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126 poststrelix v1.0 to v2.7: From Simple Search to a Platform
trelix's evolution from v1.0 to v2.7 covers a knowledge graph, seven retrieval legs, an agentic loop, and production hardening that turned it into a platform.
Bridging eBPF Verifier Diagnostics with bpfix
eBPF verifier errors often hide the real failure point; bpfix locates where safety proofs break, boosting LLM-based repair success by 11-21 points.
Why iPhone Videos Silently Fail as Telegram Video Avatars
iPhone-recorded HEVC clips silently fail as Telegram video avatars with no error. Here's why, plus an FFmpeg pipeline and aiogram bot that fixes it.
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.comHow ShareMyPage Safely Runs User-Uploaded JavaScript
ShareMyPage isolates uploaded HTML and JavaScript in a null-origin sandbox on a cookieless domain, blocking XSS and session hijacking without sanitizing code.
State-harness detects LLM agent instability using control theory
Open-source state-harness library uses a Lyapunov energy function to catch token spirals in multi-turn LLM agents and explain failures without extra LLM calls.
Meta's Astryx: An Agent-Ready Open Source Design System
Meta's open source Astryx design system offers 150+ components, React and StyleX theming, and a CLI built for both developers and AI agents.
LLM Quantization Guide: Comparing GPTQ, AWQ and GGUF
A practical breakdown of LLM quantization techniques - GPTQ, AWQ, GGUF and bitsandbytes - explaining how 4-bit compression cuts VRAM needs while preserving model quality.
CAI Dataset: The Largest Corpus of LLM-Driven Hacker Trajectories
CAI Dataset compiles 230,935 sessions and 26 million prompts from 14 months of cybersecurity LLM operator trajectories, exposing major confidentiality risks.
StoryScope Reveals the Narrative Fingerprints of AI Fiction
StoryScope focuses on narrative structure, not style, detecting AI fiction with 93% accuracy and revealing model-specific fingerprints.
Why Cursor Keeps Writing Command Injection Bugs (CWE-78)
AI code editors like Cursor generate exec() calls with interpolated user input, creating CWE-78 command injection bugs. The fix: execFile/spawn with argument arrays.