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A dataset hub for LLM serving research
Harvard's MadSys lab published a trove of production data from FreeInference, an open LLM serving platform, and the numbers upend several assumptions about how inference workloads actually behave. The release, described in a paper...
Simurg – Kills LLM hallucinations mid-stream, with free web search built in
MergenAI released SIMURG, a streaming hallucination detector that watches LLM output in real time and flags degenerating text before it reaches users. The tool monitors token streams for repetition loops, cross-lingual drift, regu...
Show HN: OmniUil AI – PQC Scanner/Taint Analysis and Migration Intelligence Rust
Uilcol published OmniUil AI, a post-quantum cryptographic security scanner that runs entirely on your infrastructure. The tool statically analyzes codebases for algorithms that quantum computers will break by the end of the decade...
How to cut your AI agent bill without hurting output quality
Token prices have dropped more than 90% since 2023, and yet companies are spending more on LLMs than ever. Apollo's chief economist Torsten Slok calls it Jevons paradox in action: cheaper intelligence multiplies the number of thin...
JetBrains Air: A System of Products for Agentic Software Development
JetBrains is repositioning itself from a company that makes IDEs to one that manages the entire system through which AI agents build software. The new brand, JetBrains Air, packages three products aimed at different layers of the...
Show HN: Watch all the AI agents on your machine
Mark Wylde published all-your-agents, an event-driven tool that watches every coding agent running on a machine and presents their sessions in a single interface. The project supports Claude Code, Grok, Codex, and omp, with a plug...
Gemini 2.5 models extended indefinitely for aactive users
Google's Gemini API changelog for September shows a platform pivoting hard toward agentic workloads and real-time multimodal interaction. The month brought four generally available model releases, a managed agent update that rewro...
Transformers now runs llama.cpp quants
Hugging Face's Transformers library now loads GGUF quantized models directly, bridging the gap between llama.cpp's widely used format and the PyTorch ecosystem. The integration lets developers load a quantized checkpoint, run infe...
Meta patches Muse exploit that let attackers control the AI agent
Meta shipped a hotfix for its Muse macOS app on Monday after security researcher Patrick Wardle disclosed a zero-day vulnerability that gave attackers full control of the AI agent. The exploit chain was simple and the consequences...
Can you forget how you feel about Meta?
Meta is asking the public to judge it on what it builds next rather than what it has done before. The company's latest product cycle, a pair of AI-powered smart glasses and a personal AI agent called Muse, represents its third att...