Differential Heuristics

Don't classify, hallucinate!

A useful pattern for LLM classification at scale is to let it hallucinate plausible, fake entities. Then resolve to real ones.

DeepSeek Harness developer preview

DeepSeek Harness is now available in developer preview to developers building agent harnesses worldwide, with the source code released at the same time. Every agent capability is implemented as a plugin that can be swapped or recomposed.

Protect Your Relays

Managed relays are now authenticated by default, so the relay capacity you pay for is only ever used by your endpoints.

Why does Opus 5 feel worse to work with?

A blog

HashAgent – Share an AI agent as a URL, runs locally via WebGPU

Create and share private AI agents as URLs. Local WebGPU inference, built-in web search, no account or tracking.

In Australia, a Home Battery Boom Has Helped Cut Wholesale Power Prices in Half

DeepSeek peak/off-peak pricing update

We’re launching DeepSeek-V4-Pro today! 🚀

The TEMU-Fication of Software, Digital Goods and Services

A hypothesis on the not-so-distant future of software, books, music, and movies, in which most of what we consume gets cheaper, more abundant, and noticeably worse, while the human-made variant moves into a luxury segment of its own.

Accelerating GPT-5.6 Sol Ultrafast

Cerebras powers OpenAI’s GPT-5.6 Sol Ultrafast in the OpenAI API, delivering frontier intelligence at real-time speeds for critical AI work.

We're not done with point clouds

If you wait long enough to solve a problem, someone else might just solve it for you.

WhatCable: Know what your USB-C cable can do

Why is my MacBook charging slowly? WhatCable shows USB-C cable speed, charging power, and e-marker data in plain English. Free Mac app for Apple Silicon.

Ruby 4.0 Universal RCE Deserialization Gadget Chain

This post releases a new universal chain that turns a single Marshal.load into command execution on Ruby, built with new gadgets from untapped sources as well as old gadgets put to new use.

Bluesky Protocol Services

A new home for the infrastructure Bluesky runs on the open network — including Jetstream v2 with network replay, a new Jetstream SDK, and a lex-based TypeScript SDK

Show HN: Lambdock – Wayland-native GTK4 dock with a live Lisp REPL

lambdock - Modern, hyper-hackable, Wayland-native desktop dock application (C and Guile Scheme + GTK4) w/ REPL

Hello, me. It's been a while

Wow. It’s been over fourteen years since the last time I wrote a post on this blog. In those fourteen years, the world has changed, and so have I. So this isn't going to be a technical post, it's going to be personal. One of those subtle changes that quietly crept into my life over

Spaghettifying DRAM

Unlocking _everything_ on the CPU with DRAM scrambling - xoreaxeaxeax/skitter-creek-bath-salts

GLM-5.3: Frontier coding with emergent cyber capabilities

Mistral OCR 4.1

Our latest OCR service powering our Document AI stack, with native paragraph-level bounding box extraction, structural block labels, and block-level confidence scores.

Gemini 3.7 Flash

Gemini 3.7 Flash is our most intelligent workhorse model yet for coding and agents.