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for Reactive Agents — ExecutionEngine, ReactiveAgentBuilder, and createRuntime","maintainers":[{"name":"tylerbuell","email":"tylerjrbuell@gmail.com"}],"readme":"# @reactive-agents/runtime\n\n> Version: **0.15.0** — execution runtime for [Reactive Agents](https://docs.reactiveagents.dev/).\n\nThe runtime package contains the 12-phase `ExecutionEngine`, the `ReactiveAgentBuilder` fluent API,\n`createRuntime()` for low-level Effect-TS layer composition, and the agent-level orchestration\nsurfaces (streaming, debrief, sessions, channels, gateway).\n\n## Installation\n\n```bash\nbun add @reactive-agents/runtime\n```\n\nOr install the umbrella package (recommended for new projects — pulls in core, reasoning,\nllm-provider, tools, memory, gateway, and channels in one shot):\n\n```bash\nbun add reactive-agents\n```\n\n## What this package provides\n\n- **`ReactiveAgentBuilder`** — chainable builder for assembling agents from optional capabilities\n  (provider, model, memory, reasoning, tools, gateway, channels, observability, …).\n- **`ExecutionEngine`** — the 12-phase reactive lifecycle that every task flows through; emits\n  hooks at every phase boundary.\n- **`createRuntime()` / `createLightRuntime()`** — Effect-TS layer factories for embedding the\n  runtime inside larger Effect programs.\n- **`AgentSession` / `directChat()`** — stateless and stateful chat surfaces backed by\n  `SessionStore` (used by gateway chat mode).\n- **`AgentStream`** — streaming event API (deltas, tool calls, phase transitions).\n- **`synthesizeDebrief()`** — post-run summary with cost, tools, entropy, verdict.\n- **`ingestDocuments()`** — RAG ingestion helper for `.withDocuments()`.\n\n## Quick example\n\n```typescript\nimport { ReactiveAgents } from \"@reactive-agents/runtime\";\n\nconst agent = await ReactiveAgents.create()\n  .withName(\"my-agent\")\n  .withProvider(\"anthropic\")\n  .withModel(\"claude-sonnet-4-6\")\n  .withMemory({ tier: \"standard\" })\n  .withReasoning()\n  .withGuardrails()\n  .withCostTracking()\n  .build();\n\nconst result = await agent.run(\"Explain the CAP theorem\");\nconsole.log(result.output);\nconsole.log(result.metadata); // { duration, cost, tokensUsed, stepsCount, ... }\n```\n\n### Effect API\n\n```typescript\nimport { Effect } from \"effect\";\nimport { ReactiveAgents } from \"@reactive-agents/runtime\";\n\nconst program = Effect.gen(function* () {\n  const agent = yield* ReactiveAgents.create()\n    .withName(\"my-agent\")\n    .withProvider(\"anthropic\")\n    .withModel(\"claude-haiku-4-5-20251001\")\n    .buildEffect();\n\n  return yield* agent.runEffect(\"What is the meaning of life?\");\n});\n\nconst result = await Effect.runPromise(program);\n```\n\n### Low-level `createRuntime()`\n\n```typescript\nimport { createRuntime } from \"@reactive-agents/runtime\";\n\nconst runtime = createRuntime({\n  agentId: \"my-agent\",\n  provider: \"anthropic\",\n  enableReasoning: true,\n  enableGuardrails: true,\n  enableCostTracking: true,\n});\n```\n\n## The 12-Phase Execution Engine\n\nEvery task flows through the following phases. Each phase supports `before`, `after`, and\n`on-error` lifecycle hooks via `.withHook()`.\n\n| # | Phase | Purpose |\n|---|---|---|\n| 1 | `bootstrap` | Initialize execution context, load memories, prepare state |\n| 2 | `guardrail` | Detect injection, PII, policy violations on input |\n| 3 | `cost-route` | Estimate task complexity and route to a cost-appropriate model |\n| 4 | `strategy-select` | Choose reasoning strategy (ReAct, Reflexion, Plan-Execute, ToT, Adaptive) |\n| 5 | `think` | Multi-step reasoning loop (LLM completions inside the kernel) |\n| 6 | `act` | Execute tool calls produced by `think` |\n| 7 | `observe` | Process tool results, update kernel context |\n| 8 | `verify` | Semantic verification, evidence grounding, retry-or-pass arbitration |\n| 9 | `memory-flush` | Persist new memories (episodic, procedural, experiences) |\n| 10 | `cost-track` | Record token usage and cost metrics |\n| 11 | `audit` | Emit compliance/observability events |\n| 12 | `complete` | Finalize, assemble output, return result |\n\nThe reasoning kernel that powers `think` / `act` / `observe` / `verify` lives in\n`@reactive-agents/reasoning` under `kernel/capabilities/` (act, attend, comprehend, decide, reason,\nreflect, sense, verify), `kernel/loop/`, and `kernel/state/`. See\n[reasoning README](../reasoning/README.md).\n\n## Builder methods\n\nThe full set of `.with*()` methods on `ReactiveAgentBuilder`:\n\n| Method | Purpose |\n|---|---|\n| `.withName(name)` | Human-readable agent name |\n| `.withAgentId(id)` | Stable id for memory + telemetry |\n| `.withPersona(persona)` | Persona/system prompt scaffolding |\n| `.withSystemPrompt(prompt)` | Raw system prompt override |\n| `.withProvider(name)` | `\"anthropic\" \\| \"openai\" \\| \"gemini\" \\| \"ollama\" \\| \"litellm\" \\| \"test\"` |\n| `.withModel(modelOrParams)` | Model id string or `{ model, temperature, thinking, ... }` |\n| `.withReasoning(opts?)` | Enable strategies (defaults to ReAct) |\n| `.withTools(opts?)` | Register tools (built-ins + custom) |\n| `.withTerminalTools(cfg?)` | Add `shell-execute` (opt-in, allowlist-gated) |\n| `.withDynamicSubAgents(opts?)` | Add `spawn-agent` for runtime sub-agent dispatch |\n| `.withAgentTool(...)` / `.withRemoteAgent(...)` | Wrap another agent as a callable tool |\n| `.withMemory(options?)` | Four-layer memory; `tier: \"standard\"` (FTS5) or `\"enhanced\"` (vector search) |\n| `.withDocuments(docs)` | RAG ingestion at build time |\n| `.withGuardrails(opts?)` | Input/output safety detectors |\n| `.withVerification(opts?)` | Verifier strategies (semantic, evidence, …) |\n| `.withCostTracking(opts?)` | Budget enforcement + cost metadata |\n| `.withModelPricing(...)` / `.withDynamicPricing(...)` | Custom pricing tables |\n| `.withCircuitBreaker(...)` / `.withRateLimiting(...)` | Provider-level protection |\n| `.withFallbacks({...})` | Fallback chain across providers/models |\n| `.withGateway(opts?)` | Persistent harness (heartbeats, crons, webhooks) |\n| `.withChannels({adapters,triggers?,defaultAgent?})` | Bot/webhook channel adapters |\n| `.withA2A(opts?)` | Agent-to-Agent protocol server |\n| `.withObservability(opts?)` | Verbose live event stream |\n| `.withTracing({dir?})` / `.withTelemetry(cfg?)` / `.withLogging({...})` | Observability outputs |\n| `.withCalibration(mode)` | Calibration store mode (off / read / write) |\n| `.withReactiveIntelligence(...)` | RI dispatcher (strategy switching) |\n| `.withSkills({...})` / `.withMetaTools(cfg)` | Skill system + meta-tools |\n| `.withMaxIterations(n)` | Cap kernel loop iterations |\n| `.withCustomTermination(fn)` | Custom termination predicate |\n| `.withHook(hook)` | Lifecycle hook (`phase × timing` → fn) |\n| `.withLayers(layer)` | Inject extra Effect layers |\n| `.withIdentity()` | Identity service |\n| `.withInteraction()` | Human-in-the-loop interaction service |\n| `.withPrompts(opts?)` | Prompt manager |\n| `.withCortex(url?)` | Cortex telemetry endpoint |\n| `.withStreaming({density?})` | Stream events back to caller |\n\nBuild with `.build()` (Promise) or `.buildEffect()` (Effect).\n\n## Gateway chat mode\n\nWhen you combine `.withGateway()` and `.withChannels()`, incoming messages are routed through the\ngateway's chat mode by default. Each `(platform, senderId)` pair gets a persistent SQLite-backed\nsession with:\n\n- 40-turn / 8 KiB sliding window\n- Episodic memory injection from previous sessions\n- Daily compaction (consolidates older turns into a summary)\n- TTL-based pruning (`accessControl.sessionTtlDays`, default 30 days)\n\n```typescript\nconst agent = await ReactiveAgents.create()\n  .withName(\"ops-bot\")\n  .withProvider(\"anthropic\")\n  .withMemory({ tier: \"standard\" })\n  .withGateway({\n    accessControl: {\n      mode: \"chat\",                 // 'chat' (default) or 'task'\n      accessPolicy: \"allowlist\",\n      allowedSenders: [\"U_TYLER\"],\n    },\n  })\n  .withChannels({ adapters: [discordAdapter] })\n  .build();\n\nawait agent.start();   // gateway loop + adapters come up here\n```\n\nSwitch to `mode: \"task\"` if you want each inbound message to spawn a fresh one-shot run.\n\n## Streaming\n\n```typescript\nconst stream = agent.runStream(\"Summarize the news\");\nfor await (const ev of stream) {\n  if (ev.type === \"delta\") process.stdout.write(ev.text);\n  if (ev.type === \"tool-call\") console.log(\"→\", ev.name, ev.args);\n}\n```\n\n`StreamDensity` controls verbosity: `\"compact\" | \"standard\" | \"verbose\"`.\n\n## Common patterns\n\n**Sub-agent composition:**\n\n```typescript\nimport { agentFn, pipe, parallel } from \"@reactive-agents/runtime\";\n\nconst research = agentFn(researchAgent);\nconst summarize = agentFn(summarizerAgent);\nconst workflow = pipe(research, summarize);\nconst out = await workflow.run(\"Latest LLM evals?\");\n```\n\n**Persistent chat session:**\n\n```typescript\nimport { AgentSession } from \"@reactive-agents/runtime\";\nconst session = new AgentSession(agent, { sessionId: \"user-42\" });\nawait session.send(\"Hi\");\nawait session.send(\"Remember my favorite color is blue.\");\n```\n\n**Post-run debrief:**\n\n```typescript\nimport { synthesizeDebrief, formatDebriefMarkdown } from \"@reactive-agents/runtime\";\nconst debrief = synthesizeDebrief({ result, steps: result.metadata.steps });\nconsole.log(formatDebriefMarkdown(debrief));\n```\n\n## Documentation\n\n- Full docs: [docs.reactiveagents.dev](https://docs.reactiveagents.dev/)\n- Builder reference: [docs.reactiveagents.dev/api/builder/](https://docs.reactiveagents.dev/api/builder/)\n- Lifecycle hooks: [docs.reactiveagents.dev/guides/hooks/](https://docs.reactiveagents.dev/guides/hooks/)\n- Related: [`@reactive-agents/reasoning`](../reasoning/README.md),\n  [`@reactive-agents/llm-provider`](../llm-provider/README.md),\n  [`@reactive-agents/tools`](../tools/README.md),\n  [`@reactive-agents/memory`](../memory/README.md),\n  [`@reactive-agents/gateway`](../gateway/README.md),\n  [`@reactive-agents/channels`](../channels/README.md).\n\n## License\n\nMIT\n","readmeFilename":"README.md"}