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Three engineers. Twelve alerts last night. The same flapping Redis connection alert that''s fired 200 times this month. Nobody sleeps through the night anymore. On-call burnout isn''t about weak engineers — it''s about alert noise, toil, and a system that generates more incidents than the team can fix.
Self-hosting LLMs is now practical. Here''s when it makes sense, what hardware you need, and how to deploy at scale.
Learn when and how to fine-tune OpenAI models in production, including dataset preparation, cost optimization, and evaluation strategies.
Explore OpenAI''s Responses API for managing conversation state, tools, and long-lived interactions without manual history management.
Design your API contract in OpenAPI before writing code, auto-generate types, mock servers, and validation, then detect breaking changes in CI.