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.

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🚀 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)

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🏗️ 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

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📌 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.)

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📊 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

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🤝 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

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🧾 Releases

• cybersecurity-reasoning-cot-v1 (Public)
• scientific-reasoning-sample-v1 (Public sample — coming soon)
• scientific-reasoning-cot-v1 (Gated full release — coming soon)