AmanPriyanshu/reasoning-sft-Edge-Agent-Reasoning-WebSearch-260K

---
license: mit
task_categories:
- text-generation
language:
- en
tags:
- reasoning
- sft
- chain-of-thought
- planning
- agentic
- self-awareness
- web-search
size_categories:
- 100K<n<1M
---

# Edge-Agent Reasoning (Converted)

Converted version of [yatin-superintelligence/Edge-Agent-Reasoning-WebSearch-260K](https://huggingface.co/datasets/yatin-superintelligence/Edge-Agent-Reasoning-WebSearch-260K), reformatted for reasoning SFT training with structured think blocks.

## Format

Each row has three columns:

- **`input`** — list of dicts with system and user messages. System prompt instructs the model to deconstruct problems thoroughly in a `<think>` block, audit its own knowledge, identify ambiguities, and respond with "Planning completed."
- **`response`** — `<think>` block containing the full 2,000-5,000 word reasoning trajectory followed by "Planning completed."
- **`domain`** — industry sector (e.g. Cosmology, Mechanical Engineering, Healthcare, Finance, etc.)

## Reasoning Structure

Each response contains a 5-stage reasoning trajectory:

1. **Understanding the request** — full problem decomposition with constraint identification
2. **What I believe I know — and what I'm uncertain about** — self-aware knowledge auditing with confidence levels
3. **Ambiguities in the request** — identifying missing parameters and conflicting constraints
4. **Everything I need to confirm before responding** — explicit verification checklist
5. **Web search queries** — 10-20 expert-level, keyword-dense queries for RAG retrieval

## Coverage

- 200+ professional roles across 200+ industries
- 39 operating system environments (macOS, Windows, Linux, Android, iPadOS, Cloud Shells)
- Tasks spanning from low difficulty to impossible, safe to catastrophic risk

## License

MIT — inherited from the [original dataset](https://huggingface.co/datasets/yatin-superintelligence/Edge-Agent-Reasoning-WebSearch-260K).

## Credits

Original dataset by [Yatin Taneja](https://huggingface.co/yatin-superintelligence).