AgentsLLMsEngineering
Why LLM Agents Fail in Production (And What to Do About It)
Agents look impressive in demos but break in unpredictable ways in production. Here's what I've learned about the failure modes and how to design around them.
Software Engineer @ Amazon · Agentic AI
Hi, I'm Siva Reddy
12+ years in Software Engineering. Now building Agentic AI Solutions at Amazon, where I lead large-scale distributed systems, resiliency, and agentic AI systems.
Recent Posts
All posts →LLMsCost OptimizationEngineering
Token Cost Optimization Series, Part 1: Stop Sending JSON to Your LLM
JSON repeats field names with every record, burning tokens at scale. Here's a simple format swap that cuts context token usage by 40–58% for tabular data.
RAGLLMsEngineering
RAG Beyond the Basics: What Nobody Tells You
Everyone can build a basic RAG pipeline. Making it production-ready is a different skill entirely. Here are the lessons I've learned the hard way.
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