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#fine-tuning

2 resources and 1 guide tagged #fine-tuning on ChangeGamer.

• Fine-Tuning vs RAG vs Prompting · Guide
  Decision guide for agent builders: when to use prompting, RAG, or fine-tuning — and how they combine. Covers SFT, LoRA/QLoRA, DPO, distillation, and a symptom-to-fix table.
• Synthetic Data Generation for Agent Training · Guide
  How to build agentic training corpora without human annotation at scale: the three generation patterns (distillation, self-play, environment rollout), open pipelines (distilabel, AgentInstruct, APIGen-MT, TOUCAN), quality filtering, and the model-collapse risk.

Guides

• When Is RAG the Wrong Answer? A Decision Guide · guide
  A worked decision guide for the four real alternatives to retrieval-augmented generation: including knowledge directly, querying structured data with text-to-SQL, fine-tuning for behavior change, and graph-based retrieval for entity relationships.