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engineering.

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What Cancer Treatment Taught Me About System Design

A developer's perspective on information silos, specialization, and why centralized expertise matters when stakes are highest.

Python 3.15 is here: lazy imports and sampling profilers change the game

Python 3.15 brings explicit lazy imports, new profiling tools, and unpacking syntax. Here's what matters for building faster, more maintainable software.

Building Features While Cooking: Voice-First Development in 2026

How I built a newsletter index feature for my blog almost entirely through voice conversation with Claude, and what it means for the future of developer workflows.

Tilde Expansion in PATH: A Silent Shell Configuration Bug

How quoted tilde in PATH variables silently breaks sandbox warnings and creates security blind spots. A reminder why shell configuration matters.

Calibrating Language Models: Why Confidence Scores Lie

How to detect and fix overconfident AI models using temperature scaling. A practical guide to making model probabilities actually meaningful.

Building a Feature While Cooking: Voice-First Development in 2026

How I built a Django feature entirely through voice conversation with Claude, discovering that multitasking with AI coding agents changes what productivity means.

Deno's Big Bet: Why the Team Joined Cloudflare

The Deno team joins Cloudflare to build distributed applications. What this means for JavaScript developers and the future of server-side development.

Running Quake in Your Browser: A Rust Port Milestone

Exploring quake-srp, a GPL Quake engine ported to Rust and software-rendered in-browser. What this means for emulation, WebAssembly, and retro gaming infrastructure.

Why AI Agents Need Hard Budget Caps by Default

As coding agents become more autonomous, hard budget limits aren't optional anymore. They're a safety requirement for developers and enterprises alike.

OpenAI DevDay 2024: Dots, Ultrafast Models, and the Agent Era

Live coverage of OpenAI's keynote announcing Dots personal agents, GPT-6.1 Sol, Ultrafast inference, and ChatGPT Sites at DevDay 2024.

Claude Opus 5.5 and GPT-6 Luna: The Price War Gets Serious

OpenAI and Anthropic released major model updates with aggressive pricing cuts. What does this mean for your applications and the future of AI infrastructure?

Claude Opus 5.5 and GPT-6 Luna Start a Price War

Anthropic and OpenAI released new models today with aggressive pricing. Here's what it means for building AI applications.

GPT-6 Luna is ridiculously cheap, and the AI price war just got real

OpenAI and Anthropic dropped massive price cuts today. Here's what it means for developers building with LLMs in 2026.

Apple Music Hall Shows Why Streaming Needs Real Infrastructure

Apple's new London venue reveals a critical gap in music streaming: artists need connection, not just distribution. What this means for tech platforms.

Running Routes and Lost Code: Why LLM Transparency Matters

ChatGPT created perfect running routes using OSM data, but the actual code vanished. Why LLM systems need better transparency and code preservation.

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