls. See [Providers → Rate limiting](../../docs/providers.md#rate-limiting-opt-in).\n\nBuilt-in providers require HTTPS for remote endpoints and never follow redirects.\nLiteral loopback HTTP remains automatic for local inference; Docker service names,\nprivate-network URLs, and other remote HTTP endpoints require the provider-local\n`dangerouslyAllowInsecureHttp: true` acknowledgement. Keep Axl and proprietary\nsystem prompts on your trusted backend—see\n[Prompt confidentiality](../../docs/security.md#prompt-confidentiality-and-the-trusted-backend).\n\nState store options: `'memory'` (default), `'sqlite'` (requires `better-sqlite3`), or a `RedisStore` instance for multi-process deployments. See [State Stores](#state-stores).\n\n### Tools, Agents, and Workflows\n\nDefine each in its own module. Tools wrap your services, agents import the tools they need, workflows orchestrate agents:\n\n```typescript\n// src/tools/db.ts\nimport { tool } from '@axlsdk/axl';\nimport { z } from 'zod';\nimport { db } from '../services/db.js';\n\nexport const lookupOrder = tool({\n  name: 'lookup_order',\n  description: 'Look up an order by ID',\n  input: z.object({ orderId: z.string() }),\n  handler: async ({ orderId }) => db.orders.findById(orderId),\n});\n```\n\n```typescript\n// src/agents/support.ts\nimport { agent } from '@axlsdk/axl';\nimport { lookupOrder } from '../tools/db.js';\n\nexport const supportAgent = agent({\n  name: 'support',\n  model: 'openai-responses:gpt-5.5',\n  system: 'You are a customer support agent. Use tools to look up order information.',\n  tools: [lookupOrder],\n});\n```\n\n```typescript\n// src/workflows/handle-ticket.ts\nimport { workflow } from '@axlsdk/axl';\nimport { z } from 'zod';\nimport { supportAgent } from '../agents/support.js';\n\nexport const handleTicket = workflow({\n  name: 'handle-ticket',\n  input: z.object({ message: z.string() }),\n  handler: async (ctx) => ctx.ask(supportAgent, ctx.input.message),\n});\n```\n\n### Runtime\n\nThe runtime is the composition root — it imports the config and registers all workflows. Your application and [Axl Studio](https://github.com/axl-sdk/axl/tree/main/packages/axl-studio) both import this module:\n\n```typescript\n// src/runtime.ts\nimport { AxlRuntime } from '@axlsdk/axl';\nimport { config } from './config.js';\nimport { handleTicket } from './workflows/handle-ticket.js';\nimport { supportAgent } from './agents/support.js';\nimport { lookupOrder } from './tools/db.js';\n\nexport const runtime = new AxlRuntime(config);\nruntime.register(handleTicket);\nruntime.registerAgent(supportAgent);\nruntime.registerTool(lookupOrder);\n```\n\n```typescript\n// axl.config.mts — thin entry point for Axl Studio\nimport { runtime } from './src/runtime.js';\nexport default runtime;\n```\n\n## API\n\n### `tool(config)`\n\nDefine a tool with Zod input validation:\n\n```typescript\nimport { tool } from '@axlsdk/axl';\nimport { z } from 'zod';\n\nconst calculator = tool({\n  name: 'calculator',\n  description: 'Evaluate arithmetic expressions',\n  input: z.object({ expression: z.string() }),\n  handler: ({ expression }) => {\n    const result = new Function(`return (${expression})`)();\n    return { result };\n  },\n  // handler also accepts (input, ctx) for nested agent invocations — see below\n  retry: { attempts: 3, backoff: 'exponential' },\n  sensitive: false,\n  // Keep the complete handler result for the host while sending only this\n  // allowlisted projection back to the model:\n  toModelOutput: (result) => ({ answer: result.result }),\n});\n```\n\n`toModelOutput` is an opt-in, synchronous mapper for successful agent-invoked local tools. Strings are sent verbatim; JSON-compatible values are strictly validated and serialized once. The full post-hook result stays on the succeeded `tool_call_end.data.outcome.result` for host rendering (subject to `trace.redact`). `sensitive: true` and thrown handler/hook/mock failures skip projection, and projection errors close the call as `failed` / `projection` with no raw fallback. Direct `tool.run()`/`_execute()`, MCP tools, and handoffs are unchanged. See the [API reference](../../docs/api-reference.md#model-facing-tool-output) for the exact type, validation, mock, and delivery contract.\n\nA normally returned value succeeds even when it contains an `error` property,\nand `hooks.after` runs after every normal handler return. Throw `ToolFailure`\nwhen a known failure has an author-declared message that is safe for model\nrecovery; ordinary throws abort the ask without provider tool content. Live\nevents use schema v2: pre-start rejection is `tool_call_rejected`, while every\naccepted call closes with a `succeeded`, `failed`, `denied`, or `cancelled`\noutcome. See the\n[migration guide](../../docs/migration/stream-first-observation.md).\n\nTool handlers receive a second parameter `ctx: WorkflowContext` (a child context), enabling the \"agent-as-tool\" composition pattern:\n\n```typescript\nconst researchTool = tool({\n  name: 'research',\n  description: 'Delegate to a specialist',\n  input: z.object({ question: z.string() }),\n  handler: async (input, ctx) => ctx.ask(researcher, input.question),\n});\n```\n\n### `agent(config)`\n\nDefine an agent with model, system prompt, tools, and handoffs:\n\n```typescript\nimport { agent } from '@axlsdk/axl';\n\nconst researcher = agent({\n  name: 'researcher',\n  model: 'openai-responses:gpt-5.5',\n  system: 'You are a research assistant.',\n  tools: [calculator],\n  effort: 'high',\n  maxTurns: 10,\n  timeout: '30s',\n  temperature: 0.7,\n  version: 'v1.2',\n});\n```\n\nDynamic model and system prompt selection:\n\n```typescript\nconst dynamicAgent = agent({\n  model: (ctx) =>\n    ctx.metadata?.tier === 'premium'\n      ? 'openai-responses:gpt-5.5'\n      : 'openai-responses:gpt-5-nano',\n  system: (ctx) => `You are a ${ctx.metadata?.role ?? 'general'} assistant.`,\n});\n```\n\n#### Ask deadlines\n\n`timeout` is a graceful between-turn budget (default `'60s'`): the current provider\nturn and ordinary tool work finish, but Axl will not start another turn after it expires.\nTime spent in `awaitHuman` is excluded. For a strict request SLA, pass an ask-local signal:\n\n```typescript\nconst answer = await ctx.ask(researcher, question, {\n  signal: AbortSignal.timeout(15_000), // hard wall-clock deadline\n});\n```\n\nFor long-running work without a short wall-clock SLA, use `stallTimeout` as an opt-in\nanti-hang guard (`'120s'` is conservative starting guidance, not an SDK default):\n\n```typescript\nconst answer = await ctx.ask(researcher, question, {\n  stallTimeout: '120s', // reset whenever a streamed chunk arrives\n});\n```\n\n`signal` aborts in-flight work and preserves its exact reason. `stallTimeout` throws\n`StallTimeoutError` (a `TimeoutError` subtype). Both discard partial streamed output. If you\ncombine them, make the strict deadline longer than the stall window when you want either control\nto be able to fire. See the\n[API reference](../../docs/api-reference.md#ask-deadlines-cancellation-and-stalled-requests)\nfor precedence, nested asks, and provider timing details.\n\n#### Dynamic Handoffs\n\n`handoffs` accepts a static array or a function for runtime-conditional routing:\n\n```typescript\nconst router = agent({\n  model: 'openai-responses:gpt-5-mini',\n  system: 'Route to the right specialist.',\n  handoffs: (ctx) => {\n    const base = [\n      { agent: billingAgent, description: 'Billing issues' },\n      { agent: shippingAgent, description: 'Shipping questions' },\n    ];\n    if (ctx.metadata?.tier === 'enterprise') {\n      base.push({ agent: priorityAgent, description: 'Priority support' });\n    }\n    return base;\n  },\n});\n```\n\n#### Workflow-Level Routing with `ctx.delegate()`\n\nWhen your workflow (not an agent's LLM) needs to pick the best agent:\n\n```typescript\nconst result = await ctx.delegate(\n  [billingAgent, shippingAgent, returnsAgent],\n  customerMessage,\n);\n```\n\n`ctx.delegate()` creates a temporary router agent that uses handoffs to select the best candidate. For a single agent, it calls `ctx.ask()` directly with no routing overhead.\n\n#### Effort (cross-provider reasoning control)\n\nThe `effort` parameter provides a unified way to control reasoning depth across all providers:\n\n```typescript\n// Simple levels — works on any provider\nconst reasoner = agent({\n  model: 'anthropic:claude-opus-4-7',\n  system: 'You are a careful analyst.',\n  effort: 'high', // 'none' | 'low' | 'medium' | 'high' | 'xhigh' | 'max'\n});\n\n// Explicit thinking budget (in tokens — supported on Gemini 2.x and Anthropic)\nconst budgetReasoner = agent({\n  model: 'google:gemini-2.5-pro',\n  system: 'Think step by step.',\n  thinkingBudget: 5000,\n});\n\n// Per-call override\nconst result = await reasoner.ask('Analyze this data', { effort: 'low' });\n```\n\nEach provider maps `effort` to its native API: reasoning effort (OpenAI), adaptive thinking (Anthropic), thinking level/budget (Gemini). See [docs/providers.md](../../docs/providers.md) for the full mapping table.\n\n### `workflow(config)`\n\nDefine a named workflow with typed input:\n\n```typescript\nimport { workflow } from '@axlsdk/axl';\nimport { z } from 'zod';\n\nconst myWorkflow = workflow({\n  name: 'my-workflow',\n  input: z.object({ query: z.string() }),\n  handler: async (ctx) => {\n    return ctx.ask(researcher, ctx.input.query, {\n      schema: z.object({ answer: z.string() }),\n    });\n  },\n});\n```\n\nFor single-ask workflows, use `schema` on `ctx.ask()` — it instructs the LLM and retries automatically on invalid output. The optional `output` field validates your handler's return value *after* it runs (no LLM retry), which is useful for multi-step workflows where your orchestration logic (spawn, vote, transform) could assemble the wrong shape:\n\n```typescript\nconst answerSchema = z.object({ answer: z.number() });\n\nconst reliable = workflow({\n  name: 'reliable',\n  input: z.object({ question: z.string() }),\n  output: answerSchema, // validates the spawn+vote result, not the LLM\n  handler: async (ctx) => {\n    const results = await ctx.spawn(3, async (_i) =>\n      ctx.ask(mathAgent, ctx.input.question, { schema: answerSchema }),\n    );\n    return ctx.vote(results, { strategy: 'majority', key: 'answer' });\n  },\n});\n```\n\n### `AxlRuntime`\n\nRegister and execute workflows:\n\n```typescript\nruntime.register(myWorkflow);\n\n// Execute\nconst result = await runtime.execute('my-workflow', { query: 'Hello' });\n\n// Stream\nconst stream = runtime.stream('my-workflow', { query: 'Hello' });\nfor await (const event of stream) {\n  if (event.type === 'token') process.stdout.write(event.data);\n  if (event.type === 'error') console.error('Stream error:', event.data.message);\n  if (event.type === 'done') console.log('Result:', event.data.result);\n}\n\n// Sessions — multi-turn conversations with persisted history.\n// `send`/`stream`/`end`/`fork` are serialized per session id within\n// the runtime; concurrent calls on the same id queue FIFO. Cross-process\n// locking is NOT provided — see docs/api-reference.md for details.\nconst session = runtime.session('user-123');\nawait session.send('my-workflow', { query: 'Hello' });\nawait session.send('my-workflow', { query: 'Follow-up' });\n\n// In multi-agent workflows, each committed assistant message carries\n// `ChatMessage.agent` (the originating agent's name) so consumers can\n// attribute history. Surfaced as a clickable badge in Studio.\nconst history = await session.history();\n//   [{ role: 'user', content: '...' },\n//    { role: 'assistant', content: '...', agent: 'triage' }, ...]\n\n// Stream a session turn\nconst sessionStream = await session.stream('my-workflow', { query: 'Hello' });\nfor await (const event of sessionStream) {\n  if (event.type === 'token') process.stdout.write(event.data);\n}\n```\n\n#### Observing inside a workflow handler with `ctx.events`\n\nTo observe events between `ctx.ask()` calls — e.g., streaming `partial_object` snapshots to a UI as a multi-step structured-output workflow runs — read `ctx.events`. Same `AxlEvent` union and curated views (`.text`, `.lifecycle`, `.textByAsk`, `.partialObjects`) as `AxlStream`, scoped to the current context (and its children — agent-as-tool nested asks bubble up).\n\n```typescript\n// Schemas + agents the example references — declared so the snippet\n// compiles standalone.\nconst outlineSchema = z.object({ outline: z.array(z.string()) });\nconst draftSchema = z.object({ draft: z.string() });\nconst planner = agent({ model: 'openai:gpt-4o', system: 'Plan an outline.' });\nconst writer = agent({ model: 'openai:gpt-4o', system: 'Write a draft.' });\n\nconst wf = workflow({\n  name: 'two-step',\n  input: z.object({ topic: z.string() }),\n  handler: async (ctx) => {\n    // Allocate the bus first — `ctx.events` is a lazy getter; the\n    // streaming code path inside ctx.ask() only activates when an\n    // observer was present at the time the ask started. Touching the\n    // getter synchronously here wires every ask in this handler.\n    // Defensive `void ctx.events;` (or `const events = ctx.events;`) is\n    // the unambiguous pattern — relying on the IIFE alone is correct\n    // but subtle, since the synchronous `for await (...ctx.events.partialObjects)`\n    // expression evaluates the getter before the first suspension.\n    const events = ctx.events;\n    // Background observer. The IIFE returns a promise; attaching a `.catch`\n    // ensures consumer errors surface in your logs instead of being\n    // swallowed by the unhandled-rejection handler. The bus\n    // auto-finishes on `workflow_end` / `error`, so the iterator\n    // terminates with the run.\n    void (async () => {\n      for await (const partial of events.partialObjects) {\n        // .partialObjects is the coalescing view: yields the LATEST\n        // payload per askId, with the 1-indexed `attempt` (UIs can flag\n        // a regenerating draft when it bumps to 2). Memory bounded by\n        // O(active asks), not O(events). Designed for\n        // streaming-structured-output UIs.\n        console.log(`[ask ${partial.askId} attempt ${partial.attempt}]`, partial.object);\n      }\n    })().catch((err) => ctx.log('observer.failed', { error: String(err) }));\n\n    const outline = await ctx.ask(planner, ctx.input.topic, { schema: outlineSchema });\n    // ctx.ask's second arg is a string prompt — serialize the\n    // structured outline for the next agent.\n    const draft = await ctx.ask(writer, JSON.stringify(outline), { schema: draftSchema });\n    return draft;\n  },\n});\n```\n\nSubscribe before the first `ctx.ask()` — the streaming code path inside `ctx.ask()` only activates when an observer is present at the time the ask starts. The bus auto-terminates on `workflow_end` / `error` (and on signal abort, for ad-hoc `runtime.createContext({ signal })` flows). Configure the iterator-queue cap and overflow policy via `runtime.execute(..., { events: { maxQueued, onOverflow } })` — defaults (`maxQueued: 10_000`, `onOverflow: 'drop-oldest-non-terminal'`) are a default-on safety net against slow consumers. See [`docs/observability.md`](../../docs/observability.md#observation-paths) for the full Observation paths comparison, [`docs/api-reference.md`](../../docs/api-reference.md#ctxevents) for the type table, and [`docs/migration/stream-first-observation.md`](../../docs/migration/stream-first-observation.md) for upgrade notes.\n\nThe former `onToken`, `onToolCall`, and `onAgentStart` options on\n`runtime.createContext()` are removed. Use `ctx.events`, `runtime.stream()`, or\nthe runtime trace listener according to observation scope; untyped callers that\nstill pass a removed key receive a targeted migration error.\n\n### Context Primitives\n\nAll available on `ctx` inside workflow handlers. See the [API Reference](../../docs/api-reference.md) for complete option types, valid values, and defaults.\n\n```typescript\n// Invoke an agent (schema/validate retries accumulate — LLM sees all previous failed attempts)\nconst answer = await ctx.ask(agent, 'prompt', { schema, retries });\n\n// Run 3 agents in parallel — each gets the same question independently\nconst results = await ctx.spawn(3, async (i) => ctx.ask(agent, prompts[i]));\n\n// Pick the answer that appeared most often — also supports LLM-as-judge via scorer\nconst winner = await ctx.vote(results, { strategy: 'majority', key: 'answer' });\n\n// Retry-until-valid loop — for APIs, pipelines, or as a repair fallback for ctx.ask()\nconst valid = await ctx.verify(\n  async () => fetchRouteFromAPI(origin, destination),\n  RouteSchema,\n  { retries: 3, fallback: defaultRoute },\n);\n\n// Cost control — returns { value, budgetExceeded, totalCost }\nconst { value } = await ctx.budget(\n  { cost: '$1.00', onExceed: 'hard_stop' },\n  async () => ctx.ask(agent, prompt),\n);\n\n// First to complete\nconst fastest = await ctx.race(\n  [() => ctx.ask(agentA, prompt), () => ctx.ask(agentB, prompt)],\n  { schema },\n);\n\n// Concurrent independent tasks\nconst [a, b] = await ctx.parallel([\n  () => ctx.ask(agentA, promptA),\n  () => ctx.ask(agentB, promptB),\n]);\n\n// Map with bounded concurrency — resolve when 3 of N succeed, cancel the rest\nconst mapped = await ctx.map(items, async (item) => ctx.ask(agent, item), {\n  concurrency: 5,\n  quorum: 3,\n});\n\n// Human-in-the-loop — suspends until resolved via API or Studio\nconst decision = await ctx.awaitHuman({\n  channel: 'approvals',\n  prompt: 'Approve this action?',\n});\n\n// Scoped checkpoint — on first evaluation, executes and saves the result\n// under the current execution ID. A later evaluation in that same explicit\n// execution scope can replay it. Axl does not automatically restart or\n// resume workflows across processes.\nconst checkpointed = await ctx.checkpoint('expensive-op', async () => expensiveOperation());\n```\n\n### OpenTelemetry Observability\n\nAutomatic span emission for every `ctx.*` primitive with cost-per-span attribution. Install `@opentelemetry/api` as an optional peer dependency.\n\n```typescript\nimport { defineConfig, AxlRuntime } from '@axlsdk/axl';\nimport {\n  BasicTracerProvider,\n  SimpleSpanProcessor,\n} from '@opentelemetry/sdk-trace-base';\nimport { OTLPTraceExporter } from '@opentelemetry/exporter-trace-otlp-http';\n\nconst tracerProvider = new BasicTracerProvider();\ntracerProvider.addSpanProcessor(\n  new SimpleSpanProcessor(\n    new OTLPTraceExporter({ url: 'http://localhost:4318/v1/traces' }),\n  ),\n);\n\nconst config = defineConfig({\n  telemetry: {\n    enabled: true,\n    serviceName: 'my-app',\n    tracerProvider,\n  },\n});\n\nconst runtime = new AxlRuntime(config);\nawait runtime.initializeTelemetry();\n```\n\n**Span model:** `axl.workflow.execute` > `axl.agent.ask` > `axl.tool.call`. Also: `axl.ctx.spawn`, `axl.ctx.race`, `axl.ctx.vote`, `axl.ctx.budget`, `axl.ctx.awaitHuman`. Each span includes relevant attributes (cost, duration, token counts, etc.).\n\nWhen disabled (default), `NoopSpanManager` provides zero overhead.\n\n```typescript\nimport { createSpanManager, NoopSpanManager } from '@axlsdk/axl';\n```\n\n### Memory Primitives\n\nWorking memory backed by the `StateStore` interface:\n\n```typescript\n// Store and retrieve structured state\nawait ctx.remember('user-preferences', { theme: 'dark', lang: 'en' });\nconst prefs = await ctx.recall('user-preferences');\nawait ctx.forget('user-preferences');\n\n// Scoped to session (default) or global\nawait ctx.remember('user-profile', data, { scope: 'global' });\nconst profile = await ctx.recall('user-profile', { scope: 'global' });\n```\n\nSemantic recall requires a vector store and embedder on the config:\n\n```typescript\nimport { defineConfig, AxlRuntime, InMemoryVectorStore, OpenAIEmbedder } from '@axlsdk/axl';\n\nconst config = defineConfig({\n  memory: {\n    vectorStore: new InMemoryVectorStore(),\n    embedder: new OpenAIEmbedder({ model: 'text-embedding-3-small' }),\n  },\n});\n\nconst runtime = new AxlRuntime(config);\n\n// In a workflow:\nconst relevant = await ctx.recall('knowledge-base', {\n  query: 'refund policy',\n  topK: 5,\n});\n```\n\nVector store implementations: `InMemoryVectorStore` (testing), `SqliteVectorStore` (production, requires `better-sqlite3`).\n\n**Embedder cost attribution.** `OpenAIEmbedder` reports `{ tokens, cost, model }` on every embed call — computed from the response's `prompt_tokens` and a pricing table (`text-embedding-3-small` $0.02/1M, `-large` $0.13/1M, `ada-002` $0.10/1M). The cost flows through `runtime.trackExecution()` the same way agent-call cost does, counts against `ctx.budget()`, and shows up in Studio's Cost Dashboard under \"Memory (Embedder)\". See [observability.md](../../docs/observability.md#event-types) for the trace-event shape.\n\n**Custom `Embedder` implementations** (breaking change in 0.15.0 — `embed()` previously returned `Promise<number[][]>`):\n\n```typescript\nimport type { Embedder, EmbedResult } from '@axlsdk/axl';\n\nclass MyEmbedder implements Embedder {\n  readonly dimensions = 1536;\n\n  // `signal` is optional but recommended — lets budget hard-stops and user\n  // aborts cancel in-flight embedder fetches mid-retry.\n  async embed(texts: string[], signal?: AbortSignal): Promise<EmbedResult> {\n    const vectors = await myProvider.embed(texts, { signal });\n    return { vectors }; // `usage` optional — omit if you don't compute cost\n  }\n}\n```\n\n### Agent Guardrails\n\nInput and output validation at the agent boundary. You define your own validation logic — Axl calls it before and after each LLM turn:\n\n```typescript\n// Your validation functions — Axl doesn't ship these, you bring your own\nconst containsPII = (text: string) => /\\b\\d{3}-\\d{2}-\\d{4}\\b/.test(text);\nconst isOffTopic = (text: string) => !text.toLowerCase().includes('support');\n\nconst safe = agent({\n  model: 'openai-responses:gpt-5.5',\n  system: 'You are a helpful assistant.',\n  guardrails: {\n    input: async (prompt, ctx) => {\n      if (containsPII(prompt)) return { block: true, reason: 'PII detected' };\n      return { block: false };\n    },\n    output: async (response, ctx) => {\n      if (isOffTopic(response))\n        return { block: true, reason: 'Off-topic response' };\n      return { block: false };\n    },\n    onBlock: 'retry', // 'retry' | 'throw' | (reason, ctx) => fallbackResponse\n    maxRetries: 2,\n  },\n});\n```\n\nWhen `onBlock` is `'retry'`, the LLM's blocked output is appended to the conversation (as an assistant message) along with a user message containing the block reason, then the LLM is re-called so it can self-correct. These messages **accumulate** across retries — if the guardrail blocks multiple times, the LLM sees all prior failed attempts and corrections before its next try. All retry messages are ephemeral — they are **not** persisted to session history, so subsequent session turns never see the blocked attempts. Schema retries and validate retries use the same accumulating pattern. Input guardrails always throw since the prompt is user-supplied. Throws `GuardrailError` if retries are exhausted or `onBlock` is `'throw'`.\n\nFor **business rule validation** on the parsed typed object (not raw text), use `validate` on `ctx.ask()`:\n\n```typescript\nconst UserSchema = z.object({\n  name: z.string(),\n  email: z.string(),\n  role: z.enum(['admin', 'editor', 'viewer']),\n});\n\nconst result = await ctx.ask(extractAgent, 'Extract user from this text', {\n  schema: UserSchema,\n  validate: (user) => {\n    if (user.role === 'admin' && !user.email.endsWith('@company.com')) {\n      return { valid: false, reason: 'Admin users must have a company email' };\n    }\n    return { valid: true };\n  },\n});\n```\n\n`validate` is per-call, co-located with the `schema` it validates. It runs **after** schema parsing succeeds, receiving the fully typed object. On failure, the LLM sees all previous attempts (accumulating context) and the validation reason. Requires `schema` — without it, validate is skipped (use guardrails for raw text). Throws `ValidationError` after retries are exhausted. Also supported on `ctx.delegate()`, `ctx.race()`, and `ctx.verify()`.\n\n### State Stores\n\nThree built-in implementations persist workflow checkpoints, pending `awaitHuman` requests, session history, memory entries, execution history, and eval history. Pending approval requests remain visible after process loss, but their workflow continuation is in-process only; use an application-owned durable command/idempotency protocol for cross-process approval. Cancellation compensation is serialized with public resolution. If compensation fails, the request stays visible and the runtime emits `decision_cleanup_failed` for operator retry or total deletion.\n\n**Memory** (default) — in-process, no persistence. Use for development and stateless workflows.\n\n```typescript\nconst runtime = new AxlRuntime();\n```\n\n**SQLite** — file-based persistence. Use for single-process deployments that need durable state across restarts.\n\n```bash\nnpm install better-sqlite3\n```\n\n```typescript\nconst runtime = new AxlRuntime({\n  state: { store: 'sqlite', sqlite: { path: './data/axl.db' } },\n});\n```\n\n**Redis** — shared state across multiple processes. Use for multi-replica deployments or any setup where more than one process runs `AxlRuntime`.\n\n```bash\nnpm install redis\n```\n\n```typescript\nimport { AxlRuntime, RedisStore } from '@axlsdk/axl';\n\nconst store = await RedisStore.create('redis://localhost:6379');\nconst runtime = new AxlRuntime({ state: { store } });\n\n// Graceful shutdown — closes the Redis connection\nawait runtime.shutdown();\n```\n\n`RedisStore.create()` connects before returning, so any connection error surfaces at startup rather than on first use. The runtime's `shutdown()` closes the connection automatically.\n\nPass an options object instead of a URL string to set a custom `keyPrefix` (default `'axl:'`) — useful when multiple Axl deployments share a Redis cluster — or to configure TTLs:\n\n```typescript\nconst store = await RedisStore.create({\n  url: 'redis://localhost:6379',\n  keyPrefix: 'axl:prod:', // staging would use 'axl:staging:'\n  defaultTtl: 60 * 60 * 24 * 30, // 30 days for everything\n  ttls: {\n    checkpoint: 60 * 60 * 24 * 7,  // shorter for checkpoints\n    sessionMeta: null,             // explicit opt-out\n  },\n});\n```\n\nThe prefix is concatenated as-given — no normalization. Include a trailing colon if you want one. Empty string is rejected.\n\n**TTLs are strongly recommended in production** — without them every `save*` accumulates forever and Redis eventually OOMs. Sliding window: `memory`, `session`, `sessionMeta` (every write refreshes; reads do NOT). Fixed-creation: `checkpoint`, `streamingEvents`. Fixed-refresh: `executionState`, `executionHistory`, `evalHistory`. `streamingEvents` is opt-in only (does NOT fall back to `defaultTtl`). See [api-reference.md](../../docs/api-reference.md#redisstore-options) for the full table.\n\n#### Crash survival: `state.persist: 'streaming'`\n\nOpt-in mode that flushes events to the configured store throughout a run, so a mid-execution crash leaves a recoverable trace.\n\n```typescript\nconst runtime = new AxlRuntime({\n  state: {\n    store: await RedisStore.create(redisUrl),\n    persist: 'streaming',          // default 'terminal' (back-compat)\n    streamingBatchSize: 100,       // events per flush trigger\n    streamingBatchInterval: 1000,  // ms\n  },\n});\n\n// Boot sequence: lazy-load THEN recover THEN accept new work\nawait runtime.getExecutions();\nconst recovered = await runtime.recoverIncompleteStreams();\nconsole.log(`Recovered ${recovered.length} crashed executions`);\napp.listen(3000);\n```\n\nExcluded events (never flushed): `token`, `partial_object`, `string_delta` — reconstructable from `agent_call_end.data.response`. Scope: `runtime.execute()` and `runtime.stream()` only — `createContext()` flows are deliberately excluded (no terminal finalize path).\n\nSynthesized recovered executions carry `status: 'failed'`, `error: 'process terminated (recovered from streaming buffer)'`, and `observation: { complete: false, reason: 'process_interrupted' }`; `workflow` is `__axl/recovered` when no `workflow_start` was captured. Events are bounded by `state.maxEventsPerExecution`. SQLite does not implement streaming methods — the runtime warns and falls back to terminal mode.\n\nSee [docs/migration/state-store-durability.md](../../docs/migration/state-store-durability.md) for the full design.\n\n#### Execution lifecycle: `runtime.deleteExecution(id)`\n\nGDPR right-to-be-forgotten. One call sweeps every per-execution surface (data + indexes + checkpoints + suspended state + streaming buffer + pending decisions) and emits an `execution_deleted` audit event.\n\n```typescript\nawait runtime.deleteExecution(executionId);\n\nruntime.on('execution_deleted', (e) => {\n  // e: { executionId, wasActive, hadPendingDecision, removed }\n  auditLog.write({ event: 'execution.deleted', ...e });\n});\n\nruntime.on('decision_cleanup_failed', (e) => {\n  opsAlerts.write({ event: 'approval.cleanup_failed', ...e });\n});\n```\n\nIf the execution is still running, the workflow is aborted (and a paused `ctx.awaitHuman()` correctly wakes with `AbortError` — fixed in 0.17.7). The resurrection guard ensures the workflow's eventual `workflow_end` doesn't re-create the row. Deletion waits for any in-process approval resolution or cancellation compensation before the store sweep. Custom stores must make `resolveDecision` idempotent and implement the complete execution-scoped sweep in `deleteExecution`.\n\n`ExecutionInfo.metadata` round-trips from `ExecuteOptions.metadata` (`userId`, `tenantId`, etc.) — queryable via `runtime.getExecutions().filter(...)`. Internal session control-plane keys (`sessionHistory`, `sessionId`) are stripped before persistence; they remain available via `ctx.metadata` for dynamic selectors.\n\n### Session Options\n\n```typescript\nconst session = runtime.session('user-123', {\n  history: {\n    maxMessages: 100,\n    summarize: true,\n    summaryModel: 'openai-responses:gpt-5-mini',\n  },\n  persist: true,\n});\n```\n\nWhen `maxMessages` is exceeded:\n\n- **`summarize: false`** (default) — oldest messages beyond the limit are dropped. Only the most recent `maxMessages` are kept.\n- **`summarize: true`** — before dropping, the overflow messages are sent to `summaryModel` for summarization. The summary is saved to session metadata and included as context on subsequent turns. Each time the limit is exceeded again, the new overflow is summarized together with the previous summary, so context accumulates incrementally.\n\n| Option                 | Type      | Default   | Description                                                   |\n| ---------------------- | --------- | --------- | ------------------------------------------------------------- |\n| `history.maxMessages`  | `number`  | unlimited | Max messages to retain in history                             |\n| `history.summarize`    | `boolean` | `false`   | Summarize overflow messages instead of dropping them           |\n| `history.summaryModel` | `string`  | —         | Model URI for summarization (required when `summarize: true`) |\n| `persist`              | `boolean` | `true`    | Persist history to StateStore                                 |\n\n### Error Hierarchy\n\n```typescript\nimport {\n  AxlError, // Base class\n  VerifyError, // Schema validation failed after retries\n  QuorumNotMet, // Quorum threshold not reached\n  NoConsensus, // Vote could not reach consensus\n  TimeoutError, // Operation exceeded timeout\n  StallTimeoutError, // Provider request stopped making progress\n  MaxTurnsError, // Agent exceeded max tool-calling turns\n  BudgetExceededError, // Budget limit exceeded\n  GuardrailError, // Guardrail blocked input or output\n  ValidationError, // Post-schema business rule validation failed after retries\n} from '@axlsdk/axl';\n```\n\n### Provider URIs\n\nFour native adapters using the `provider:model` URI scheme (plus the OpenAI-compatible presets above):\n\n```\nopenai-responses:gpt-5.5               # OpenAI Responses API (preferred over Chat Completions)\nopenai:gpt-5.4                         # OpenAI Chat Completions\nanthropic:claude-opus-4-8              # Anthropic (supports effort: 'xhigh' and 'max')\ngoogle:gemini-3.1-pro-preview          # Google Gemini\n```\n\nSee [docs/providers.md](../../docs/providers.md) for the full model list including reasoning models.\n\n### General recorded-audio input\n\nAn `InputAudioPart` puts a finite recording directly in front of a chat model so\nit can reason about speech *and* non-speech sound — the journey transcription\ncannot serve.\n\n```typescript\nawait ctx.ask(listener, [\n  { type: 'audio', source: { type: 'bytes', data: wav, mediaType: 'audio/wav' } },\n  { type: 'text', text: 'What kind of sound is this?' },\n]);\n```\n\nSources are `bytes | base64 | provider-file`; an audio URL is unrepresentable by\nconstruction. Audio is a per-provider opt-in: `openrouter:` is live-certified for\na text answer, a tool continuation, and streaming; `openai:` (Chat Completions\n`input_audio`) and `google:` (Interactions) are implemented but not yet\ncertified; `anthropic:`, `openai-responses:`, and every other compatible preset\nreject an audio part with zero requests and no transcription fallback. See\n[Multimodal input](../../docs/multimodal-input.md#general-recorded-audio-input).\n\n### Completed-file transcription\n\nUse `ctx.transcribe()` for finite recordings, then explicitly pass\n`Transcript.text` to an agent if analysis is needed. It is separate from chat\nhistory and chat providers. OpenAI and Gemini use their documented model\ncontracts; any nonblank `openrouter-transcription:<vendor/model>` URI can\ndispatch supported bytes/base64 to OpenRouter, where the selected model/route\ndecides endpoint compatibility. See [Multimodal input](../../docs/multimodal-input.md)\nfor the 25 MiB inline bound, source types, options, transcript redaction,\ntemporary Gemini Files cleanup, and live-verification commands. Transcription and\ngeneral audio input are separate products: neither is ever a hidden\nimplementation of the other.\n\n## License\n\n[Apache 2.0](../../LICENSE)\n","readmeFilename":"README.md"}