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Warlock.js v4.7.0

Introduction

@warlock.js/ai is the orchestration core. It does not talk to any LLM directly — that’s the adapter’s job. What it owns is the layer between your code and the model: tool loops, structured output, retries, streaming, snapshot resume, middleware, typed errors, cost tracking.

You’ll work with four primitives in production today, each a rung above the last.

The four primitives

Section titled “The four primitives”
ai.agent()        →  one LLM turn, optional tool loop, optional structured output
ai.workflow()     →  ordered steps with deterministic shape, resumable
ai.supervisor()   →  classifier + router + specialists, can iterate to a goal
ai.orchestrator() →  long-lived stateful session — durable state, resume, memory

Each rung handles a job the rung below can’t do cleanly. Each one is built on the rung below — workflows can dispatch agents, supervisors can dispatch agents and workflows, the orchestrator wraps a supervisor, and every primitive exposes .asTool() so the model can call into it.

When to reach for what

Section titled “When to reach for what”
  • One model call with maybe a tool loop → ai.agent({...}). Stateless. Lowest overhead.
  • A pipeline with a fixed shape — fetch, extract, classify, save — and you want it to survive a crash mid-run → ai.workflow({...}). Resumable, deterministic.
  • One input, multiple specialists, decided at runtime — billing vs shipping vs returns — possibly iterated to a satisfactory answer → ai.supervisor({...}).
  • A session that remembers across calls — durable session state, history compaction, resume → ai.orchestrator({...}). You still own the transcript and feed it via history; the orchestrator persists the session state around it.

Beyond the four primitives

Section titled “Beyond the four primitives”

The ladder is the spine, but the package is wider than four verbs. Around the primitives sit tooling (ai.tool, ai.tools.*, ai.mcp), knowledge (ai.rag, ai.memory, ai.skills), planning and teams (ai.planner, ai.team, ai.router, ai.fanOut), safety (ai.guardrail, ai.human), and evaluation / testing (ai.eval, ai.dataset, ai.vcr, MockSDK) — every one returning the same envelope and composing through .asTool(). See the API reference for the full surface.

The shape every primitive returns

Section titled “The shape every primitive returns”
type ExecuteResult<T> = {
  type: "agent" | "workflow" | "supervisor";
  data?: T;        // structured output when a schema was supplied
  text?: string;   // raw final LLM text (agent only)
  report: BaseReport;
  usage: Usage;
  error?: AIError;
};

data carries the typed structured output. report carries the trace — trips, tool calls, step snapshots, iteration history — whatever applies to that primitive. usage carries tokens plus a per-channel cost breakdown when pricing is configured. error is undefined on success and a typed AIError subclass on failure. Plain Error never leaks.

Two invariants you can count on

Section titled “Two invariants you can count on”
  1. execute() never throws. It always resolves with a well-formed result envelope. Branch on result.error.
  2. Every error is an AIError. Adapter errors get wrapped (ProviderRateLimitError, ContextLengthExceededError, ProviderAuthError). Middleware errors get wrapped (BudgetExceededError, GuardrailViolationError). Workflow errors get wrapped (WorkflowDriftError, StepFailedError). All carry a stable code string and a coarse category for dispatch.

These two invariants are the reason you can build real systems on top of this — instead of wrapping every call in try/catch and inventing your own error taxonomy.

What lives outside this package

Section titled “What lives outside this package”
  • The model client. OpenAI’s SDK, Anthropic’s, Bedrock’s — each lives in a sibling adapter package. See Pick a provider.
  • Persistence. Snapshot resume and semantic cache delegate to @warlock.js/cache. Memory, file, Redis, Postgres (with pgvector for similarity) — all interchangeable.
  • Logging. @warlock.js/logger’s log singleton. Configure channels once at boot.
  • Schemas. Anything implementing StandardSchemaV1<T> works — @warlock.js/seal (recommended), Zod, Valibot, hand-rolled.

That’s the whole picture. Next: install the package and pick an adapter.

Section titled “Related”