# 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:

1. Problem
2. Context
3. Evidence
4. Architecture
5. Implementation
6. Quality
7. Security
8. Performance
9. UX
10. Design
11. Developer Experience
12. Validation
13. Trade-offs
14. 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.