A Better Workflow for AI-Assisted Coding: Lessons from Matt Pocock
I recently watched Matt Pocock's workshop, Full Walkthrough: Workflow for AI Coding . The main takeaway: Good AI-assisted coding is not about writin…
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Architectural Deep-Dive: Language Models Learn to Improve Language Models
Breaking Recursive Self-Improvement: How Research World Models Eliminate GPU Bottlenecks Autonomous engineering systems that optimize their own code…
The Illusion of 100% Test Automation: Why Synthetic Test Suites Fail at Real-World Edge Cases
Somewhere in modern software culture, an unwritten dogma took hold: If it isn't automated in your CI/CD pipeline, it doesn't count. Engineering lead…
AI Engineering Is Easy. So How Do We Change How We Work?
In Part 1 , I wrote about the uncomfortable part of AI-assisted engineering: the tools are becoming remarkably good at producing things, while the h…
An AI-Assisted Development Methodology, Earned from Real Incidents
This document is a methodology for building software with AI assistance, compiled from the rules that survived real use on a production data platfor…
The Death of the Sampling Shelter: Why Full-Population AI Audits Will Expose Fragile Product Teams
The death of the sampling shelter means that enterprise systems and product workflows will no longer be evaluated through small, forgiving statistic…
Does Programming Language Choice Affect AI Coding Efficiency? A Benchmarking Framework for SaaS Engineering
AI coding assistants now write functions, generate tests, refactor old code, and sometimes build whole services. Most teams use them without asking…
From T-Shirt Sizes to Token Quotes?
I'll start with my position, because the rest of the article depends on it. I'm against estimation. I have been for a long time. My team has already…
I Explored AI Software Factories and Realized That Faster Coding Doesn't Mean Faster Software Delivery!
I got interested in the AI Software Factory concept because it asks a much bigger question than “How can I write code faster?” It asks how AI agents…
Honoring Margaret Hamilton: Preserving Legacy of Pioneers Behind Modern AI and Autonomous Systems
Technical Reconstruction of Margaret Hamilton's Contributions to Software Engineering and AI Foundations Main Thesis: Margaret Hamilton's pioneering…
Negotiating Your Salary Like a Jedi: One Technique That Works
The Quest Begins (The "Why") I still remember the first time I got a job offer after months of interviewing. The recruiter threw out a number that f…
Still an English Developing Country: Japan's English Problem, Its Real Limits, and the Isolation of Japanese Engineers
TL;DR In the EF English Proficiency Index 2025, Japan ranked 96th out of 123 countries, in the lowest "very low proficiency" band. Japan's weakest s…
From Chatbots to Autonomous Agents: The Real Architecture of AI in Production
Anyone can integrate the Gemini or OpenAI API over a weekend, give it a couple of basic tools, and upload a YouTube video claiming they've built an…
Professional Antipatterns: The CTO Who Chose Agentic Development Over Agentic Development
A colleague recently gave an internal presentation about GitHub's Spec Kit and spec-driven development. It was a good presentation. The demo was pra…
The Hidden Cost of Speed: Understanding Documentation Debt
If you have ever worked on a software project, you have likely run into code that felt like an ancient puzzle. You look at a function, write a few g…
Ceremony proportional to irreversibility: Type 1 vs Type 2 engineering decisions
By Decision Desk Every engineering team eventually has the same argument. One group says "we need more design review, we keep shipping things we reg…
Stop Calling an Agent Run “Done”: Model Delivery, Acceptance, Merge, and Deployment Separately
An agent says the task is finished. A branch exists. CI is green. The ticket moves to Done. Those four facts often arrive close together, but they a…
Your Engineering Dashboard May Be Lying to You
Your Engineering Dashboard May Be Lying to You Velocity is up. Automation coverage is up. Code coverage is up. Defects are down. Everything looks gr…
The Emotional Journey of Deploying on Friday
There is something about deploying software on a Friday. It is not just another command. It is not just another git push . It is not just another pi…
Your AI Finished the Ticket. Why Is the Feature Still Wrong?
Your AI Finished the Ticket. Why Is the Feature Still Wrong? There is an odd feeling that has started to appear more and more often. You open a pull…
How Engineering Team Structure Shapes Software Delivery
An engineering team can have experienced developers, a clear backlog, and regular sprint meetings while still struggling to ship. Sometimes the miss…
Beyond Single-Key Cryptography: Engineering Decentralized Multi-Device Identity, Sovereign Trust, and Instant Revocation in Rust
Focus: Spec 02 — Multi-Device Identity Architecture (crates/siar-identity-multidevice) +------------------------------+ | Account Root Keypair | | E…
The STAR Method: Your Interview Lightsaber
The Quest Begins (The "Why") I still remember my first round of behavioural interviews like it was yesterday. I walked in, polished resume in hand,…
Building Memplua: A Local AI Pipeline for Turning System Audio Into Obsidian Notes
I started building Memplua because I wanted my knowledge base to fill itself. Not literally, of course. The real problem was the gap between consumi…
Building a Plugin (Microkernel) Architecture in Java
Ever been asked to add "just one more custom rule" to your application, only to watch your elegant logic turn into a massive, fragile switch stateme…
Astra Killed Claude, Claude Killed Gemini, Gemini Killed Google, Google Committed Suicide
Astra killed Claude. Claude killed Gemini. Gemini killed Google. Google committed suicide, and that's the end of the story. Somewhere in between, an…
The Lost Art of Mechanical Sympathy: Why Software Forgot the Machine
A few weeks ago, I watched a software engineer with seven years of experience spend forty-five minutes trying to understand why his local developmen…
AI in Software Testing: Why Generated Tests Miss Bugs
AI in software testing can push coverage up while missing the bug that matters. During our account-deletion work , a coding agent produced an implem…
The Fastest Way to Make Software Slow: Rethinking Rapid Application Development
What Rapid Application Development taught me about speed, trade-offs, classic mistakes, and getting troubled projects back under control. Rapid…
5 failure modes of autonomous coding agents and how to catch them
Autonomous coding agents look great in demos. They read a ticket, write code, run tests, open a PR. Then you put one in a real repo with real creden…