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…
Level Up Your FAANG Interview: A 3‑Month Training Montage Inspired by Rocky
The Quest Begins (The “Why”) I still remember the first time I opened LeetCode and felt like I’d stepped into the Upside Down from Stranger Things —…
Version the wire schema, normalize at the boundary, and keep failures visible
Problem statement When you change a function-calling or Structured Outputs schema after users have active conversations, older turns and replayed to…
Using the Strangler Pattern to Add AI Around Legacy Systems Without Rewriting the Core
A legacy system can contain years of business rules, data relationships, and operational behavior that nobody wants to rediscover during a full rewr…
The AI Bottleneck Isn't Generating Code — It's Governing It
Anyone who has given autonomous AI coding agents (Claude, Devin, Antigravity, or Copilot Workspace) free rein in a production repository knows the u…
AI Integration Is More Than Adding an API: What Developers Need to Get Right
Building an e-commerce application can seem straightforward at first. You need a product catalog, a shopping cart, a checkout flow, payment processi…
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…
Circuit Breakers Protect Callers from Failing Dependencies
A payment service slows down. Checkout continues sending requests and waiting for timeouts. Lab 14 places a circuit breaker before the payment clien…
Correct behavior does not guarantee successful implementation
An API returns the expected response. An SDK runs without errors. A deployment platform provisions the requested infrastructure. An authentication s…
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…
The hard part is not connecting systems. It is predictable behavior.
Connecting systems is the easy part. The hard part is predictable behavior. The same request should do the same thing every time. Edge cases should…
How to Build a Testable Image Editing Workflow for Web Applications
An image-editing feature often looks trivial in a prototype. A user uploads a file, types “change the background to dark blue,” clicks a button, and…
Modeling Waterfront Assets with Shapezo: A Typed Content Pipeline for Docks, Piers, and Wharves
Most port documentation fails for a boring reason: it is unstructured prose about structured things. A dock is a graph. It has a deck, a piling fiel…
Building a Provider-Agnostic Payout Architecture
Keeping the customer experience stable while payment rails, bank directories, fees, and status semantics change underneath it. The first integration…
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…
The Cost of Architectural Symmetry
Why different responsibilities deserve different amounts of structure. There is something reassuring about opening a codebase and recognizing its st…
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…
The Pressure Points of Software Architecture
Software architecture rarely breaks where we expect it to. A system can have clean code, elegant abstractions, carefully designed APIs, automated te…
Polymarket Trading Bot: Building a Polymarket TWAP End-Cycle Sniper - Why Simpler Risk Logic Worked Better
When I started building my Polymarket TWAP End-Cycle Sniper, the original idea was simple: Find a high-probability opportunity near the end of a sho…
What Happens When Security Becomes Part of the Data Model
Security is often introduced into software as a layer. There is an application. There is a database. There is an API. Then, somewhere around all of…
Why AI Coding Agent Tools Prefer Grep Over LSP Servers
Why AI Agents Prefer Grep Over LSPs The Context Retrieval Paradox When designing context retrieval pipelines for autonomous software engineers, the…
Java Records and Sealed Classes: Designing Type-Safe Domain Models
Modern Java has undergone a significant renaissance. Long criticized for excessive boilerplate, verbosity, and the sheer amount of ceremony required…
Step 3 — Documentation Generation
Exactly. Step 3 is where we finally produce the human-readable architecture document . The important rule is: Step 3 must not rediscover the archite…
Idempotency Beyond the HTTP Header
Designing retry-safe financial operations across clients, workers, databases, and external providers. Payment clients retry requests. Load balancers…
I Built an Audit Log Three Times. The First Two Lied to Me.
Over the last couple of years I've built a few systems where somebody, eventually, asks "who changed this?" An online exam platform where teachers g…
I didn't love coding. I loved building.
I considered myself an excellent developer. Modesty aside, I imagine most people reading this do too. I cared about clean code, SOLID, architecture,…