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+ # TRM_Genesis_RealWorld_15k
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+ **Developer / Brand:** **Within Us AI**
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+ A **TRM (Tiny Recursive Model)** dataset upgraded for **real-world truth**:
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+ - Every example is **fact-based Q&A**
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+ - Each answer includes **fact_sources** (citations) and a **verification** tag
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+ - Prompts remain **TRM-native**: short, constraint-aware, and optimized for tiny contexts
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+
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+ ## Size
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+ - 15000 examples (JSONL)
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+
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+ ## Schema
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+ Each line is a JSON object:
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+ - `prompt.messages`: chat prompt (Question)
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+ - `response`: factual Answer
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+ - `fact_sources`: list of citations (title + reference id)
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+ - `meta`: includes `developer_brand`, `verification`, `retrieved_at_utc`, `source`, etc.
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+
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+ ## Fact topics included (core set)
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+ - TCP three-way handshake (RFC 793 + Microsoft + MDN)
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+ - JSON literals (RFC 8259)
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+ - NIST password minimum length (NIST SP 800-63B)
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+ - IEEE 754 rounding ties-to-even
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+ - Euclidean algorithm gcd recursion
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+ - Master theorem recurrence form (MIT OCW)
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+
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+ ## Attribution
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+ Within Us AI
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