README.md

# ExpertData-Factory 🏭
### Industrial-scale expert-verified reasoning datasets for LLM fine-tuning

We build **high-fidelity reasoning data** for post-training, alignment, and evaluation — with an **engineering-grade QA pipeline** and domain specialization in **high-rarity niches**.

---

## 🚀 What we deliver
- **Schema-stable reasoning records** designed for fine-tuning & eval
- **PII scanning + redaction** for enterprise safety
- **Embedding-grounded verification + consistency checks** (`text-embedding-005`)
- Exports: **JSONL** / **Parquet**
- **Public samples + gated enterprise datasets** (access on request)

---

## 🏗️ Factory Pipeline (Production QA)
Our production pipeline is designed like a data platform — not a script.

**Stage 1 — Acquisition**
- Curated expert sources (technical docs, scientific papers, reports)
- URL seed mining + dedup + domain routing

**Stage 2 — Reasoning Extraction**
- *Alchemist Agent*: converts raw material → structured reasoning assets
- Robust parsing (JSON fallback / truncation recovery)

**Stage 3 — Validation & Grounding**
- *Inspector Agent*: schema checks + reasoning integrity checks
- Embedding-grounded verification for factual anchoring (`text-embedding-005`)
- Consistency tests + anomaly flags

**Stage 4 — Safety & Sanitization**
- PII detection + redaction
- Enterprise-safe output policy

**Stage 5 — Packaging**
- Deterministic exports + versioned releases
- JSONL / Parquet with stable schemas and dataset cards

---

## 📌 Domains
✅ **Cybersecurity (Public)**  
Threat logic, vulnerability analysis, MITRE-aligned reasoning.

🔒 **Scientific Reasoning (Gated — launching soon)**  
Methods, causality, hypothesis validation, experimental reasoning.  
*(AI / Bio / Physics — public sample first, full dataset via access request.)*

---

## 📊 Quality Guarantees
We treat datasets like production artifacts:
- **Versioned releases** with changelogs
- **Reproducible generation** (stable pipelines, deterministic exports)
- **QA-first**: schema validation, safety checks, grounding verification

---

## 🤝 Enterprise
We support:
- **Gated datasets** for commercial fine-tuning
- **Custom domain builds** (high-rarity, high-complexity)
- **Evaluation bundles** (hard cases + stratified splits)

### 🔐 Request Access / Partnerships
To request access to gated datasets or custom generation:
- Submit an access request on the gated dataset page, or
- Message the organization on Hugging Face

---

## 🧾 Releases
- **cybersecurity-reasoning-cot-v1** (Public)
- **scientific-reasoning-sample-v1** (Public sample — coming soon)
- **scientific-reasoning-cot-v1** (Gated full release — coming soon)