Web Research + GitHub + Website Coding Dataset
Version: 1.1.0
Total examples: 5,000,000
Splits
- train: 4,750,000
- validation: 125,000
- test: 125,000
Core capabilities
- Web search
- Web research
- Evidence extraction
- Fact verification
- Multi-hop research
- Multi-layer technical analysis
- Architecture analysis
- Root-cause analysis
- Security analysis
- Performance analysis
- UX analysis
- Design analysis
- Refactoring
- Code review
- Debugging
- Website coding
- Design systems
- Developer experience
- Developer onboarding
- API developer experience
- Documentation experience
Source diversity
- Hugging Face: 20%
- GitLab: 10%
- Codeberg: 5%
- Stack Exchange: 15%
- MDN: 15%
- PyPI: 10%
- npm: 10%
- Official web documentation: 10%
- GitHub: 5%
Multi-layer reasoning structure
Each deep analysis can cover:
- Problem
- Context
- Evidence
- Architecture
- Implementation
- Quality
- Security
- Performance
- UX
- Design
- Developer Experience
- Validation
- Trade-offs
- Final synthesis
Rate limits
GitHub is intentionally limited to a small anchor pool. The 5,000,000 examples are generated locally from the collected source anchors and therefore do not require 5,000,000 API requests.
Data note
The dataset consists primarily of generated examples grounded in public technical source metadata and URLs. It is not intended to be a bulk reproduction of third-party website contents.