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19 postsNew Verifier Exposes Hidden Bugs in LLM-Generated GPU Kernels
A 12-gate contract verifier finds that 39.5% of LLM-generated GPU kernels are broken despite passing standard correctness benchmarks.
Shoehorn: Rust Tool Quantizes LLMs to Fit Your Mac's Exact VRAM
Shoehorn is a Rust CLI that quantizes BF16 GGUF LLMs per-tensor to exactly fit your Mac's available VRAM, maximizing quality under a hard memory budget.
GenRec: Netflix Moves Toward LLM-Native Recommendation Systems
Netflix's GenRec reframes recommendation as generative language modeling, signaling a shift from ranking pipelines to LLM-native architectures.
ChainDrop worm crawls into npm supply chain, evades standard defenses
ChainDrop, a Shai-Hulud npm worm variant, infected 444 packages and spreads via tarballs, evading standard repository-based defenses.
CAKE: Compiler-Agent Co-Design Lets AI Write Faster GPU Kernels
CAKE pairs AI coding agents with a hardware-explicit compiler IR, beating tuned GPU kernel baselines on B200 with verifiable, evolving toolchains.
Prefill/Decode Disaggregation Can Worsen Tail Latency, Not Fix It
Splitting prefill and decode across GPU pools adds queues and KV transfer overhead that can worsen tail latency without careful control-loop design.
Python Bytecode: The Security Blind Spot Beyond Source Review
Study of over 1M PyPI packages shows Python .pyc bytecode bypasses source-level security review, exposing CPython to crashes and memory-corruption bugs.
AI Can Now Design Functional Viruses
Stanford researchers designed 16 AI-generated viruses capable of infecting antibiotic-resistant bacteria.
Evaluating Memory Frameworks: File, Vector, Graph, and RL Approaches
The evaluation shows that structured memory systems outperform file-based ones in accuracy and token cost.
Wevna: Local-First Dashboard for Node.js Back Ends
Wevna offers a local-first dashboard for monitoring Node.js back ends. Ideal for rapid issue detection.