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Anthropic@AnthropicAIAI score52AIAnthropic is launching OSS Scanner, a service that uses its frontier models to periodically scan opted-in open-source projects for vulnerabilities at no cost. Its reports provide a proof-of-concept, an explanation, and a suggested fix.
Thariq@trq212AI score23AIThariq (@trq212) says the project is built on Claude Managed Agents, with code generated in a cloud sandbox using Sonnet 5.5. He puts each run at about $0.75 and links the GitHub repository for trying it.
AIClaude Code v2.1.295 adds onFailure: "block" for command and HTTP hooks, so a hook that cannot start, times out, or exits unexpectedly blocks the action. The release also adds an optional models list for Claude apps gateway upstreams, plus upstream_request_id in the inference audit event, and fixes a range of MCP, plugin, and terminal issues.
Sherwin Wu@sherwinwuPickAI score60AISherwin Wu, an OpenAI employee, says the updated Harvey LAB-AA v1.1 benchmark, announced by Artificial Analysis with Harvey, is more useful than the original LAB results. The new Hallucination-Gated All-Pass Rate credits a task only when every rubric criterion passes and no material hallucination appears. Grok 4.7 (xhigh) leads at 9.4%, while GPT-6 Astra (max) at 8.6% has very few material hallucinations.
Why it matters: The update adds a hallucination gate to a legal benchmark, showing that models with high all-pass rates can rank much lower once material errors count.
Claude@claudeaiAI score62AIClaude Dashboards lets users connect a data platform or CRM tool and ask questions in plain language. Claude writes the query and builds a dashboard that updates as the data changes, and every chart shows its underlying query. The feature is in beta on paid plans.
AIOpenAI's Codex 0.162.0 release adds tools for creating and listing managed Git worktrees from trusted local projects when the worktrees feature is enabled. The update also lets users pin tasks in the agent Command Center, copy transcript blocks with /copy, and make URLs clickable in approval headers, questions, and warnings, along with several Linux and Windows sandbox fixes.
AIMozilla.ai's cq project proposes a shared knowledge layer where AI agents capture lessons from non-obvious fixes as structured knowledge units that other agents can later query. The default setup is local-first, using a local SQLite database so nothing leaves the machine, with an option to connect to a remote team server that adds review.
Artificial Analysis@ArtificialAnlysAI score28AIAmong models with a Hallucination-Gated All-Pass Rate above 0%, GPT-6 Luna (max), GPT-6.1 Sol (max), Muse Spark 1.3 (max), and Grok 4.7 (xhigh) set the Pareto frontier for score versus cost per task. GPT-6 Luna (max) is the cheapest at about $0.22 per task, scoring 3.3%, while Grok 4.7 (xhigh) leads at about $9.50 per task and Muse Spark 1.3 (max) costs about $4.20. The three Claude models cost about $18 to $22 per task.
Databricks@databricksAI score32AIDatabricks introduced Vibe Data Modeling, an open-source agent that helps teams build, validate, and evolve business-specific data models. It applies roughly 250 modeling rules while keeping data modelers and business stakeholders involved. Teams can start from 40 industry models as a baseline and iterate toward models that reflect how their business operates.
lauren@potetoAI score29AILauren Tan invites users of Grok Bot on Omarchy and developers building plugins for it to share feedback and feature requests. The post points to the Omarchy plugin catalog and asks what integrations could be supported. Background from DHH says SpaceXAI joined the Omacom Foundation as a Founding Corporate Patron, contributing $1,500,000 in Grok tokens for Omarchy's maintenance and development.
AINVIDIA Dynamo uses a unified session-level identifier to make its inference stack aware of agent sessions, subagents, and their KV cache across turns and tool calls. On SWE-bench, two TP4 MiniMax-M2 replicas on one 8xH100 node gained roughly 12-16% throughput from program-aware scheduling over KV-aware routing alone. The post also describes experimental shared-pool indexing and a proposed KvHint interface for session-aware cache policies in vLLM and SGLang.
Why it matters: The post explains how session identifiers let an inference stack track agent working sets, with measured throughput gains on SWE-bench and agentic RL rollouts.
Dhravya Shah@DhravyaShahAI score42AISupermemory introduces MemoryRepo.dev, an open-source implementation of Cognition's dreaming memory system built on Cloudflare Artifacts, Durable Objects, Alchemy, and Effect. The project follows Cognition's Devin memory design, which builds a memory graph across sessions and prunes stale records overnight. Supermemory says it will incorporate learnings from this research into its own product.
Zhihao Jia@JiaZhihaoAI score62AILithos AI says it is open-sourcing lithos-metal, which uses megakernels and DSpark speculative decoding. The post claims Qwen3.8-27B reaches a peak of over 200 tokens per second per user on a single Apple M5 Max. It says users can try the tool with any coding agent in one command, and links to the code on GitHub and a technical blog.
Andrew Curran@AndrewCurran_AI score13AIAndrew Curran posted a brief "The saga continues" update, with no clear publisher or model identified. Quoted context from @0xdoug reports a validated, merged PR that tightened κ from 2⁻¹⁸² to 2⁻¹⁵, described as a 500-thousand-fold improvement over the previous result and a 2^167-fold improvement over the original OpenAI result. The quoted post credits a community effort and says results are being verified and published.
elvis@omarsar0AI score46AIRSIGym provides a research agent with training, inference, evals, and sandboxes as callable services, so it spends its budget on experiments rather than rebuilding infrastructure. With Opus 5 as the researcher, the improved system rose from 17.67% to 50.33% on SWE-bench Verified. The post also highlights a way to measure co-evolution between harnesses and models.
Daniel Han@danielhanchenAI score38AIUnsloth now supports OS-level sandboxing on Linux via bwrap, on Mac via seatbelt, and on Windows via Microsoft's MXC. Per-tool-call latency is under 100ms across all three, and its software-style sandboxing with regex AST checks adds about 3ms. The Windows integration was built in collaboration with Microsoft.
Suno@sunoAI score22AISuno announced that Albums are now live, letting users combine songs into a full release, set artwork, arrange the tracklist, and publish when ready. Existing playlists can be converted into Albums without rebuilding them from scratch.
OpenClaw🦞@openclawAI score34AIOpenClaw released its v2026.9.9 patch, adding support for GPT-6.1 Sol in Codex and Claude Haiku 5.5. The update also improves recovery from failed updates, fixes missing iMessage replies, and resolves scheduled-job issues. The release credits 90 contributors.
AIJetBrains has released Mellum2.1, a 12B mixture-of-experts thinking model with 2.5B active parameters, under Apache 2.0 on Hugging Face. Post-training reinforcement learning in real software repositories raised SWE-bench Verified from 2.0 to 47.0, according to JetBrains' self-reported results. Qwen3.5-9B still leads on SWE-bench Pro, GPQA Diamond and AIME, and GGUF builds start at 7.0 GB for local use.
Unsloth AI@UnslothAIAI score44AIUnsloth now supports OS-level sandboxing on Windows by integrating Microsoft's open-source mxc repository for sandboxed code execution. The integration adds under 100 ms of overhead, according to the post. A setup guide is available in Unsloth's documentation.
Leandro von Werra@lvwerraPickAI score70AICarbon-A is an open model that predicts gene locations directly from DNA, and it has been used to annotate genomes from over 22,000 species. The release includes a database of 566 million gene candidates, about 16 times the gene annotations in the RefSeq dataset. Wet-lab RNA experiments supported 239 candidates missing from RefSeq across cats, Syrian hamsters, chickens, and Arabidopsis.
Why it matters: The source ties an open gene-annotation model to specific wet-lab checks and gene counts, helping readers judge how far its predictions extend beyond well-studied genomes.
AIOpenAI reportedly posted solutions to 90 of the top 500 open math problems, using an average of three hours of Pro-level compute per question. Anthropic released Claude Haiku 5.5 at $0.10 input and $0.50 output per million tokens, and the author says Jay Clayton was named AI Czar to head a new taskforce.
Thomas Wolf@Thom_WolfSame storyAI score67AIThomas Wolf says Carbon-A, an open model that finds genes directly in DNA, has been released with a database of 566.34 million candidate genes across 22,617 species. The team reports wet-lab validation of several new genes in cats, chickens and arabidopsis, and RNA evidence for 239 genes missing from reference annotations of common species.
This story has a top pick“Carbon-A open model and database predict 566 million gene candidates across 22,617 species”
Simon Willison@simonwAI score47AIMicrosoft has released MxC, an open-source sandboxing library that runs on Windows, macOS, and Linux. It builds on processcontainer, bubblewrap, and seatbelt as its underlying mechanisms. The project is aimed at developers struggling with fragmented sandbox tools for AI agents.
Philipp Schmid@_philschmidAI score46AIGoogle's SynthID Detector is now publicly available, letting users check whether an image, video, or audio file was generated by supported tools. Per the post, it scans for watermarks from Google and partners, including Nano Banana 2.1, OpenAI, NVIDIA, and Kakao, with Apple support coming soon. Uploaded files are deleted right after scanning.
Karl's AI Watts@aiwartsAI score14AIThe author says Opus 5.5 keeps improving and works well for producing weekly product short videos, with all materials generated directly without extra services. GoodCase added 269 new AI showcase cases, prompts, and 7 new Skills, bringing its total to 1,699 cases, 95 Skills, and 426 creators. The post also highlights awesome-seedance, which now lists 795 video cases, 367 prompt retests, 27 prompt templates, and 77 installable video Skills.
StepFun@StepFun_aiAI score38AIStepFun is offering its flagship Step 5 Preview model free in OpenCode for one week, targeting agentic and professional work. The preview supports a 1M context window, multimodal input, and zero data retention.
Elias@isbkchAI score14AIYT AI Studio is now live on Product Hunt, offering a free, source-available tool that takes users from script to finished YouTube video on a Mac. The post invites feedback from users who try it.
AIAmazon Web Services launched an open-source Physical AI Toolchain that combines AWS services with NVIDIA's Physical AI software to cover data generation, model training, simulation, edge deployment, and continuous improvement for robots. AWS uses Amazon SageMaker for training and AWS IoT Greengrass for distributing models to edge devices, while NVIDIA contributes Isaac Sim, Isaac Lab, Isaac GR00T, and Cosmos. The toolchain is hardware-neutral and does not directly replace RoboMaker, which was shut down in 2025.
merve@mervenoyannAI score37AIllama.cpp v0.6.0 adds support for multimodal Jev-like models and a performance upgrade for Metal, according to Merve Noyan. The post says models can be served with a single command, `llama serve -hf ggml-org/Clef-Flash-GGUF`, and points to a trending list of decision models on Hugging Face.
AIJetBrains released Mellum2.1, a 12B mixture-of-experts model with 2.5B active parameters under the Apache 2.0 license, built for coding agents. Post-training shifted to reinforcement learning across thousands of environments and millions of sandboxed runs, and the model is available on Hugging Face. The source reports gains over Mellum2 on LiveCodeBench, AIME, GPQA Diamond, BFCL v4, IFEval, and SWE-bench Verified, and says it serves almost twice the tokens of Qwen3.5-9B under heavy load.
Why it matters: The post shows how reinforcement learning in real sandboxed environments changed a compact open model's repository work, with benchmark gains against Mellum2 and two peers.
meng shao@shao__mengAI score55AITencent Cloud has open-sourced Octop, a self-hosted multi-agent AI assistant platform aimed at families and small teams, with multi-user accounts and data kept on the user's own machine. The full text describes it as a single Python process that bundles the backend, web dashboard, CLI, IM gateway, cron jobs, and multi-agent runtime, with state rebuilt from SQLite on restart.
AI Edge@aiedge_AI score34AIY Combinator CEO Garry Tan has open-sourced his complete Claude Code configuration as the gstack repository on GitHub. The post calls it one of the best GitHub repos ever, though it provides no details on the setup's contents or features.
vLLM@vllm_projectAI score62AIvLLM v0.31.0 is released with 717 commits from 307 contributors, including 96 first-time contributors. Highlights include DeepSeek-V4.1-Flash support, a vllm preload command that keeps weights in GPU memory across restarts, and Model Runner V2 with draft-model speculative decoding. The release also adds large-scale serving, scheduling, and HiSparse fixes, with full notes linked on GitHub.
Andrew Curran@AndrewCurran_AI score62AILast week, several of South Korea's largest banks were hit by a cyberattack. A CrowdStrike report reportedly indicates the entire attack may have been carried out by one person. The attacker reportedly combined the open-source AI penetration tool ARTEX, DeepSeek v4.1-Flash, GLM-5.3, Grok 4.6, and Claude Code.
AIHuawei engineers presented XMFS, an experimental Linux kernel prototype filesystem, at the Linux Plumbers Conference in Prague on October 5. It aims to let applications reach cross-node shared memory on CXL 3.0 or Huawei unified bus servers through standard POSIX file calls. The code exists only on openEuler, not in the mainline Linux kernel.
AIPerplexity has released pplx-embed-v2-late, a pair of ColBERT-style multimodal embedding models in 0.6B and 9B sizes that retrieve text, images and rendered PDF pages in a shared embedding space. Both are available on Hugging Face under the MIT license, while a hosted API endpoint is planned but not yet live.
dex@dexhorthyAI score22AIDeveloper Dex Horthy highlights Fold, a Effect-based agent harness by @0xblacklight that stores state as a portable append-only log. It runs on Cloudflare Durable Objects out of the box and includes a retro OpenTUI interface with 10 themes.
Khazix@Khazix0918PickAI score88AIOpenAI published 722 math manuscripts covering 372 result groups in a new GitHub repository, openai/math, all produced by an unreleased internal model. The author describes the results as including a near-Riemann hypothesis claim pushed to 0.875, and notes that 25 Fields Medal winners criticized the company's approach to AI math research.
Why it matters: The piece traces how AI math results moved from benchmarks to open problems, offering context on verification and the mathematicians' pushback.
vLLM@vllm_projectAI score46AIThe vLLM team released a technical report on vLLM-Omni, a unified serving runtime for omni-modality generation spanning multi-stage autoregressive pipelines, iterative diffusion, and stateful sessions. Current LLM servers and diffusion stacks each cover only one of these patterns, pushing deployments to stitch disjoint runtimes together. vLLM-Omni offers a shared control plane in which an orchestrator advances requests across stages, specialized engines handle compute, and a connector carries payloads.
