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---
language:
- en
license: mit
pretty_name: Teleportation & Wormholes  Evidence-Only Scientist Mindframe
tags:
- physics
- general-relativity
- quantum-teleportation
- rag
- dpo
- chain-of-thought
---

# Teleportation & Wormholes — Evidence-Only Scientist Mindframe (Within Us AI)

## What this is
A multi-dataset package built from **your PDFs only**. It trains:
- Evidence-only scientific answering (no made-up facts)
- Deep reasoning with falsification and verification plans
- Tool-first retrieval behavior (RAG-Bridge)
- Preference shaping against sci-fi/hallucination patterns (DPO)
- Agentic, multi-expert thinking (MoE-style contributions) without role-play fluff

## Critical rule
**Facts must be directly supported by the provided chunk evidence.**
When proposing "inventions" or "discoveries", outputs MUST label them as:
- Hypothesis / Proposal
- Constraints from evidence
- Validation plan (what would confirm/refute)

## Datasets
- `data/sft` (50k)
- `data/cot` (100k)
- `data/dpo` (500k)
- `data/rag_bridge` (1M)
- `data/hybrid_moe_agentic` (10M)

## Input chunk format
A JSONL file with lines: `{id, source, domain, page_start, page_end, text}`
Use the provided `chunks_clean_all.jsonl` or your own.