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867 postsWhy Your LLM-as-Judge Gate Flips Between Runs
Same code, same input, different LLM judge score: why CI gates flap between runs, and how temperature, model pinning, k-sampling and quantization fix it.
TaxCalcBench: Open Source Test for AI Tax Filing
TaxCalcBench is an open source benchmark testing whether LLMs can accurately file real tax returns; even the best model only reaches 54% full accuracy.
Oracle Patching Demystified: CPU, RU, RUR and 2026's New CSPU
Oracle's patching vocabulary shifted from CPU/PSU to RU/RUR/MRP, and in 2026 added monthly CSPUs. A clear guide to what to apply, what's deprecated, and how version numbers encode patch levels.
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.comStream Compaction on NEON: Hand-Vectorizing copy_if
NEON lacks a compress instruction, so compilers can't vectorize copy_if. This piece shows how tbl-based lookup tables restore SIMD throughput with a 30x speedup.
Mounting Mac SMB Shares from Linux Without Weakening Security
A deep dive into mounting a Mac's SMB share from Linux via Kerberos and LKDC instead of the common fix that weakens macOS password storage.
Regex Beats LLM Classifiers by 45 Points in Agent Context Routing
In a new test, plain regex rules beat TF-IDF classifiers by 45 points at routing agent context, showing an LLM call is often unnecessary.
AI agents can now accept payments across 10 countries
Open-source, MIT-licensed MCP servers let AI agents accept payments via Pix, UPI, GCash, PromptPay, and KakaoPay across 10 countries and their local rails.
4 Advanced Python Patterns Learned from Auditing HTTPX Source
An audit of the HTTPX library's source code reveals advanced Python techniques: keyword-only arguments, sentinel objects, ABCs, and mypy strict mode enforcement.
I Tried Obfuscating Java Code for AI — Here's What Broke
An attempt to obfuscate Java code before sending it to AI exposed how deeply Spring Data, JPA, and Lombok depend on identifier names.
Security MCP Turns Org Policies Into an API for Coding Agents
Security MCP is a configurable server that exposes security policies, risk context and paved roads to coding agents like Claude Code and Cursor via MCP tools.