sricodes
Articles

Ideas worth building on.

Deep dives on AI development, business strategy, and what it really takes to build with AI — not just use it.

Technical8 min read

How to Build a RAG Pipeline That Actually Works in Production

Most RAG tutorials stop at the happy path. Here's everything that breaks at scale — chunking, reranking, evals — and how to fix it.

Coming soon
Technical6 min read

LLM Context Windows: What 128k Tokens Actually Means for Your Product

A practical breakdown of context management, chunking strategies, and why naive approaches silently fail your users.

Coming soon
Technical10 min read

Tool Use & AI Agents: The Mental Model That Makes It Click

Forget the hype. Here's a first-principles breakdown of how tool-calling agents work and when you should (and shouldn't) build one.

Coming soon
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