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39 postsllama.garden: A Nostr-Powered Decentralized LLM Torrent Network
llama.garden distributes LLM weights via BitTorrent, using a Nostr-based catalog and Hugging Face servers as fallback seeds so downloads work even without seeders.
llmbittorrentnostrdecentralizationWhy price per 1M tokens is a misleading AI metric
Comparing AI models by price per 1M tokens can mislead teams. Tokenizer differences and chain-of-thought efficiency matter far more than the sticker price per token.
aillmmachine learningbenchmarkingNetflix Explores Controllable AI Video Editing with Vera and VOID
Netflix unveils Vera and VOID, two research models enabling precise AI video editing while preserving source footage integrity and physical scene continuity.
aigenerative-videocomputer-visionnetflixHow to Build Incident AI That Engineers Actually Trust
An incident-detection AI lost engineer trust by reasoning before context. Adding deploy tracking and a context graph raised hypothesis accuracy from 35% to 70%.
aiincident-responseobservabilitysreMulti-Agent Architecture Patterns for Real-World Financial Systems
Engineering patterns for safely deploying LLM agents in African microfinance systems: bounded authority gates, bias audits, and shared-state coordination across agent pipelines.
aimulti-agent-systemsllmfintechBad Epoll Flaw Grants Root Access on Linux and Android
CVE-2026-46242, dubbed Bad Epoll, lets unprivileged local users gain root via a race-condition bug in the Linux kernel's epoll subsystem; a patch is already out.
linuxsecuritykernelcveSentry's New AI Model Cuts Issue Grouping Errors in Half
Sentry upgraded its AI-powered issue grouping model, cutting duplicate issue creation by 20% and halving the rate of incorrect merges in production.
sentrymachine-learningobservabilityerror-trackingMetis: Arm's Open-Source Agentic Security Review Tool
Metis, built by Arm's Product Security Team, is an open-source framework that uses LLM reasoning to find security vulnerabilities across large codebases.
securityaillmstatic-analysisThe Forgotten Symlink: 'It Works' Isn't 'It's Maintained'
A repo had the right Cursor symlinks all along, but forgot why they mattered - proving working code isn't the same as maintained code.
aidevtoolscursorconfiguration-driftAI Audit Uncovers Seven Real Bugs in Cloudflare's CIRCL
zkSecurity's AI audit tool found seven real bugs in Cloudflare's CIRCL cryptography library, all now fixed and mostly rewarded via HackerOne.
aicryptographycloudflarecircl