Artificial Intelligence

What I Learned From DoorDash's AI Assistant Architecture

DoorDash's eval said Gemini Flash was worse than Sonnet. It wasn't. Four things I took from their engineering series on grounding, agent memory, and evals.

14 Jul 2026

Soon Everyone at Your Company Will Be an Engineer

AI is tearing down the wall around engineering. Why everyone becomes an engineer, org charts flatten, and every function turns into an engineering role.

26 Jun 2026

Ship and Learn Are Two Different Metrics

AI defaults close your task, they do not keep you sharp. Used without intent it bills you in cognitive debt. The posture that keeps you learning while you still ship.

17 Jun 2026

The Broken Window Theory of Code, and Why Cheap AI Rewrites Don't Save You

One unfixed broken window lowers the standard for everything that follows. AI is making rewrites cheaper than ever, which raises an uncomfortable question: are we still going to understand our code, or just keep rebuilding it?

3 Jun 2026

Agents Who Code and Generative UI: Notes from AI Native Engineers London

At the second AI Native Engineers London meetup, the talks were about agents that ship real PRs, generative UI for MCP apps, and design systems in the loop. Here is my honest report from the night.

29 May 2026

Supervisor Agent Architecture: What Makes It Work

I have been reading deeply about supervisor agents: how they connect to RAG, how memory actually works, human-in-the-loop, dynamic agent generation, and what it costs to run them properly.

16 May 2026

MCP: Context Is Everything — Notes from a Building with MCP Event

14 May 2026

Engineer Role Shift: From Implementer to Orchestrator

The engineer role is shifting from writing code to orchestrating AI agents. Learn what architecture, coordination, and quality evaluation look like now.

5 May 2026

Traditional SDLC vs Agentic SDLC: What Actually Changes

Agentic SDLC vs the traditional software development lifecycle: what actually compresses, what stays hard, and what it means for senior engineers.

5 May 2026

Multi-Agent Topologies: Choosing Between Supervisor, Pipeline, and Broadcast

Most engineers building multi-agent systems reach for "just add another agent" before they've thought about what topology they're building. That's usually...

1 May 2026

From Prompts to Persistence: Agent Memory, Context, and Memory Engineering

Most agent demos are amnesiac by design. You send a message, the agent responds, and the next time you open a session it has no idea who you are. That is ...

30 Apr 2026

Running Gemma 4 Locally for Your Next Feature: A Practical Decision Guide

I built a commit message generator locally as a playground first—instead of reaching for a hosted API—so the model stays on my Mac (M4 these days), it cos...

11 Apr 2026

The Day 2 Problem: Why Vibe Coding Is Creating a Maintenance Crisis and What Good Engineers Do Instead

I was reviewing a PR last week where a checkout flow had grown to 847 lines in a single component. The author had used an AI assistant to build out severa...

10 Apr 2026

17 Claude Code Token Management Hacks (Tier 1 to Tier 3)

In the past week or so, people have been complaining about hitting their Claude Code limit insanely fast. Claims like one prompt that used to cost 1% of t...

6 Apr 2026

Anatomy of the .claude/ folder: The Control Center for AI-Enhanced Projects

When working with AI coding assistants, organization is everything. A clean, structured approach to managing instructions, rules, and specialized agents c...

29 Mar 2026

OpenClaw: The Self-Hosted AI Assistant That Treats Intelligence as Infrastructure

Most AI assistants live behind someone else's API. You send a message, it hits a server you don't control, and a response comes back through a pipeline yo...

8 Mar 2026

Token Economics: How to Cut LLM Cost Without Making Your Product Worse

Words you need

2 Feb 2026

Chunking Is Product Design (And Most RAG Systems Prove It)

Words you need

2 Feb 2026

Agentic Systems in Production: Agent Interfaces, Orchestration Patterns, and Observability

A chatbot answers questions. An agent takes actions.

15 Dec 2025

Embracing AI-Augmented Development: How AI is Changing the Way We Code

Six months ago I tried writing a service without any AI tooling. No Copilot. No Cursor. No ChatGPT in a side tab.

23 Mar 2025

Linear Regression in Artificial Intelligence

Linear regression is the "hello world" of machine learning. It predicts a number based on input data by finding the best straight line through your data p...

26 Mar 2024

A Guide to Creating AI Assistants with OpenAI: Unleashing Intelligent Task-Specific Models

I wanted to analyze my bank transactions from CommBank and ING. Not with a spreadsheet. With an AI that could answer questions about my spending patterns ...

4 Jan 2024

OpenAI APIs: From ChatGPT to Image Generatio

I wanted to understand what OpenAI's APIs could actually do. Not the marketing -- the real capabilities, the costs, and the gotchas.

30 Dec 2023

Machine Learning Use Cases in Future

Machine learning is already everywhere. Most people just don't notice it. Every recommendation, every autocomplete, every fraud alert -- there's a model b...

15 Oct 2023

Machine Learning Amazon SageMaker

Machine learning has a three-step lifecycle: prepare data, train a model, deploy it. Most tutorials focus on the first two. The third is where teams get s...

14 Oct 2023

Object Tracking with OpenCV

Object tracking means locating the same object across successive frames of a video. Detection finds it once. Tracking follows it over time.

14 Oct 2023