RedditApple M5 Pro Max 4x AI Performance MacBook ProApple Newsroom·medium signalXBlueskyLinkedInCopy linkM5 delivers 4x faster AI performance vs M4. LLM prompt processing 4x faster. Pre-orders March 4.SourceSource pageApple Newsroom↳ Follow the threadPolicy dependency / Stack layer'Rethinking Agent Security as a Networking Problem': stop asking the LLM to enforce its own policyarXivStack layer / Threat patternSystematic Review of 85 Agentic-LLM Security Papers: Attack Work Outpaces Defense 3.9:1 and Action-Layer Risk Gets Only 4.7% of AttentionarXiv 2608.10530Policy dependency / Stack layerllama.cpp Gets a Consumer Front Door at llama.app, With a Plugin Hook Into the Pi Coding Agentggml-org / Hacker NewsPolicy dependency / Stack layerGive each agent role its own LoRA expert instead of just a different promptarXiv 2608.09251Stack layer / Update threadLiquid AI's LFM2.5-VL-3B Jumps RefCOCO Grounding Precision From 57.1 to 87.9 and Decodes 20 tok/s on a Galaxy S26 UltraLiquid AI Blog (corroborated by Hugging Face model card and Unite.AI; r/LocalLLaMA 106up/26c and 59up/18c)Stack layer / Threat pattern'LLM-mediated web attacks': eight classic vulnerability classes rerouted through the model — LLM2SQLi, LLM2SSRF, LLM2XSS and morearXivStack layer / Update threadUnsloth Ships a Desktop App: Run and Train Models Locally on Mac, Windows and Linux, Free and Open SourceUnsloth Documentation (via r/LocalLLaMA, 1,159up/314c)Stack layer / Update threadMendel Gödel Machine Adds Biological Mutation Operators to Self-Rewriting Coding Agents — Learning From Many Trajectories, Not One FailurearXiv / HuggingFace Daily Papers