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instructor

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Pydantic + Instructor for Rust: extract structured, validated data from LLMs (OpenAI GPT, Anthropic Claude, Gemini, Grok/xAI) into native Rust structs & enums. Derive macros auto-generate JSON Schema, parse responses, and retry on validation errors. Type-safe structured outputs & function calling.

  • Updated Jun 10, 2026
  • Rust

A university management system is a Java-based software that streamlines administrative processes, improves data accuracy and security, and provides insights for universities to improve outcomes for students, faculty, and staff.

  • Updated May 28, 2023
  • Java

Personal research knowledge base with an AI-scientist loop — deep-read papers into grounded bilingual analyses, incubate divergent questions, cross-analyze your library, connect your own experiments, iterate with round-memory advice.

  • Updated Jun 13, 2026
  • Python

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