AI insights

Notes from building AI systems

Writing about what actually holds up in production — retrieval design, agent boundaries, evaluation and enterprise constraints.

RAG18 Jun 2026 9 min read

RAG Is More Than Vector Search: Designing Production-Ready Retrieval Pipelines

Vector similarity is the easy part. Chunking strategy, metadata filtering, reranking and abstention are what separate a demo from a system people trust.

Full article coming soon

Agentic AI2 May 2026 8 min read

From Chatbots to AI Agents: Understanding Agentic Architecture

An agent is a control loop, not a personality. Planning, typed tools, step budgets and validators are the components that decide whether it is usable in production.

Full article coming soon

Enterprise AI27 Mar 2026 7 min read

Building Reliable Enterprise AI with RAG and Guardrails

Enterprise adoption stalls on trust, not capability. Redaction, access scoping, audit trails and grounded answers are the entry requirements.

Full article coming soon

AI Evaluation11 Feb 2026 6 min read

Why AI Evaluation Matters More Than Model Size

A smaller model with a solid evaluation harness beats a larger one you cannot measure. How to build golden datasets and make them part of delivery.

Full article coming soon