Structured Output Contract for a Multi-Stage Extraction Agent
A system prompt that forces ChatGPT to extract, validate, and self-grade structured data with confidence scores.
The Prompt
Already a member? Sign in.
JSON Schema for an LLM Code Review Agent With Confidence
A strict JSON output contract for code review agents that separates findings, evidence, and confidence so a downstream pipeline can act on them.
JSON Schema Output Contract for Production Pipelines
Force ChatGPT to return strictly valid JSON matching your schema, with self-validation and a fail-safe.
PDF Contract to Obligation and Tripwire Extraction
Feed a contract PDF and get every deadline, obligation, and penalty clause surfaced as an actionable list.
JSON Schema for a Weekly Founder Decision Log
Strict schema that forces GPT-4o to convert your week's notes into structured decisions with reversibility scores.