Tag: #structured-output
Writing on GPUs, LLMs, MLOps, Kubernetes — and mindset · 4 posts
Stabilizing LLM Structured Output — Four Layers of Defense Against Parse Failures
A layered treatment for the problem where you ask for JSON and get it wrapped in a markdown fence, followed by an explanatory sentence, or cut off at the token ceiling. Classify the failure types first, then stack the de
2026-07-26 · 12 min read #llm#structured-output#json-schema#constrained-decoding#validationAdvanced Prompt Engineering Complete Guide 2025: CoT, ToT, Self-Consistency, Meta-Prompting
Advanced Prompt Engineering! Chain-of-Thought(CoT), Tree-of-Thought(ToT), Self-Consistency, ReAct, Meta-prompting, Structured Output(JSON Mode), System Prompt design, Few-shot optimization, Prompt Chaining, Evaluation(au
2026-04-14 · 21 min read #prompt-engineering#chain-of-thought#tree-of-thought#few-shot#system-promptLLM Structured Output and Constrained Decoding Practical Guide: From JSON Schema to Production Application
A practical guide that covers everything from Constrained Decoding, the core principle of LLM structured output, to JSON Schema-based output control, comparison of Outlines·XGrammar·llguidance engines, function calling i
2026-03-07 · 23 min read #llm#structured-output#constrained-decoding#json-schema#function-callingLLM Structured Output Practical Guide — JSON Mode, Tool Use, Pydantic Schema Validation
Compare Structured Output approaches across OpenAI, Anthropic, and Google, covering Pydantic schema validation to production pipeline construction with practical code examples.
2026-03-03 · 22 min read #llm#structured-output#json-mode#openai#anthropic