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A college tried to cancel its Flock Safety contract and it refused A college in Illinois tried to cancel its Flock contact and it refused Flock refused to take its cameras down so Elgin Community College covered them. The company snuck back to undo it.
Show HN: I added optional chaining to CPython Quick start · What's new · Try it · How it works · Caveats Note This is not the official Python distribution. It tracks upstream python/cpython main and layers experimental syntax and runtime features on top.
v3.29.0 ## [3.29.0](https://github.com/openai/openai-python/compare/v3.28.0...v3.29.0) (2026-10-11) ### Features * **api:** add billing_not_active session error code ([#4052](https://github.com/openai/openai-python/issues/4052)) ([c88b320](https://github.com/openai/openai-python/commit/c88b32012ef0c3ebac39c79512994985a553a24c)) * **api:** add shida to named Live voices ([#4053](https://github.com/openai/openai-python/issues/4053)) ([7352cf5](https://github.com/openai/openai-python/commit/7352cf5c80cf46b0b7c23634fb7df47c28b0604b)) * **api:** add vault updates and metadata filters ([#4047](https://github.com/openai/openai-python/issues/4047)) ([e72f493](https://github.com/openai/openai-python/commit/e72f4931f16ae74602968348461bd3cf50b2cec5)) * **api:** align beta pagination limits and non-null parameters ([#4057](https://github.com/openai/openai-python/issues/4057)) ([800899e](https://github.com/openai/openai-python/commit/800899eeaf9e2696703452e73a5e95f1a31e12ce)) ### Chores * **api:** clarify
Why we're watching these climate tech companies This week, we released our 2026 version of our Climate Tech Companies to Watch list. It’s an annual project that the MIT Technology Review team puts together.
Thither – Lightweight remote editing over SSH with multi-GB file support README.md JSi Text Editing Lightweight, hackable, and high-performance text editing tools, runtimes, and extensions. Projects lite-xl — A lightweight, fast text editor written in Lua with a native C backend, featuring native performance optimizations, SDL GPU rendering, and remote editing integration.
Yandex bot traffic nearly eliminated overnight after Ukraine drone strikes (Image credit: Getty Images ) Facebook X Whatsapp Reddit Pinterest Flipboard Email Share this article 0 Join the conversation Follow us Add us as a preferred source on Google Subscribe to our newsletter Russian bot traffic has dropped dramatically in the past few days after Ukraine knocked out Yandex’s biggest data centers, with a third attack happening last night . Cloudflare reports that bot traffic from the Yandex network has dropped to just 0.4% of the maximum number of HTTP requests recorded in the past two weeks.
MicroG: [Bounty] RCS Support [$14999] [BOUNTY] RCS Support [14999$] #2994 Open Open [BOUNTY] RCS Support [14999$] #2994 #3819 ( + 9 ) Labels bounty enhancement Description unpluggederan opened on Aug 1, 2025 Issue body actions Feature Description: Google Messages is currently the only widely available RCS client for Android. When attempting to use Google Messages with microG, users typically encounter issues such as: A persistent message stating "RCS chats aren't available for this device." An indefinite "Setting up.", where authentication of the phone number never completes.
A new look at brains transformed by psychedelics Story text Size Small Standard Large Width * Standard Wide Links Standard Orange * Subscribers only Learn more For about a decade, the mainstream understanding has been that psychedelics cause chaos in the brain. Brain networks—the stable patterns of communication that handle vision, attention, or our sense of self, and more—loosen and start talking to each other all at once.
Nvidia reportedly halts GeForce RTX 5090 production in favor of data center GPUs (Image credit: MSI) Facebook X Whatsapp Reddit Pinterest Flipboard Email Share this article 11 Join the conversation Follow us Add us as a preferred source on Google Subscribe to our newsletter Nvidia has reportedly ceased selling its GB202 graphics processors for consumer-grade GeForce RTX 5090-series add-in-boards (AIBs), including 'D' variants for the Chinese market, according to a leaked notice from an unknown factory cited by @hongxing2020 , who tends to have insights into the graphics card market. Another prominent leaker @Zed__Wang confirmed the report and said that from now on the GB202 silicon will be exclusively used on data center and professional graphics cards.
The state of AI-assisted reverse-engineering of Apple Macs 🧭 Apple Silicon hardware directory · products & boards #70 Acelogic announced in Announcements 🧭 Apple Silicon hardware directory · products & boards #70 Acelogic Oct 1, 2026 · 0 comments Return to top Discussion options Uh oh! There was an error while loading.
AI Is Getting Good at Messing with Cybercriminals , a weekly newsletter by Lily Hay Newman and Matt Burgess from inside the new world of privacy and digital security. To receive this newsletter in your inbox each week, sign up here .
Angular compiler rewritten in Rust, PR merged to main Conversation atscott commented Oct 8, 2026 • edited Loading Uh oh! There was an error while loading.
Scope CSS At-Rule @scope CSS at-rule Baseline 2026 Newly available Since March 2026, this feature works across the latest devices and browser versions. This feature might not work in older devices or browsers.
Show HN: Planar.jl is a trading bot written in Julia While it is primarily built around the CCXT API, it can be extended to work with any custom exchange, albeit with some effort. Customizations Julia's dispatch mechanism makes it easy to customize any part of the bot without feeling like you are monkey patching code.
Show HN: LoRA over GGUF – Train Qwen3.8-Flash-Next in 40G VRAM Users not only run the weights, but also modify the weights. It matters to develop training framework for local hardware.
GPGPU-SIM – Cycle-Level Simulator for Nvidia GPUs with CUDA or OpenCL Workloads Also included in GPGPU-Sim is a performance visualization tool called AerialVision and a configurable and extensible power model called AccelWattch. GPGPU-Sim and AccelWattch have been rigorously validated with performance and power measurements of real hardware GPUs.
v3.28.0 ## [3.28.0](https://github.com/openai/openai-python/compare/v3.27.0.v3.28.0) (2026-10-09) ### Features * **api:** add agent environment suspension and expiration ([#4046](https://github.com/openai/openai-python/issues/4046)) ([6aa25a9](https://github.com/openai/openai-python/commit/6aa25a9959f451ef67de948b792779e3d130a9c2)) ### Chores * **deps:** bump astral-sh/setup-uv from 10.1.0 to 10.2.0 ([#4026](https://github.com/openai/openai-python/issues/4026)) ([8bfffd4](https://github.com/openai/openai-python/commit/8bfffd40158460d0f5e651590b95cfef5292d93e)) * **deps:** bump CodeQL init and analyze to 4.38.2 ([#4025](https://github.com/openai/openai-python/issues/4025)) ([4f5e618](https://github.com/openai/openai-python/commit/4f5e6180bc089d50df1deda7726507cd89d86d67)) * **deps:** update PyJWT security constraint to 2.14.0 ([#3991](https://github.com/openai/openai-python/issues/3991)) ([aaed2a7](https://github.com/openai/openai-python/commit/aaed2a767319b3bc0637e0522bf09a4c7f8f36fc))
'I use AI to do the things that I'm bad at' Linus Torvalds on why it works Vaughan-Nichols/ZDNET ZDNET’s key takeaways Torvalds likes AI for showing new developers the joy of programming. Torvalds discussed changes in the Linux kernel development process.
Introducing Clef-omni with full multimodality, plus a faster Clef and a cheaper Clef-flash Following last week’s release of Clef and Clef-flash , Cloudflare’s open-weight decision models, we decided to bring forth more gifts. Today, we’re releasing Clef-omni, which takes in audio and video input alongside text and image.
Show HN: TaskHandoff – Self-hosted control plane for containerized AI agents It connects AI sessions spread across machines, workspaces, and chat platforms while managing node enrollment, instance lifecycles, sessions, applications, and message routing. Beta: Task Handoff is under active development.
Underdog Saluki: Qwen3.8-27B in under 8GB with tool calling intact Supported types are xhigh (default), medium, and low.') }}\n {%- endif %}\n {%- if resolved_reasoning_effort == 'xhigh' %}\n {%- set reasoning_instructions = 'Reasoning effort is set to xhigh. Please think carefully through the task, validate key assumptions, consider plausible alternatives, and prioritize correctness, consistency, and clarity in the final answer.' %}\n {%- elif resolved_reasoning_effort == 'low' %}\n {%- set reasoning_instructions = 'Reasoning effort is set to low.
Hack the World: Why hackathons are still the best place to learn to build Ed Summers · @edsummersnc October 9, 2026 | 3 minutes Someone bursts through the door and announces, “There’s pizza!” Nearby, a team has duct tape and cardboard holding its prototype together. Another is debugging a model that won’t detect their movements.
Impactful scheduling for GPU clusters Enterprise Article Published October 9, 2026 - Kyle Wiggers Ai2Comms allenai Building a cluster scheduler to prioritize high-impact research while maintaining full occupancy On the AI Infrastructure team at Ai2, we’re responsible for providing the institute’s GPU compute capacity, specifically targeting large, distributed training workloads. We think about this task as a pyramid of four metrics that build on each other.
Show HN: Frapp – Open-source game giveaway and deal tracker in React Native Never miss a limited-time offer or massive discount across major distribution platforms, powered by the GamerPower and CheapShark APIs. About Note Contributions are welcome.
The next-gen borrow checker, a drop-in replacement for Rust borrow checking Instantly share code, notes, and snippets. FlameyosSnowy / new_borrow_checker.md Last active October 9, 2026 14:48 Show Gist options Download ZIP ( 3 ) You must be signed in to star a gist ( 0 ) You must be signed in to fork a gist Clone this repository at <script src="https://gist.github.com/FlameyosSnowy/a49a35ba006238be55d8c3e410c31061.js"></script> Save FlameyosSnowy/a49a35ba006238be55d8c3e410c31061 to your computer and use it in GitHub Desktop.
Microsoft 365 subscriptions now use shared cloud storage Changes to Microsoft 365 storage Applies To Microsoft 365 Family Microsoft 365 Premium Microsoft 365 Pro Understanding Microsoft 365 shared storage Microsoft 365 subscriptions now use shared cloud storage instead of individual user storage quotas. Microsoft 365 Family and Premium subscriptions include 2 TB of shared cloud storage, and Microsoft 365 Pro includes 5 TB.
Jujutsu (Jj) 0.46.0 v0.46.0 Latest Latest jennings released this 07 Oct 21:28 v0.46.0 7d38231 About jj is a Git-compatible version control system that is both simple and powerful. See the installation instructions to get started.
Microsoft 365 subscriptions now use shared cloud storage Changes to Microsoft 365 storage Applies To Microsoft 365 Family Microsoft 365 Premium Microsoft 365 Pro Understanding Microsoft 365 shared storage Microsoft 365 subscriptions now use shared cloud storage instead of individual user storage quotas. Microsoft 365 Family and Premium subscriptions include 2 TB of shared cloud storage, and Microsoft 365 Pro includes 5 TB.
Liquid AI D1-3B You give it a state (text, JSON, images, or a mix) and a set of questions. It returns calibrated, typed answers in one forward pass with zero output tokens .
GTKX – Build native apps with React, TypeScript, and Adwaita widgets Homepage · Documentation · Examples · Contributing · Sponsor Start an app This branch develops GTKX 2.0 , currently in beta. The stable release is scheduled for 1 December 2026 .
Show HN: Superwhisper S1 mini – Text and tone normalizer for speech-to-text You can use it in your own dictation app too, just check the license first. S1-mini is a 0.6B-parameter text normalizer for speech-to-text output.
Muse by Meta: a client-side privacy and security teardown We inspect the shipped apps, compare versions, test selected boundaries and publish the evidence—including corrections to our own findings. The concern: connecting personal data to a cloud agent can allow both one-time reads and ongoing sync.
How one bug bounty researcher chooses the features they investigate Shilpa Kumari · @shilpakum October 8, 2026 | 5 minutes As we kick off Cybersecurity Awareness Month, the GitHub Bug Bounty team is excited to spotlight one of the top-performing security researchers participating in the GitHub Security Bug Bounty Program: @vaib25vicky! The security research community makes GitHub safer for everyone—that’s the simple idea behind GitHub’s Bug Bounty Program .
Share GPU clusters across teams with isolation and fairness using Amazon SageMaker HyperPod Multiple teams within the same company increasingly need shared access to expensive GPU clusters for their generative AI operations, while maintaining isolation boundaries, resource fairness, and operational independence. Consider a data science team training large language models, a computer vision group running inference workloads, and a research team experimenting with new model architectures.
They just merged my PR for the bound on the integer multiplication problem Conversation rohanarun commented Oct 8, 2026 • edited Loading Uh oh! There was an error while loading.
Fraudster jailed for using 10K bots and AI songs to outstream Taylor Swift Story text Size Small Standard Large Width * Standard Wide Links Standard Orange * Subscribers only Learn more After pleading guilty, a 54-year-old North Carolina man, Michael Smith, was sentenced to 18 months in prison for using artificial intelligence to generate songs for a scheme that stole millions from music streaming platforms. In a press release Tuesday, the US Department of Justice said that Smith is the first American criminally charged with AI-assisted streaming fraud.
langchain-huggingface==1.2.3 Changes since langchain-huggingface==1.2.2 fix(huggingface): use a supported Scaleway model in streaming test (#41095) chore(deps): bump langgraph-sdk from 0.4.4 to 0.4.6 in /libs/partners/huggingface (#41098) chore(deps): bump langgraph-sdk from 0.4.2 to 0.4.4 in /libs/partners/huggingface (#41076) chore(deps): bump fsspec from 2026.6.0 to 2026.9.0 in /libs/partners/huggingface (#41092) chore(deps): bump fsspec from 2025.9.0 to 2026.6.0 in /libs/partners/huggingface (#41077) chore(huggingface): update lockfile (#41088) release(huggingface): 1.2.3 (#41058) fix(huggingface): hide `huggingfacehub_api_token` from `repr` (#41047) chore(deps): bump sentence-transformers from 5.2.3 to 5.6.0 in /libs/partners/huggingface (#40959) chore(deps): bump urllib3 from 2.7.0 to 2.8.0 in /libs/partners/huggingface (#40957) chore(deps): bump tornado from 6.5.8 to 6.5.9 in /libs/partners/huggingface (#40958) chore(model-profiles): refresh model profile data (#40747) chore(model-profiles): refresh model p
AI Development on Windows: From PyTorch and Llama.cpp to Windows ML Today we are highlighting improvements across a few key open-source projects many of you already use, as well as updates to Windows ML. To empower developers, we must support the broad range of tools for experimentation and exploration across inference and training, in addition to our production grade native inference stack.
New Linux tech compresses memory in RAM, as RAM, for 452x speedup (Image credit: Clamp image by WilliPuschel from Pixabay ) Facebook X Whatsapp Reddit Pinterest Flipboard Email Share this article 2 Join the conversation Follow us Add us as a preferred source on Google Subscribe to our newsletter A new compression model, called CRAM, offers a different path to compression that avoids swap entirely by keeping the compressed data in memory, and it offers up to 452x the performance of ZRAM. I was a kid in the 1990s when the idea seemed so simple to me: I can use PKZIP to compress my files, so why can't we do that with RAM?
Surface Laptop Ultra has a release date – and a starting price of $2,599 Tech Updated Today, Oct 7, 2026, 7:05 PM UTC Everything announced at Microsoft’s Surface Laptop Ultra event by Jay Peters Microsoft just wrapped up a big Windows and Surface-focused keynote in San Francisco. The biggest announcement was arguably the release details about the Surface Laptop Ultra , its new laptop that’s powered by Nvidia’s RTX Spark Arm-based chip.
Rethinking access control for RAG with Amazon Quick and Amazon Bedrock Enterprise organizations are adopting Retrieval Augmented Generation (RAG) to unlock insights from company knowledge sources like Microsoft SharePoint, Google Drive, and Atlassian Confluence. However, these knowledge sources contain sensitive information governed by complex permission structures.
Surface RTX Spark Dev Box is available for preorder for $5,999 Microsoft’s high-end AI mini PC for developers starts shipping in November. Microsoft’s high-end AI mini PC for developers starts shipping in November. by Stevie Bonifield Oct 7, 2026, 5:46 PM UTC Image: Microsoft Stevie Bonifield is a news writer covering all things consumer tech. Stevie started out at Laptop Mag writing news and reviews on hardware, gaming, and AI.
The Surface Laptop Ultra coming on Oct 16 – and a starting price of $2,599 The Surface Laptop Ultra finally has a release date — and a starting price of $2,599 Microsoft’s most powerful Surface arrives on October 16th, alongside other RTX Spark devices. Microsoft’s most powerful Surface arrives on October 16th, alongside other RTX Spark devices.
Why is NASA bringing 7,500 contractors back to work as civil servants? Story text Size Small Standard Large Width * Standard Wide Links Standard Orange * Subscribers only Learn more As a flight director during NASA’s Apollo missions, Gerry Griffin led several lunar landings. He helped bring the crew of Apollo 13 safely back to Earth.
Building Git infrastructure for agent-scale development Brian Celenza · @bcelenza October 6, 2026 | 9 minutes Every day on GitHub, millions of developers build the products their customers rely on, contribute to open source, and pursue personal projects. GitHub’s architecture has changed steadily over the years to support that work and the growing demands of the developers and organizations who depend on it.
Jiwo 0.8B – Pushing the sub 1B decision models leaderboard I love you"}],"safetensors":{"parameters":{"BF16":752393024},"total":752393024,"sharded":false,"totalFileSize":1504820888},"hasBlockedOids":false,"region":"us","isQuantized":false,"licenseFilePath":"LICENSE"},"discussionsStats":{"closed":0,"open":0,"total":0},"query":{},"inferenceContextData":{"billableEntities":[],"entityName2Providers":{}},"hasQuantizations":false,"copyToBucketNamespaces":[]}"> jiwo-0.8b The highest Decision Index score of all models under 1B parameters (28.00) : 1st of 33 on the live board and in open submissions, and ahead of every other Qwen3.5-0.8B fine-tune. jiwo-0.8b is a decision model.
OpenAI Decisions API is in public beta The Decisions API evaluates text, images, or both and returns typed answers about 10x faster than the Responses API. Get the probability that a condition is true, a choice from a fixed set, or a score against a rubric.
Bringing Native AOT to the Aspire Dashboard Developers love the Aspire dashboard for viewing real-time telemetry and state of their apps. It’s easy to use and automatically collects telemetry from Aspire apps.
A faster, lighter C# Dev Kit We developers know just how fast computers can be, and we want to feel that speed in our tools. Waiting for language support to load, builds to complete and tests to run is time we could better spend in other ways.
Hackers obtain counterfeit TLS certificates for Google and other large services Story text Size Small Standard Large Width * Standard Wide Links Standard Orange * Subscribers only Learn more Attackers hijacked three top-level domains and used their control to mint counterfeit TLS certificates for Google and other large organizations, Google said Tuesday. The attackers launched a series of attacks on the .gh, .sl, and .as country code top-level domains (ccTLDs) and then modified the DNS records for selected domains the registries issued.
New forensic evidence supports Egyptian "retainer sacrifice" Story text Size Small Standard Large Width * Standard Wide Links Standard Orange * Subscribers only Learn more Egyptologists have long debated whether the earliest pharaohs of the First Dynasty were buried with various servants and officials to serve them in the afterlife—a form of human sacrifice . But there is very little archaeological evidence available, given that many of the earliest Egyptian tombs were plundered and/or hastily excavated.
Who owns 'brain rot'?: inside the international legal drama over a beloved meme Viral internet character Tung Tung Tung Sahur was created in 2025 by an Indonesian teen who goes by the username Noxa, using OpenAI’s image-generation tool. Illustration: Guardian Design Viral internet character Tung Tung Tung Sahur was created in 2025 by an Indonesian teen who goes by the username Noxa, using OpenAI’s image-generation tool.
Last rites for Gentoo's Chromium package Welcome to LWN.net The following subscription-only content has been made available to you by an LWN subscriber. Thousands of subscribers depend on LWN for the best news from the Linux and free software communities.
Build a multi-account AI agent with AgentCore Gateway and MCP Enterprises increasingly want AI agents that can reason over data spread across many AWS accounts without copying or centralizing it. Each team keeps its data in its own account for good reasons: clear ownership, scope isolation, and independent deployment lifecycles.
Aderant builds intelligent ticket triage with Amazon Nova This guest post is co-written by Angela Mapes and Adam Walker of Aderant. In this post, we share how Aderant , a global provider of business management software for the legal industry, built an intelligent ticket triage system using Amazon Nova Lite through Amazon Bedrock.
How to Use NVIDIA Warp and MjWarp to Accelerate Robotics Simulation and Learning Workflows Classic MuJoCo provides fast CPU-based robot simulation for developing, testing, and controlling robots and it can parallelize sampling across CPU cores. But as learning workloads grow, the question shifts from how quickly one world can run to how many worlds can run at once.
Rendering huge pull requests in the GitHub Copilot app Alberto Gimeno · @gimenete September 23, 2026 | 14 minutes Broad refactors and migrations often have to land as one change. Stacked pull requests are a great way to split work into smaller changes, which makes reviews easier and helps teams ship with less risk.
Developers want more efficient software. Here’s what over 1,000 GitHub users told us they need. Paull Young · @paullyoung September 23, 2026 | Updated September 24, 2026 | 6 minutes Developers know efficient software matters, but many lack a clear way to find waste, measure an improvement, and make the case for fixing it. That is the central finding from a new survey of 1,039 GitHub users conducted by GitHub and the Yale Program on Climate Change Communication.
Bring more intelligence to everyday work with GPT-6 Sol and GPT-6 Luna on Amazon Bedrock GPT-6 Sol and GPT-6 Luna are now generally available on Amazon Bedrock, giving you more options to match intelligence and efficiency to each workload. The value of AI at scale depends on two dimensions: what a model can do and how often you can put it to use.
Right-size generative AI endpoints with concurrency sweeps on Amazon SageMaker AI Concurrency sweeps help you right-size a generative AI endpoint by finding the instance type and serving configuration that maximizes price-performance while holding latency within acceptable bounds. Without a systematic approach, right-sizing means deploying, load-testing manually, adjusting, and repeating until the numbers look acceptable.
How Tata Elxsi detects industrial safety risks in seconds on AWS Detecting industrial safety risks in seconds, not minutes, is what keeps workers safe on an active plant floor. This is what Tata Elxsi set out to deliver by building IRIS, a real-time industrial safety platform on AWS.
Extending public sector intelligence with Agentforce and AWS Public sector agencies process large volumes of unstructured evidence, such as body camera footage, surveillance video, and scanned documents, that require extracting insights before anyone can act on them. This post shows how to combine Amazon Bedrock Data Automation with the Model Context Protocol (MCP) to turn unstructured data into structured insights.
How Cloudflare addressed a cross-tenant data exposure vulnerability in Containers On September 4, 2026, Oren Yomtov, a security researcher from Accomplish , responsibly reported a vulnerability affecting Cloudflare Containers and Cloudflare Sandboxes (which is built on Containers), through Cloudflare’s bug bounty program . Cloudflare has fully remediated the vulnerability, and we have no evidence that customer data has been compromised.