Atlas · GenAI 2026
Structured LLM Outputs
Structured outputs (JSON Schema, Instructor, Outlines)
conceptPeak: 2024Structured OutputsAI consensus: 3/3
Prerequisites
- mediumPython
JSON Schema validation, Pydantic models, and type-safe outputs require Python typing knowledge
Structured outputs are achieved through prompt engineering techniques (schema instructions, format enforcement) — prompting is the foundation
Recommended reference
python.useinstructor.com — Instructor docs; plus Willison, S. (2024) 'Getting structured output from LLMs' blog post for landscape overview
Notes from AI deep research
Anthropic Opus
JSON Schema, Instructor, Outlines. Fundament niezawodnych systemow. TW Radar: Trial (awans z Assess)
OpenAI Deep Research
Dane maszynowo-przetwarzalne [OA#22]
Google Deep Think
Deterministyczne schematy JSON/YAML [G#33]
Related skills
- → is part of: LLM Function Calling(3/3)
- → is part of: AI Agent Design(3/3)
- ← is an instance of: Pydantic AI(2/3)
- → is part of: AI Guardrails(2/3)