How We Reduced LLM Costs Without Touching Model Quality
How We Reduced LLM Costs Without Touching Model Quality One of the fastest ways to destroy an AI system in production is uncontrolled token growth.…
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From Prompt Engineering To System Engineering - What Actually Changes In Enterprise AI Systems
Early AI projects spend most of their time on prompts. Teams experiment with: wording role instructions formatting temperature examples output struc…
The Debugging Approach That Saved a Deployment
We had a rollout where requests in one client environment started timing out under load. Not locally. Not in staging. Only in their infra. At first,…