January 15, 2026
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BYO Data For GPT-5: Fine-Tune Without Getting Sued

James Fristik08 mins

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Want GPT-5 results that sound like your business without inviting legal trouble? This guide shows how to bring your own data the safe way: build a permission stack, avoid review-gating style shortcuts with content rights, redact personal details, and choose the right customization path. GPT-5 does not support fine-tuning, so you’ll lean on retrieval, distillation, or tuning another

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Agents For Writers: Research, Outlining, And Revision Loops

James Fristik016 mins

Views: 1

Writers have a secret today. The strongest draft rarely starts on a blank page. It starts with agents. Agents For Writers: Research, Outlining, And Revision Loops is a practical system for turning AI agents into a dependable writing crew. You get quiet speed during research. You get crisp structure during outlining. You get clean copy during revision. The

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The Research Factory: Agents That Summarize, Cite, And Draft

James Fristik015 mins

Views: 0

Every lab has a rhythm. Raw material comes in. It gets cleaned, sorted, shaped, then assembled into something useful. Research should feel the same. Inputs are papers, datasets, transcripts, and notes. The assembly line is a set of small, reliable agents that summarize, cite, and draft with traceable logic. The goal is not to worship automation. The goal

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