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59 postsLoRA Speedrun: A Public Wall-Clock Leaderboard for Fine-Tuning
LoRA Speedrun is a public, verified wall-clock leaderboard for LoRA fine-tuning techniques on Qwen2.5-1.5B and GSM8K, run on a single L40S GPU.
LLM-Assisted Formal Verification Uncovers Two Critical nftables Bugs
Basis used LLM-guided formal verification in Rocq to audit Linux's nftables optimizer, uncovering two critical bugs since 2022.
Why Node.js Can't Be Hardened Against Prototype Pollution
Node.js security reports on prototype pollution gadgets are symptoms, not bugs. The real fix belongs at the application boundary, not in core.
Minisqlite: A Pure-Rust Reimplementation of SQLite
Minisqlite is a pure-Rust reimplementation of SQLite, byte-compatible with its on-disk format, spanning 200K lines and 5,650 tests, no unsafe code.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comEngineering Management After the Cost of Code Collapsed
AI has slashed the cost of writing code, but engineering management practices split: some core assumptions broke, others didn't. Here's how to tell which.
PXQ format revives Pascal/Volta GPUs: +88% prefill on a $150 Tesla P100
PXQ format and custom CUDA kernels in ik_llama.cpp fork pxq_llama deliver major prefill/decode speedups on Tesla P100, V100 and GTX 1080 Ti GPUs.
Inside the New Agent Swarm: Coordination at 1,000 Commits/Sec
A deep dive into how a new AI agent swarm architecture uses planner-worker hierarchies and a custom VCS to coordinate work at 1,000 commits per second.
PyTorch-style training loop teaches the LLM harness, not the model
An open-source framework trains an LLM's prompts, tools, and repair loop with a PyTorch-style loop while freezing the model itself, using git as the ledger.
Study Finds AI Text Watermarks Fail Legal Evidence Standards
Study finds AI watermarking schemes KGW, Unigram, and SynthID fail Daubert legal criteria after simple paraphrase attacks strip out marks.
OpenClaw WhatsApp Flaw: Three GHSA Bugs Turn One Message Into Host RCE
Three GHSA-tracked flaws in OpenClaw's WhatsApp integration let a single message trigger full host code execution; all fixed in version 2026.6.6.