| # Genesis_FineTune_Core_25k (Master Scholar) | |
| **Developer / Brand:** **Within Us AI** | |
| A Genesis-style, end-to-end **advanced fine-tuning starter pack**: five datasets (5k each) packaged together to train an assistant’s *behavioral core*. | |
| ## What this pack trains | |
| 1) **Instruction-following (multi-turn)** — constraints, formatting, spec compliance | |
| 2) **Tool / function calling** — schema-accurate tool calls + observations | |
| 3) **Preference learning (DPO-style)** — chosen vs rejected responses | |
| 4) **Long-context retrieval** — cite-the-source answering from multiple docs | |
| 5) **Code patch + debugging** — unified diffs and test intent (including defensive fixes) | |
| ## Files (25,000 total) | |
| - instruct_multiturn_5k.jsonl | |
| - tool_use_functioncalling_5k.jsonl | |
| - preference_dpo_5k.jsonl | |
| - longcontext_retrieval_5k.jsonl | |
| - codepatch_debug_5k.jsonl | |
| - README.md | |
| - dataset_card.md | |
| ## Unified schema | |
| All records share the same top-level schema: `id`, `type`, `prompt`, `response`, `meta`, and optional `artifacts`. | |
| ## Composition | |
| By type: | |
| { | |
| "instruction_multiturn": 5000, | |
| "tool_use": 5000, | |
| "preference_pair": 5000, | |
| "long_context_retrieval": 5000, | |
| "code_patch": 5000 | |
| } | |
| By safety label: | |
| { | |
| "allowed": 24011, | |
| "refuse": 989 | |
| } | |
| ## Attribution | |
| **Within Us AI — Genesis_FineTune_Core_25k** | |
| ## License | |
| Apache-2.0 | |