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3d ago · 4 min read · Your code has tests. Your code has a CI pipeline. A bad change can't merge without going green. Your prompts? Vibes. A teammate edits the system prompt to fix one customer complaint, output quality drops 8% on the other 99% of cases, nobody notices f...
Join discussion3d ago · 3 min read · We had a question: for structured-output tasks where you just need clean JSON back, which frontier model wins on a cost/quality basis? The answer matters because most production LLM features aren't writing poetry — they're extracting fields from emai...
Join discussion3d ago · 3 min read · A friend's product summarizes customer support tickets using a fine-tuned LLM prompt. It worked perfectly on GPT-4o for six months. Then OpenAI deprecated 4o, the team migrated to GPT-4.1, ran a smoke test in the playground, said "looks fine," and sh...
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