MSMohammed Saqib
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AI Models

LLMs, agents and the tooling that puts them to work.

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AI Models

Prompt Caching: What Actually Gets Cached and Why Your Hit Rate Is Zero

Examine the mechanics of prompt caching for LLMs: how cache keys are constructed, why prefix matching fails, and how to design prompts for repeatable hits.

August 23, 20269 min read
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AI Models

Reliable Structured Outputs from LLMs Using JSON Schema

Implement JSON Schema to enforce structured, machine-readable responses from LLMs. Compare provider implementations, handle edge cases, and avoid common pitfalls.

August 23, 20267 min read
MSMohammed Saqib

I build AI-driven developer tools and full-stack products - fast to ship, built to scale.

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