FLOWLOGIC
curriculum
module /llm-integration-basics

LLM Integration Basics: Prompts, Tokens & Structured Output

lvl 2requires: automation-engine-corestatus: open

outcome

Call LLM APIs with structured output, token budgets, and failure handling fit for production automations.

units

  1. U1

    Prompt contracts

    system prompts, structured JSON output

  2. U2

    Token economics

    budgets, truncation, caching

  3. U3

    Failure modes

    refusals, timeouts, schema drift

  4. U4

    Eval hooks

    golden sets, regression checks

sandbox validation — how you pass

Build the flow in your engine and run it. When it works, export the flow JSON and send this payload to your unique validation URL. Headers and structure are verified server-side; the module flips to COMPLETED only on a correct hit.

POST https://learnflowlogic.com/api/sandbox/{your-webhook-id}
X-FlowLogic-Signature: hmac-sha256=<hex digest of the raw body>

{
  "module": "llm-integration-basics",
  "artifact": {
    "flow_id": "<flow id from your engine URL>",
    "run_evidence": { "status": 200, "attempts": 1 }
  }
}

Sign in to get your unique validation URL and signing secret.

zero-cost sandbox // llm integration basics: prompts, tokens