Blog

A field guide to shipping reliable AI agents in production — the loop, tools, memory, evals, and the failure modes nobody warns you about. Lessons from building voice agents and LLM pipelines that real users depend on.

A grounded, hype-free read on where AI actually is in 2026 — what's matured, what's still oversold, and what it means for engineers and founders building real products right now.

Not a hype list — the five AI tools that have actually earned a permanent place in my daily workflow as a product engineer, what I use each one for, and the honest trade-offs.

I've written a whole series on what Forward Deployed Engineers do. This one is about how I became one — a path that runs through college students' project deadlines, a sales floor, a French agency in Thailand, US startup hours, and ten years of taekwondo.

The FDE is the defining engineering role of the AI deployment era. What the job actually is, the three-legged skill stack it demands, how to build proof without permission, and what the interviews really probe.

Forward deployed engineers sit on the most valuable product signal a company has — if they know how to route it. How to write field reports engineers act on, graduate custom tooling into product, and avoid the fork-per-customer trap.

The part of the FDE job nobody teaches: earning the standing to guide a customer's architecture, run the security conversation, say no to bad ideas, and steer AI adoption without overselling it.

A field guide to shipping reliable AI agents in production — the loop, tools, memory, evals, and the failure modes nobody warns you about. Lessons from building voice agents and LLM pipelines that real users depend on.

What MCP is, why it caught on so fast, and how to actually use it — servers, tools, resources, and the mental model that makes it click. A practical guide for engineers wiring LLMs to the real world.

A builder's-eye view of where Anthropic is in 2026 — the Claude 4.x model family, Model Context Protocol, agent skills, and Claude Code. What's genuinely new and what it means if you ship on Claude.

An honest, hands-on comparison of the AI coding tools I actually use in 2026 — Cursor, Claude Code, GitHub Copilot, Windsurf and more. Where each one wins, where it frustrates, and how to choose.

Not a hype list — the five AI tools that have actually earned a permanent place in my daily workflow as a product engineer, what I use each one for, and the honest trade-offs.

I built a small, free web app that looks at any photo of Goan or Indian heritage, identifies it, writes its history, and reads it aloud — using Google Gemini 3.5 Flash, Gemma 4, and Gemini text-to-speech. Here's the problem, the build, and a real narrated example of the Church of St. Augustine in Old Goa.