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226 postsHeadroom: Open-Source Tool Compresses AI Agent Context by Up to 95%
Headroom is an open-source library that compresses AI agent tool outputs by 55-95%, losslessly, via proxy or library mode. 59K GitHub stars.
Unbounded Agent Spawning Is a Fork Bomb With Good Intentions
Multi-agent LLM orchestration without spawn limits behaves like a fork bomb. Depth, breadth, cost, and privilege bounds fix it — here's how.
Hardware-Aware Model Fixes False Alarms in PLC Verification for Arduino
A hardware-aware verification method eliminates false alarms in formal analysis of IEC 61131-3 PLC code deployed on Arduino-based industrial controllers.
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.comSigwire: a live TUI for tracing every Linux signal
Sigwire is an open-source TUI that uses Linux kernel tracepoints to show every signal on a machine live, without strace or ptrace.
CET-Compliant Callstack Spoofing in Rust Using Thread Pool & Enum Trampolining
CET-compliant callstack spoofing in Rust using thread pool and enum trampolining.
6x faster batched binary search in Rust via branch prediction fixes
scikit-learn's binary search bucketization gets a 6x Rust speedup by eliminating CPU branch mispredictions via branchless code.
Measuring Linux Input Latency: X11 vs Wayland, VRR, DXVK
A custom click-to-photon device tests X11 vs Wayland, VRR, and DXVK low-latency on Linux, challenging widely repeated gaming latency myths.
NilaMind: A Fully On-Device 1.5B LLM for Mental Health Support
NilaMind runs Qwen2.5-1.5B via llama.cpp fully offline on Android, with crisis safety enforced by a deterministic, model-independent gate.
An IRT-shaped practice score is not a real IQ test
IntelligenceMax's IRT-shaped practice score resembles item response theory but lacks empirical calibration — here's what it can and can't measure.
Why Music Metadata Matching Is Harder Than It Looks
A missing Kesha remix exposes three real-world pitfalls in music metadata matching — and the fixes any multi-source pipeline needs.