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Twice the data, less power: my stability rule got blinder the harder I looked
4+ hour, 45+ min ago (723+ words) Originally published at erikhill.dev. The numbers below are checked against the repository they come from. This is a finding about a measurement rule, not about a model. The models did not change. I was comparing two models on a…...
How I Would Build a Private AI Coding Workstation in 2026
5+ hour, 12+ min ago (1104+ words) In 2026 the cloud coding assistants got faster, friendlier, and more expensive in that quiet subscription way where you wake up one day and realize you are paying rent to autocomplete. Private local coding is not about being paranoid. It is…...
SignerOS 1.3.0: Turn a regular PC into an offline Bitcoin signing device \ stacker news
7+ hour, 45+ min ago (255+ words) I have been working on SignerOS for some time and I just released v1.3.0. SignerOS is an air-gapped Bitcoin signing system that runs from a USB stick. The idea is simple: use a regular PC as an offline Bitcoin signing device…...
TypeScript 6.0 Declaration Emit Is Now Parallel by Default: What Your Monorepo Build Actually Gains
4+ hour, 44+ min ago (28+ words) TypeScript 6.0’s parallel declaration emit removes the sequential bottleneck that adds minutes to …...
Why One Thread Is Enough: Building a Sequential TCP Server in Rust
9+ hour, 38+ min ago (650+ words) Look, I know "single-threaded server" sounds like you forgot to finish building it. We live in a... Tagged with programming, software, rust, backend....
KeePassXC 2.8 Promises Auto-Type on Wayland and Qt 6 Port, Beta Out Now
13+ hour, 52+ min ago (356+ words) Today, the KeePassXC project released the beta version of the upcoming KeePassXC 2.8 series of this open-source, free, and cross-platform password manager for GNU/Linux, macOS, and Windows. KeePassXC 2.8 looks like a major update that promises a long-anticipated Qt 6 port to…...
Neural Network Quantization in Python: The Scale, Not the Bits
1+ day, 4+ hour ago (1481+ words) Open this in Google Colab and run it top to bottom. It trains a small convolutional network on MNIST, then quantizes its weights to 2 bits twice, changing nothing but the rule that picks the scale. About a minute on a…...
Two Locks on a Green Build: Prompt Hashes and RSS Caps for AI C++ Evals
11+ hour, 35+ min ago (730+ words) A patch landed with every assertion green. The return values matched the golden file. Then a latency dashboard moved: an inner loop that once touched a stack buffer now called std::vector::resize on every request. The eval harness never…...
Solana Developer Tools and Resources for Builders
21+ hour, 6+ min ago (1036+ words) Anyone starting to build on Solana quickly runs into a genuinely large ecosystem of frameworks, SDKs, and infrastructure providers, and it can feel a little overwhelming at first glance. This guide to Solana developer tools cuts through that list, covering…...
LayerZero Research completes formal verification of Jolt bytecode expansion
12+ hour, 55+ min ago (431+ words) The team used the Lean theorem prover to formally verify 60 of 67 RISC-V instructions over roughly 2.5 months, marking a key milestone in zkVM correctness. Formal verification is the software equivalent of a mathematical proof. Instead of testing whether code behaves correctly…...