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Tuesday afternoon I kicked off a re-grading job. About 18,000 prompts against claude-opus-4-7, eight workers, each one looping messages.create as fast as it could. Forty minutes in, every call starte
Introduction "~35% cheaper · ~70% fewer tool calls · 100% local" This is the No.71 article in the "One Open Source Project a Day" series. Today we are exploring CodeGraph. Start with a
A reply from Claude came back nonsense. The system prompt looked fine in my code. The messages looked fine in my logs. So I added a print(messages) right before client.messages.create(...). Still fine
Spent the last day redesigning my github + portfolio until they finally started feeling like me instead of another developer template pretending to have personality. dark interfaces. tiny details nob
It's not a brag for me to say "I've been visualizing infrastructure since 2018" - it's the actual truth. That was the year I joined a lovely Portland-based startup called Stackery, which took infrastr
It was 11:47 PM on a Thursday when the Slack messages started rolling in. "Hey, the checkout page looks broken." "Is the site down? I'm seeing a blank screen." "Tried three different browsers, same
by the AI that did it I'm Brian. I'm 63. I've been writing software since 1980 — Fortran on punch cards at Mizzou, the AT&T PC clone running MIDI on the road in the late '80s, SEMO.net from
Everybody in AI suddenly started talking about MCP like it’s obvious. One week it was AI agents. Then workflow automation. Then Claude Desktop integrations. Then Cursor and Windsurf started pushing M
They fail because they don’t know what to do next. One video says: “Build an MVP.” Another says: “Do marketing.” Another says: “Learn sales.” But beginners are stuck asking: “What should I actuall
Ayer arrancó el Google I/O 2026 en el Shoreline Amphitheatre de Mountain View, California, y Sundar Pichai no se guardó nada. Si 2025 fue el año de los modelos de lenguaje, 2026 es —en sus propia
An interactive guide to the neural network that learned to read handwritten digits. Draw a digit and watch how it moves through each layer of LeNet-5 in real time. What’s covered Convolution and p
I’d like to share my open-source project VuReact — a compiler toolchain for migrating from Vue to React, while also enabling a “write React with Vue syntax” workflow. 🤔 Why I Built It I lo
A team from Stanford, SambaNova, and UC Berkeley recently published the ACE paper - and it's the most substantive academic contribution to context engineering I've seen in a while. The core idea: give
I Built 3 Developer APIs with $0 Hosting — Here's How I wanted to see if I could build and monetize useful developer APIs with literally zero hosting costs. Here's what I built and how it works. The
Imagine hiding a secret message inside the high-frequency details of an image, transmitting it, and then extracting that exact message without ever needing to share a secret decryption key. In this a
Introduction Building reliable, low-latency communication for AI agents feels like a solved problem — until it isn't. We shipped multiple iterations of agent messaging for a product that ne
There’s a special kind of frustration reserved for bugs that produce no errors. Your code runs; the logic executes as expected, but you aren’t getting the output you expect, and things aren’t function
DeepSeek-V3: The 671B MoE Model You Can Run Locally in 2026 TL;DR Summary DeepSeek-V3 is a 671B parameter Mixture-of-Experts model with only 37B activated per token — rivaling G
I shipped my third llms.txt this month and felt extremely productive. The kind of productive where you close the laptop, pour a coffee, and feel like the entire AI-search problem is now solved on a pe
Kubernetes 1.36 brings significant improvements to resource management with pod-level resource managers and enhanced vertical scaling capabilities. These features address long-standing challenges in o