# Scientific Generation

> Generate scientific code, protocols, and domain-specific text with quality control

- Skill: `beita6969/scientific-generation` (Agent Skill)
- Install (CLI): `npx skillmds@latest add beita6969/scientific-generation`
- Raw SKILL.md: https://api.skillmd.com/api/skills/beita6969/scientific-generation/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: beita6969 (https://skillmd.com/u/beita6969)
- Updated: 2026-09-09
- Page: https://skillmd.com/skills/beita6969/scientific-generation

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# Scientific Generation & Writing

## Purpose
Generate high-quality scientific code, experimental protocols, and domain-specific text outputs.

## Key Datasets
- **Tiny-Codes** (nampdn-ai/tiny-codes): 1.6M code snippets across 11 languages (Python, TypeScript, JavaScript, Ruby, Rust, C++, Java, Go, etc.) for code generation benchmarks
- **Mental Health Counseling** (Amod/mental_health_counseling_conversations): Therapeutic conversation corpus for empathetic response generation

## Generation Types
- **Code generation**: Scientific computing scripts, data pipelines, analysis workflows
- **Protocol generation**: Experimental procedures, assay protocols, clinical workflows
- **Report generation**: Lab reports, progress reports, technical memos
- **Response generation**: Literature-based answers, educational explanations

## Protocol
1. **Requirements analysis** — Define output specifications, constraints, and quality criteria
2. **Template selection** — Choose appropriate template or structure
3. **Content generation** — Generate with domain-specific knowledge
4. **Quality validation** — Check correctness, completeness, and adherence to standards
5. **Iteration** — Refine based on validation feedback

## Rules
- Generated code must include error handling and documentation
- Scientific protocols must specify reagents, equipment, and safety precautions
- All generated content must be factually grounded
- Flag any assumptions or simplifications made during generation
- For therapeutic/counseling contexts, follow ethical guidelines