# TRM_Genesis_RealWorld_40k

**Developer / Brand:** **Within Us AI**

A **TRM (Tiny Recursive Model)** dataset upgraded for **real-world truth**:
- Every example is **fact-based Q&A**
- Each answer includes **fact_sources** (citations) and a **verification** tag
- Prompts remain **TRM-native**: short, constraint-aware, and optimized for tiny contexts

## Size
- 40000 examples (JSONL)

## Schema
Each line is a JSON object:
- `prompt.messages`: chat prompt (Question)
- `response`: factual Answer
- `fact_sources`: list of citations (title + reference id)
- `meta`: includes `developer_brand`, `verification`, `retrieved_at_utc`, `source`, etc.

## Fact topics included (core set)
- TCP three-way handshake (RFC 793 + Microsoft + MDN)
- JSON literals (RFC 8259)
- NIST password minimum length (NIST SP 800-63B)
- IEEE 754 rounding ties-to-even
- Euclidean algorithm gcd recursion
- Master theorem recurrence form (MIT OCW)

## Attribution
Within Us AI