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ai development

Recaps, Another Hidden AI Furnace

Alejandro M. P.

In the previous post we looked at hidden furnaces in agentic products. The example was the most common one, title generation. You type the first message, and the product quietly asks another model to name the conversation. Small and useful.This time I want to add recaps to our tiny harness. Not...

The Hidden Furnaces of AI Agentic Products

Alejandro M. P.

Something that is important to understand when working with agentic products is that we are always in the hands of the product developer.Of course, the developer has always decided what the product does. But with AI products there is a new layer that I think we need to pay more attention to. The...

Keeping Up With Swift Forums Using Codex

Alejandro M. P.

The most interesting AI workflow I have right now is not a coding workflow. It has code in it. It has a small Swift CLI, some auth state, a few JSON exports, a Codex automation, and way too much knowledge about how Discourse represents unread things. But it is not one of those fancy loops that...

Codex Thread Handoff Skill

Alejandro M. P.

Since I’ve been working with AI agentic tools, and especially since I’ve been working on the various incarnations of my own agent harness, there is something that is very clear to me.One of the most powerful things you can give an AI is the power of reflection.Not in the mystical sense. I don’t...

How I'm Watching WWDC26 With Codex

Alejandro M. P.

WWDC week has always been a funny mix of excitement and overload for me.There are the big moments from the keynote, the more technical State of the Union, the individual sessions, the screenshots people share, the tweets with tiny details, and then my own messy reactions as I notice what actually...

Replacing Bash with Swift in an AI Harness

Alejandro M. P.

A few weeks ago I read An Interpreter for Swift, from Cocoanetics, and I had that nice feeling of somebody else having already articulated the thing that was vaguely floating in your head.Let me just say it outright: I get very sad every time somebody insists that TypeScript is the future of...

Teaching Skills to an AI Harness

Alejandro M. P.

Skills are everywhere right now. People talk about them as if they were some magical incantation that will make AI more powerful while also keeping it under control.But as with pretty much everything else in this space, once you look closely, it is much less mystical than it sounds. It is mostly...

Sandboxing an AI Harness on macOS

Alejandro M. P.

In the previous post we gave superpowers to the harness in the form of a bash tool. Even doing it just for the learning experience, it was already very eye-opening. It made this little Swift harness feel much closer to the real thing.And that is exactly why I don’t want to hand-wave the next part...

Do We Even Need Multiple Tools?

Alejandro M. P.

After teaching the harness to load AGENTS.md, my mind went back to thinking about the tools, and wondered, do we even need multiple tools?Our tiny Swift harness had the usual little trio: read_file, list_files, and edit_file. Which is fine. It works. It is also exactly the kind of thing that makes...

Have You Built an Agent Harness Yet?

Alejandro M. P.

For years I have repeated a thing that I still believe. Every programmer should write a promise library once. I think agent harnesses are the 2026 version of that exercise.If you use AI coding tools every day, and especially if you have opinions about agent workflows, subagents, MCPs, commands,...

LSP: The Secret Weapon for AI Coding Tools

Amir Teymoori

Ever watched an AI coding assistant grep through your codebase looking for function references? Hundreds of matches scroll by, including comments, string literals, and similarly-named variables. Somewhere in that noise are the actual usages you care about. There’s a better way. The Language...

50 AI & LLM Engineer Interview Questions 2025

Amir Teymoori

This comprehensive guide covers the most frequently asked interview questions for AI and LLM engineering positions at startups and tech companies in 2025. From transformer architecture to RAG systems, prompt engineering to production deployment – these are the questions that separate candidates...