When Fine-Tuning Actually Wins
Most companies shouldn't fine-tune first. But there are specific cases — cost, security, privacy, moat — where prompting and RAG quietly lose. Here is the honest map.
11 May, 2026 · 4 min →
All notes with the tag "ai".
Most companies shouldn't fine-tune first. But there are specific cases — cost, security, privacy, moat — where prompting and RAG quietly lose. Here is the honest map.
Why smaller language models are quietly reshaping AI in 2026. The most interesting trend is not scale. It is restraint.
Most developers are slower with AI. The gap between vibe coding and real Dark Factories is the most important organizational gap in software.
Why most developers are slower with AI, and why the future belongs to Dark Factories, not copilots.