Engineering Blog

AI Engineering Blog — LLM, RAG & Production AI

Practical articles on AI engineering, LLM integration, and building AI products that work in production. Written by the engineers who build things every day.

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AI Engineering

Building AI Products That Work in Production (Not Just in Demos)

The gap between an AI demo and a production-ready AI product is enormous. We cover context management, latency, guardrails, evaluation, and cost monitoring — the engineering decisions that separate the two.

RAG Architecture for Real Applications: Beyond the Tutorial

Most RAG guides stop at the happy path. Here's how we handle chunking strategies, retrieval quality, hybrid search, re-ranking, and evaluation in systems where accuracy actually matters.

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AI Product Engineering

LLM Cost Optimization: How We Cut Inference Costs Without Hurting Quality

Prompting smarter, caching semantically, routing to smaller models, and batching correctly. Practical techniques from live AI products where every token counts.

Shubham Jain

Mar 2025

7 min read