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- ---
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- license: mit
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ language:
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+ - en
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+ license: mit
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+ pretty_name: Teleportation & Wormholes — Evidence-Only Scientist Mindframe
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+ tags:
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+ - physics
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+ - general-relativity
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+ - quantum-teleportation
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+ - rag
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+ - dpo
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+ - chain-of-thought
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+ ---
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+
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+ # Teleportation & Wormholes — Evidence-Only Scientist Mindframe (Within Us AI)
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+
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+ ## What this is
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+ A multi-dataset package built from **your PDFs only**. It trains:
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+ - Evidence-only scientific answering (no made-up facts)
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+ - Deep reasoning with falsification and verification plans
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+ - Tool-first retrieval behavior (RAG-Bridge)
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+ - Preference shaping against sci-fi/hallucination patterns (DPO)
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+ - Agentic, multi-expert thinking (MoE-style contributions) without role-play fluff
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+
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+ ## Critical rule
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+ **Facts must be directly supported by the provided chunk evidence.**
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+ When proposing "inventions" or "discoveries", outputs MUST label them as:
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+ - Hypothesis / Proposal
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+ - Constraints from evidence
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+ - Validation plan (what would confirm/refute)
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+
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+ ## Datasets
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+ - `data/sft` (50k)
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+ - `data/cot` (100k)
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+ - `data/dpo` (500k)
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+ - `data/rag_bridge` (1M)
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+ - `data/hybrid_moe_agentic` (10M)
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+
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+ ## Input chunk format
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+ A JSONL file with lines: `{id, source, domain, page_start, page_end, text}`
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+ Use the provided `chunks_clean_all.jsonl` or your own.