Instructor
orchestra-research/ai-research-skills/16-prompt-engineering/instructorby orchestra-research773a52944ba4MIT13K starsListed Oct 8, 2026Updated Oct 8, 2026Repository updated 3 months ago
Extract structured data from LLM responses with Pydantic validation, retry failed extractions automatically, parse complex JSON with type safety, and stream partial results with Instructor - battle-tested structured output library
- 773a52944ba4Currentcommit 773a529Published Oct 8, 2026
Source and attribution
Source:orchestra-research/ai-research-skillsin16-prompt-engineering/instructorat commit773a529
License: MIT
Content belongs to its original authors. SourceWeft indexes it from a public repository.
More from orchestra-research/ai-research-skills
Speculative Decoding
orchestra-research
Guides accelerating LLM inference with speculative decoding, Medusa multi-head prediction, and lookahead decoding.
Systems Paper Writing
orchestra-research
Guides paragraph-level structure and page budgets for writing systems conference papers such as OSDI, SOSP, ASPLOS and NSDI.
Moe Training
orchestra-research
Guides training and inference of Mixture of Experts models with DeepSpeed or HuggingFace, covering routing, load balancing and expert parallelism.
Presenting Conference Talks
orchestra-research
Generates conference presentation slides (Beamer LaTeX PDF and editable PPTX) from a compiled paper with speaker notes and talk script. Use when preparing oral talks, spotlight presentations, or invited talks for ML and systems conferences.
Model Pruning
orchestra-research
Guides LLM pruning with Wanda, SparseGPT, magnitude and N:M methods to cut model size and speed inference.
Outlines
orchestra-research
Guides use of the Outlines library for structured, schema-constrained text generation with local models.
More in AI & Agents
Ppt Template Creator
anthropics
Turns a user's PowerPoint template into a reusable skill that generates branded presentations.
Skill Development
anthropics
Guides creation of Claude Code plugin skills, covering structure, descriptions, progressive disclosure and validation.
Plugin Structure
anthropics
Guides the structure, manifest, and component layout of Claude Code plugins.
Command Development
anthropics
Guides creation of Claude Code slash commands, covering structure, YAML frontmatter, arguments and plugin features.
Claude Md Improver
anthropics
Audits CLAUDE.md files in a repository, scores their quality, and applies approved targeted improvements.
Find Skills
vercel-labs
Guides discovery, quality checking and installation of agent skills via the npx skills CLI.