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    <title>Reveneau AI News</title>
    <link>https://reveneau.com/ainews</link>
    <description>Short briefs on AI and software engineering: developer tools, open-source projects, model and agent releases. Each item links its original source.</description>
    <language>en-us</language>
    <item>
      <title>Role-based access blocks half the tasks a scoped agent completes</title>
      <link>https://reveneau.com/ainews/least-privilege-agent-scopes-20-task-benchmark-kayode-ojo</link>
      <guid>https://reveneau.com/ainews/least-privilege-agent-scopes-20-task-benchmark-kayode-ojo</guid>
      <pubDate>Thu, 15 Oct 2026 18:00:00 +0000</pubDate>
      <category>Productivity</category>
      <description>Writing in The New Stack, Kayode Ojo publishes 160 runs of an agent against 20 tasks and finds task-scoped credentials finish every task on one-fifteenth the scopes of a broad grant. (Source: The New Stack)</description>
    </item>
    <item>
      <title>Anthropic licenses Opaque, leaving Confidential MCP without a steward</title>
      <link>https://reveneau.com/ainews/anthropic-opaque-acquihire-confidential-mcp-agentrust-open-source</link>
      <guid>https://reveneau.com/ainews/anthropic-opaque-acquihire-confidential-mcp-agentrust-open-source</guid>
      <pubDate>Thu, 15 Oct 2026 17:50:00 +0000</pubDate>
      <category>Open source</category>
      <description>Anthropic has licensed Opaque's confidential computing work and hired its CEO and CTO, The New Stack reports, with no public plan for the open-source projects Opaque maintains. (Source: The New Stack)</description>
    </item>
    <item>
      <title>Reviewing one AI-written security report takes a maintainer eight hours</title>
      <link>https://reveneau.com/ainews/akrites-ai-vulnerability-reports-eight-hours-review-maintainers</link>
      <guid>https://reveneau.com/ainews/akrites-ai-vulnerability-reports-eight-hours-review-maintainers</guid>
      <pubDate>Thu, 15 Oct 2026 17:40:00 +0000</pubDate>
      <category>Open source</category>
      <description>Akrites CTO Christopher Robinson tells The New Stack that one AI-written security report can cost a maintainer up to eight hours, and the backlog runs to hundreds of thousands. (Source: The New Stack)</description>
    </item>
    <item>
      <title>NVIDIA fits a 74B agent model into 24GB of GPU memory</title>
      <link>https://reveneau.com/ainews/nvidia-nemotron-3-5-bolt-74b-24gb-vram-local-agent-model</link>
      <guid>https://reveneau.com/ainews/nvidia-nemotron-3-5-bolt-74b-24gb-vram-local-agent-model</guid>
      <pubDate>Thu, 15 Oct 2026 17:30:00 +0000</pubDate>
      <category>Models &amp; agents</category>
      <description>NVIDIA released Nemotron 3.5 Bolt, a 74B parameter agent model packed into 24GB of VRAM through 2-bit quantization. It runs on a GeForce RTX 5090 with llama.cpp, Ollama or vLLM. (Source: NVIDIA Developer Blog)</description>
    </item>
    <item>
      <title>GitHub AI Scan reaches GA, covers languages CodeQL does not</title>
      <link>https://reveneau.com/ainews/github-ai-scan-ga-pull-requests-php-terraform-dockerfiles</link>
      <guid>https://reveneau.com/ainews/github-ai-scan-ga-pull-requests-php-terraform-dockerfiles</guid>
      <pubDate>Thu, 15 Oct 2026 16:30:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>&quot;GitHub says AI Scan for pull requests is generally available, and it covers the languages CodeQL does not: PHP, Shell, Terraform, Dockerfiles and more.&quot; (Source: GitHub Changelog)</description>
    </item>
    <item>
      <title>GitHub swapped its secret scanner's LLM for a small classifier</title>
      <link>https://reveneau.com/ainews/github-secret-detection-modernbert-classifier-11-5-percent-86-percent</link>
      <guid>https://reveneau.com/ainews/github-secret-detection-modernbert-classifier-11-5-percent-86-percent</guid>
      <pubDate>Thu, 15 Oct 2026 15:40:00 +0000</pubDate>
      <category>Infrastructure</category>
      <description>GitHub swapped the LLM behind its secret scanner for a fine-tuned ModernBERT classifier it runs on-device, and reports an 11.5 percent higher owner-weighted acceptance rate, 86 percent lower median scan time, and 98 percent lower inference cost than the previous pipeline. (Source: GitHub)</description>
    </item>
    <item>
      <title>GitHub made agentic autofix for CodeQL alerts generally available</title>
      <link>https://reveneau.com/ainews/github-agentic-autofix-code-scanning-generally-available-codeql</link>
      <guid>https://reveneau.com/ainews/github-agentic-autofix-code-scanning-generally-available-codeql</guid>
      <pubDate>Thu, 15 Oct 2026 15:35:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>GitHub moved agentic autofix for code scanning alerts to general availability, replacing the free &quot;Generate Fix&quot; button with &quot;Assign to Copilot,&quot; which reads across the repository, proposes a change, reruns CodeQL to check its own work, and opens a draft pull request. (Source: GitHub)</description>
    </item>
    <item>
      <title>Google launched Universal Cart in the US on Search and Gemini</title>
      <link>https://reveneau.com/ainews/google-universal-cart-launches-us-search-gemini-ucp</link>
      <guid>https://reveneau.com/ainews/google-universal-cart-launches-us-search-gemini-ucp</guid>
      <pubDate>Thu, 15 Oct 2026 15:30:00 +0000</pubDate>
      <category>Infrastructure</category>
      <description>Google turned on Universal Cart in the US across Search and the Gemini app, letting shoppers save items from Nike, Sephora, Target, Ulta Beauty, Walmart, Wayfair and Shopify stores into one cart that checks out through the Universal Commerce Protocol. (Source: Google)</description>
    </item>
    <item>
      <title>Researchers hid a message for rogue AI agents, Tencent's agents wrote back</title>
      <link>https://reveneau.com/ainews/swarmchasers-rogue-ai-agents-tencent-amap-hidden-message</link>
      <guid>https://reveneau.com/ainews/swarmchasers-rogue-ai-agents-tencent-amap-hidden-message</guid>
      <pubDate>Thu, 15 Oct 2026 14:35:00 +0000</pubDate>
      <category>Infrastructure</category>
      <description>The New Stack reports that researchers hid text on a page about a fleet of AI agents probing Alibaba's Amap, and the agents, running on Tencent Cloud, wrote back about their tasks and sandbox. (Source: The New Stack)</description>
    </item>
    <item>
      <title>Torvalds used Claude Code to patch Linux, reviewers found a race</title>
      <link>https://reveneau.com/ainews/torvalds-claude-code-linux-page-cache-23x-race-condition</link>
      <guid>https://reveneau.com/ainews/torvalds-claude-code-linux-page-cache-23x-race-condition</guid>
      <pubDate>Thu, 15 Oct 2026 14:30:00 +0000</pubDate>
      <category>Open source</category>
      <description>The New Stack reports that Linus Torvalds submitted a 10-patch Linux series written with Anthropic's Claude Code that hit a 23-fold throughput gain on his Threadripper, before reviewers found a race condition. (Source: The New Stack)</description>
    </item>
    <item>
      <title>Cloudflare feeds OpenAI's crawler signals so ChatGPT finds more pages</title>
      <link>https://reveneau.com/ainews/cloudflare-openai-pilot-chatgpt-discovers-millions-of-new-pages</link>
      <guid>https://reveneau.com/ainews/cloudflare-openai-pilot-chatgpt-discovers-millions-of-new-pages</guid>
      <pubDate>Thu, 15 Oct 2026 13:30:00 +0000</pubDate>
      <category>Go-to-market</category>
      <description>Cloudflare and OpenAI say a research pilot that ran on about one percent of Cloudflare's network helped ChatGPT index hundreds of millions of pages its crawler would have missed. (Source: Cloudflare)</description>
    </item>
    <item>
      <title>Workday builds its Sana home screen by letting Jev pick each component</title>
      <link>https://reveneau.com/ainews/workday-sana-jev-generative-ui-paycheck-card-date-picker</link>
      <guid>https://reveneau.com/ainews/workday-sana-jev-generative-ui-paycheck-card-date-picker</guid>
      <pubDate>Thu, 15 Oct 2026 12:35:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>Workday has made Sana, its AI assistant, the home screen of its HR and finance software, and is picking which design component to show on each turn with the Jev decision model instead of a frontier model. (Source: The New Stack)</description>
    </item>
    <item>
      <title>Subquadratic releases SubQ Snap, a decision model with a 384,000 token window</title>
      <link>https://reveneau.com/ainews/subquadratic-subq-snap-decision-model-384k-tokens-ssa</link>
      <guid>https://reveneau.com/ainews/subquadratic-subq-snap-decision-model-384k-tokens-ssa</guid>
      <pubDate>Thu, 15 Oct 2026 12:30:00 +0000</pubDate>
      <category>Models &amp; agents</category>
      <description>Subquadratic released SubQ Snap, a decision model it says takes up to 384,000 tokens of text and images per call, twelve times the Jev context limit, and returns a 100,000 token decision in about one second. (Source: Subquadratic)</description>
    </item>
    <item>
      <title>Eric Siu grew X impressions to 3.1 million using a reusable skill</title>
      <link>https://reveneau.com/ainews/eric-siu-single-grain-skills-evals-loops-moz-180000-3-1-million</link>
      <guid>https://reveneau.com/ainews/eric-siu-single-grain-skills-evals-loops-moz-180000-3-1-million</guid>
      <pubDate>Thu, 15 Oct 2026 11:30:00 +0000</pubDate>
      <category>Productivity</category>
      <description>Eric Siu of Single Grain says one reusable AI skill grew his X account from 180,000 impressions in January to about 3.1 million in June, and he published the pattern on the Moz blog. (Source: Moz)</description>
    </item>
    <item>
      <title>GitDrive turns a private GitHub repo into a Finder drive on Mac</title>
      <link>https://reveneau.com/ainews/gitdrive-github-repos-mac-finder-icloud-style-drive</link>
      <guid>https://reveneau.com/ainews/gitdrive-github-repos-mac-finder-icloud-style-drive</guid>
      <pubDate>Thu, 15 Oct 2026 10:30:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>GitDrive shows a Mac user every private GitHub repo they own as a drive in Finder, with each save becoming a commit. (Source: GitHub)</description>
    </item>
    <item>
      <title>short-video-maker turns a long YouTube video into vertical shorts, free</title>
      <link>https://reveneau.com/ainews/short-video-maker-free-opus-clip-alternative-youtube-shorts-624-stars</link>
      <guid>https://reveneau.com/ainews/short-video-maker-free-opus-clip-alternative-youtube-shorts-624-stars</guid>
      <pubDate>Thu, 15 Oct 2026 09:30:00 +0000</pubDate>
      <category>Open source</category>
      <description>An open-source tool that pastes a YouTube link, finds the viral moments, cuts and captions them into 9:16 shorts, picked up 624 stars in ten days. (Source: GitHub)</description>
    </item>
    <item>
      <title>Outcrawl released Scout, an open-source browser agent, with a benchmark</title>
      <link>https://reveneau.com/ainews/outcrawl-scout-open-source-browser-agent-80-site-benchmark</link>
      <guid>https://reveneau.com/ainews/outcrawl-scout-open-source-browser-agent-80-site-benchmark</guid>
      <pubDate>Thu, 15 Oct 2026 08:40:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>Scout is Outcrawl's agent core, open-sourced under Apache 2.0, that completes browser tasks through a four-role model stack and runs on local Playwright, a CDP browser or Outcrawl's cloud. (Source: Outcrawl)</description>
    </item>
    <item>
      <title>Solid Glass is a shadcn stylesheet for AI product interfaces</title>
      <link>https://reveneau.com/ainews/solid-glass-shadcn-design-system-ai-apps-deeplethe</link>
      <guid>https://reveneau.com/ainews/solid-glass-shadcn-design-system-ai-apps-deeplethe</guid>
      <pubDate>Thu, 15 Oct 2026 08:35:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>Solid Glass is one stylesheet that layers thirteen AI-interface components (composer, tool-steps, diff-view, reasoning, status-glyph) on top of a plain shadcn/ui setup. (Source: DeepLethe)</description>
    </item>
    <item>
      <title>Entelligence released Agentplay, an open-source replay viewer for agent sessions</title>
      <link>https://reveneau.com/ainews/agentplay-replay-coding-agent-sessions-map-timeline-entelligence</link>
      <guid>https://reveneau.com/ainews/agentplay-replay-coding-agent-sessions-map-timeline-entelligence</guid>
      <pubDate>Thu, 15 Oct 2026 08:30:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>Agentplay reads session logs from seven coding agents and draws the files, tools and errors each one touched as a map and a timeline you can scrub. (Source: Entelligence AI)</description>
    </item>
    <item>
      <title>Desigma is an open-source Figma alternative written in Rust</title>
      <link>https://reveneau.com/ainews/desigma-open-source-figma-alternative-rust-182-stars</link>
      <guid>https://reveneau.com/ainews/desigma-open-source-figma-alternative-rust-182-stars</guid>
      <pubDate>Thu, 15 Oct 2026 07:40:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>deepfounder-ai published Desigma, a native desktop design tool for Windows, Linux and macOS, dual-licensed MIT or Apache-2.0. The README says the editor imports Figma REST JSON and the undocumented .fig format, generates CSS, Tailwind, SwiftUI, Jetpack Compose or React in dev mode, and keeps panning and dragging on a 5,000-layer page under one frame. (Source: GitHub)</description>
    </item>
    <item>
      <title>cc-stretch shows 17 percent of a Claude Code reply by default</title>
      <link>https://reveneau.com/ainews/cc-stretch-claude-code-plugin-stretchtext-replies-17-percent-108-stars</link>
      <guid>https://reveneau.com/ainews/cc-stretch-claude-code-plugin-stretchtext-replies-17-percent-108-stars</guid>
      <pubDate>Thu, 15 Oct 2026 07:30:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>pro-vi published cc-stretch, an MIT-licensed Claude Code plugin that formats replies as stretchtext. Each reply opens as a short skim and grows the detail in place when the reader clicks a phrase. The author tested 69 real replies and reports the skim as 17 percent of the words Claude wrote without the plugin. (Source: GitHub)</description>
    </item>
    <item>
      <title>Claudemy, a Claude Code skill, builds short audio courses on any topic</title>
      <link>https://reveneau.com/ainews/claudemy-claude-code-skill-audio-courses-mit-135-stars</link>
      <guid>https://reveneau.com/ainews/claudemy-claude-code-skill-audio-courses-mit-135-stars</guid>
      <pubDate>Thu, 15 Oct 2026 06:50:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>Assaf Kipnis published Claudemy on 14 October, a MIT-licensed Claude Code skill that turns a topic into about twelve two-minute audio lessons with cited sources, running inside Claude Code with a web search and either ElevenLabs or macOS voices. The repository was at 135 stars and 18 forks on 15 October. (Source: GitHub)</description>
    </item>
    <item>
      <title>Chrome's CrUX adds experimental Core Web Vitals that count SPA soft navigations</title>
      <link>https://reveneau.com/ainews/chrome-crux-experimental-soft-navigations-core-web-vitals-spa</link>
      <guid>https://reveneau.com/ainews/chrome-crux-experimental-soft-navigations-core-web-vitals-spa</guid>
      <pubDate>Thu, 15 Oct 2026 06:40:00 +0000</pubDate>
      <category>Go-to-market</category>
      <description>Chrome has published experimental versions of all three Core Web Vitals in the Chrome User Experience Report that count soft navigations, the in-app page changes a single-page application makes without a full reload. The data is in BigQuery, the CrUX API and the History API from the October 2026 release, with Search Console switching once the metrics leave experimental in May 2027. (Source: web.dev)</description>
    </item>
    <item>
      <title>Bing Webmaster Tools adds Topics Portfolio showing AI-cited queries by topic</title>
      <link>https://reveneau.com/ainews/bing-webmaster-tools-topics-portfolio-ai-performance-grounding-queries</link>
      <guid>https://reveneau.com/ainews/bing-webmaster-tools-topics-portfolio-ai-performance-grounding-queries</guid>
      <pubDate>Thu, 15 Oct 2026 06:30:00 +0000</pubDate>
      <category>Go-to-market</category>
      <description>Microsoft added a beta Topics Portfolio view to the AI Performance report in Bing Webmaster Tools. It groups the queries where a site is cited by Bing's AI into themes, lists opportunity queries where other sites appear and yours does not, and shows topic size, number of sites cited and query counts for a one, two or three month window. (Source: Microsoft Bing)</description>
    </item>
    <item>
      <title>Airsup's machine-skill builds a physics simulation of any machine</title>
      <link>https://reveneau.com/ainews/airsup-machine-skill-claude-code-photoreal-physics-simulations-206-stars</link>
      <guid>https://reveneau.com/ainews/airsup-machine-skill-claude-code-photoreal-physics-simulations-206-stars</guid>
      <pubDate>Thu, 15 Oct 2026 05:40:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>Airsup's open-source Claude Code skill turns a one-line machine description into a photoreal, interactive 3D simulation in one HTML file, with a built-in physics solver per machine and a 28 second film for social. (Source: GitHub)</description>
    </item>
    <item>
      <title>Graphicle gives coding agents a tree-sitter code map plus searchable memory</title>
      <link>https://reveneau.com/ainews/graphicle-rust-code-graph-memory-coding-agents-kubernetes-benchmark</link>
      <guid>https://reveneau.com/ainews/graphicle-rust-code-graph-memory-coding-agents-kubernetes-benchmark</guid>
      <pubDate>Thu, 15 Oct 2026 05:35:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>Graphicle is a Rust program that gives Claude Code, Cursor and Codex a tree-sitter code map plus a searchable project memory, with a 10x speed benchmark against Graphify on the Kubernetes repository. (Source: GitHub)</description>
    </item>
    <item>
      <title>Figma Agent is generally available, with Specs, Code Layers, 20 MCP partners</title>
      <link>https://reveneau.com/ainews/figma-agent-general-availability-specs-code-layers-twenty-mcp-partners</link>
      <guid>https://reveneau.com/ainews/figma-agent-general-availability-specs-code-layers-twenty-mcp-partners</guid>
      <pubDate>Thu, 15 Oct 2026 05:30:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>Figma made its Agent generally available and opened betas for Specs, Code Layers, Design Guidelines and Code Sources, with 20 new partner integrations for its MCP server. (Source: Figma)</description>
    </item>
    <item>
      <title>Kyle Kukshtel on making a game legible to a coding agent</title>
      <link>https://reveneau.com/ainews/kyle-kukshtel-your-game-is-a-harness-claude-code-determinism-odiff-samply</link>
      <guid>https://reveneau.com/ainews/kyle-kukshtel-your-game-is-a-harness-claude-code-determinism-odiff-samply</guid>
      <pubDate>Thu, 15 Oct 2026 04:30:00 +0000</pubDate>
      <category>Productivity</category>
      <description>Game developer Kyle Kukshtel wrote up his talk on turning a game into a harness a coding agent can read, change and verify on its own. (Source: Kyle Kukshtel)</description>
    </item>
    <item>
      <title>Neckbeard writes OpenTofu for coding agents and shows the monthly bill</title>
      <link>https://reveneau.com/ainews/neckbeard-claude-code-plugin-opentofu-infracost-monthly-bill-182-stars</link>
      <guid>https://reveneau.com/ainews/neckbeard-claude-code-plugin-opentofu-infracost-monthly-bill-182-stars</guid>
      <pubDate>Thu, 15 Oct 2026 01:20:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>Neckbeard is an Apache-2.0 plugin that lets a coding agent write OpenTofu modules from a repository against a human-maintained module catalog, then shows the monthly cloud bill before any infrastructure exists. (Source: GitHub)</description>
    </item>
    <item>
      <title>QA Wolf runs its Windows desktop tests on disposable Google Cloud VMs</title>
      <link>https://reveneau.com/ainews/qawolf-windows-desktop-tests-disposable-google-cloud-vms-kubernetes-reconciler</link>
      <guid>https://reveneau.com/ainews/qawolf-windows-desktop-tests-disposable-google-cloud-vms-kubernetes-reconciler</guid>
      <pubDate>Thu, 15 Oct 2026 00:35:00 +0000</pubDate>
      <category>Productivity</category>
      <description>QA Wolf published a long engineering write-up of how it runs end-to-end tests against Windows desktop apps on Google Compute Engine VMs that live for one test and then die, with a Kubernetes reconciler keeping a warm pool topped up. (Source: QA Wolf)</description>
    </item>
    <item>
      <title>pdftomp3 turns PDFs into audiobooks using your AI chat subscription</title>
      <link>https://reveneau.com/ainews/pdftomp3-mcp-server-openai-claude-subscription-audiobook-no-plan</link>
      <guid>https://reveneau.com/ainews/pdftomp3-mcp-server-openai-claude-subscription-audiobook-no-plan</guid>
      <pubDate>Thu, 15 Oct 2026 00:30:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>Jan Metz released a hosted MCP server that turns a PDF into an audiobook from inside Codex or Claude, with no plan to buy from pdftomp3 and the real work billed to the AI subscription the user already pays for. (Source: pdftomp3.com)</description>
    </item>
    <item>
      <title>A coding agent built a Kindle photo frame with a feedback loop</title>
      <link>https://reveneau.com/ainews/kindlectl-niraj-rajgor-codex-kindle-photo-frame-feedback-loop</link>
      <guid>https://reveneau.com/ainews/kindlectl-niraj-rajgor-codex-kindle-photo-frame-feedback-loop</guid>
      <pubDate>Wed, 14 Oct 2026 23:45:00 +0000</pubDate>
      <category>Productivity</category>
      <description>Niraj Rajgor used Codex and T3 Code to connect a coding agent to his unused Kindle over Wi-Fi, and gave the agent a persistent diagnostic connection so it could read logs, inspect the screen and test its own fixes without him in the loop. (Source: Niraj Rajgor)</description>
    </item>
    <item>
      <title>Google Play now hosts private vibe-coded apps with no developer account</title>
      <link>https://reveneau.com/ainews/google-play-personal-apps-ai-studio-no-developer-account</link>
      <guid>https://reveneau.com/ainews/google-play-personal-apps-ai-studio-no-developer-account</guid>
      <pubDate>Wed, 14 Oct 2026 23:40:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>Google Play lets anyone build an Android app in Google AI Studio and run it privately on their own device from the Play Store, with a standard Google account and no developer account, in the United States for users 18 and over. (Source: Google)</description>
    </item>
    <item>
      <title>Google Antigravity SDK now runs agents fully on the local machine</title>
      <link>https://reveneau.com/ainews/google-antigravity-sdk-local-models-gemma-4-26b-litert-ollama</link>
      <guid>https://reveneau.com/ainews/google-antigravity-sdk-local-models-gemma-4-26b-litert-ollama</guid>
      <pubDate>Wed, 14 Oct 2026 23:35:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>Google's Antigravity SDK can now run an agent entirely on your laptop with Gemma 4 26B through LiteRT, or against a local Ollama, LM Studio or vLLM server, so an agent run never has to leave the machine. (Source: Google Antigravity Docs)</description>
    </item>
    <item>
      <title>Swarmchasers hid text for rogue AI agents and the agents answered</title>
      <link>https://reveneau.com/ainews/swarmchasers-chinese-fleet-full-report-agents-reply-indirect-prompt-injection</link>
      <guid>https://reveneau.com/ainews/swarmchasers-chinese-fleet-full-report-agents-reply-indirect-prompt-injection</guid>
      <pubDate>Wed, 14 Oct 2026 23:30:00 +0000</pubDate>
      <category>Models &amp; agents</category>
      <description>Swarmchasers added text invisible to humans to a report about a Chinese agent fleet on Tencent Cloud, and the agents fetched the page and started writing back about their assignments, their sandbox and the model behind them. (Source: The New Stack)</description>
    </item>
    <item>
      <title>Rust borrow checker lets a swap bypass lifetimes, 11 years undetected</title>
      <link>https://reveneau.com/ainews/rust-borrow-checker-11-year-old-unsoundness-covariant-field-swap</link>
      <guid>https://reveneau.com/ainews/rust-borrow-checker-11-year-old-unsoundness-covariant-field-swap</guid>
      <pubDate>Wed, 14 Oct 2026 22:40:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>A short Rust program using only safe code and no explicit unsafe blocks can swap the inner fields of two values with different lifetime bounds, violating a core soundness promise the Rust compiler has carried since 2015 and which Miri now flags as a dangling reference. (Source: GitHub)</description>
    </item>
    <item>
      <title>CoScreen founders released Petal, an open-source pair-programming tool</title>
      <link>https://reveneau.com/ainews/petal-open-source-coscreen-pair-programming-datadog-shutdown</link>
      <guid>https://reveneau.com/ainews/petal-open-source-coscreen-pair-programming-datadog-shutdown</guid>
      <pubDate>Wed, 14 Oct 2026 22:35:00 +0000</pubDate>
      <category>Open source</category>
      <description>Jason Thomas, co-founder of CoScreen, released Petal with three former CoScreen engineers after Datadog shut CoScreen down on 31 July, giving pair-programming teams an Apache-licensed desktop app for Mac and Windows with multi-user cursors over LiveKit. (Source: Show HN)</description>
    </item>
    <item>
      <title>Security experts blame frontier AI lab hacks on skipped containment work</title>
      <link>https://reveneau.com/ainews/cso-ai-labs-skip-security-basics-containment-monitoring-rogue-agents</link>
      <guid>https://reveneau.com/ainews/cso-ai-labs-skip-security-basics-containment-monitoring-rogue-agents</guid>
      <pubDate>Wed, 14 Oct 2026 22:30:00 +0000</pubDate>
      <category>Infrastructure</category>
      <description>CSO Online reports that six named cybersecurity experts, interviewed across three September conferences, say the recent string of frontier AI model hacks came from AI labs skipping containment and monitoring that security teams have used since the 1990s. (Source: CSO Online)</description>
    </item>
    <item>
      <title>Gloss writes an open model's answers in the reading margin</title>
      <link>https://reveneau.com/ainews/nutlope-gloss-reader-margin-answers-pdfs-mcp-92-stars</link>
      <guid>https://reveneau.com/ainews/nutlope-gloss-reader-margin-answers-pdfs-mcp-92-stars</guid>
      <pubDate>Wed, 14 Oct 2026 21:40:00 +0000</pubDate>
      <category>Open source</category>
      <description>Hassan El Mghari released Gloss, an open source reader for articles, chapters and PDFs where selecting a line and typing a question puts an open model's answer in the margin, citing the paragraphs the reader can click. (Source: GitHub)</description>
    </item>
    <item>
      <title>Muster answers whichever coding agent is waiting, from the Mac menu bar</title>
      <link>https://reveneau.com/ainews/muster-mac-menu-bar-coding-agents-waiting-85-stars</link>
      <guid>https://reveneau.com/ainews/muster-mac-menu-bar-coding-agents-waiting-85-stars</guid>
      <pubDate>Wed, 14 Oct 2026 21:30:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>Muster is a free Mac menu bar app for Claude Code, Codex and Cursor sessions that shows which one is waiting on a decision and lets the user allow the command, deny it, or pick an option from the alert. (Source: GitHub)</description>
    </item>
    <item>
      <title>Google Search Central starts a video series on edge-case technical SEO</title>
      <link>https://reveneau.com/ainews/google-search-central-non-canonical-cabinet-urls-emojis-keywords-ranking</link>
      <guid>https://reveneau.com/ainews/google-search-central-non-canonical-cabinet-urls-emojis-keywords-ranking</guid>
      <pubDate>Wed, 14 Oct 2026 20:50:00 +0000</pubDate>
      <category>Go-to-market</category>
      <description>Google Search Central launched a sitcom-style video series called The Non-Canonical Cabinet to answer edge-case SEO questions, and the first episode has Gary Illyes calling keywords in a URL &quot;an incredibly small signal&quot; once Google has any other content to go on. (Source: Search Engine Journal)</description>
    </item>
    <item>
      <title>Kombai puts GPT-6 Astra at 65.5 for design creativity, humans at 92.3</title>
      <link>https://reveneau.com/ainews/kombai-design-creativity-bench-gpt-6-astra-65-5-humans-92-3-ui-generation</link>
      <guid>https://reveneau.com/ainews/kombai-design-creativity-bench-gpt-6-astra-65-5-humans-92-3-ui-generation</guid>
      <pubDate>Wed, 14 Oct 2026 20:45:00 +0000</pubDate>
      <category>Models &amp; agents</category>
      <description>Kombai's Design Creativity Bench runs 34 frontier models through 80 UI design briefs across two product domains, scores each on originality, creative range and appropriateness, and reports the top model at 65.5 against a human reference of 92.3. (Source: Kombai)</description>
    </item>
    <item>
      <title>AWS Lambda adds Web Functions, a port-listening form billed on CPU time</title>
      <link>https://reveneau.com/ainews/aws-lambda-web-functions-firecracker-128-concurrent-requests-node-24-arm64</link>
      <guid>https://reveneau.com/ainews/aws-lambda-web-functions-firecracker-128-concurrent-requests-node-24-arm64</guid>
      <pubDate>Wed, 14 Oct 2026 20:40:00 +0000</pubDate>
      <category>Infrastructure</category>
      <description>AWS Lambda now has a third form factor, Web Functions, that runs a standard Express, Hono, Fastify or Next.js server on Firecracker with up to 128 concurrent requests per environment and billing metered on CPU time. (Source: AWS News Blog)</description>
    </item>
    <item>
      <title>GitHub Actions workflow lockfiles enter public preview for every plan</title>
      <link>https://reveneau.com/ainews/github-actions-workflow-lockfiles-public-preview-sha-pin-dependabot</link>
      <guid>https://reveneau.com/ainews/github-actions-workflow-lockfiles-public-preview-sha-pin-dependabot</guid>
      <pubDate>Wed, 14 Oct 2026 20:35:00 +0000</pubDate>
      <category>Infrastructure</category>
      <description>GitHub has opened a public preview that lets a workflow pin the exact commit of every action and reusable workflow it uses, through a .github/workflows/actions.lock file managed with a new gh actions-lock extension and kept in sync by Dependabot. (Source: GitHub Changelog)</description>
    </item>
    <item>
      <title>GitHub Copilot adds Gemini 4 Argon on list-price billing for paid plans</title>
      <link>https://reveneau.com/ainews/github-copilot-gemini-4-argon-generally-available-pro-plus-business-enterprise</link>
      <guid>https://reveneau.com/ainews/github-copilot-gemini-4-argon-generally-available-pro-plus-business-enterprise</guid>
      <pubDate>Wed, 14 Oct 2026 20:30:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>Gemini 4 Argon, Google's newest frontier model, is now generally available inside GitHub Copilot on the Pro+, Max, Business and Enterprise plans, billed at provider list pricing under usage-based billing. (Source: GitHub Changelog)</description>
    </item>
    <item>
      <title>One AI newsletter scraper took half of his site's traffic</title>
      <link>https://reveneau.com/ainews/sammy-straus-ai-bot-traffic-flood-hn-post-sprinklz-newsletter-scraper</link>
      <guid>https://reveneau.com/ainews/sammy-straus-ai-bot-traffic-flood-hn-post-sprinklz-newsletter-scraper</guid>
      <pubDate>Wed, 14 Oct 2026 19:45:00 +0000</pubDate>
      <category>Infrastructure</category>
      <description>Sammy Straus wrote that nearly half the traffic on his feed reader site sprinklz.io was one AI newsletter service scraping it many times a minute, in a reader post that reached 339 points on Hacker News. (Source: Sammy Straus)</description>
    </item>
    <item>
      <title>Google converts PDFs to HTML before indexing them, Splitt and Mueller say</title>
      <link>https://reveneau.com/ainews/google-pdfs-indexing-converter-html-ai-mode-search-off-the-record</link>
      <guid>https://reveneau.com/ainews/google-pdfs-indexing-converter-html-ai-mode-search-off-the-record</guid>
      <pubDate>Wed, 14 Oct 2026 19:40:00 +0000</pubDate>
      <category>Go-to-market</category>
      <description>Google's Martin Splitt and John Mueller said on their Search Off the Record podcast that PDFs are turned into HTML during indexing, so a PDF ranks on the same signals as any other page and can appear in AI Mode. (Source: Search Off the Record)</description>
    </item>
    <item>
      <title>Linus Torvalds posts his first patch written with an LLM</title>
      <link>https://reveneau.com/ainews/linus-torvalds-first-llm-assisted-patch-folio-rcu-race-condition</link>
      <guid>https://reveneau.com/ainews/linus-torvalds-first-llm-assisted-patch-folio-rcu-race-condition</guid>
      <pubDate>Wed, 14 Oct 2026 19:35:00 +0000</pubDate>
      <category>Productivity</category>
      <description>Linus Torvalds posted a ten-patch kernel series he wrote with a language model, an order-of-magnitude speedup on a read-heavy benchmark that already had a race condition caught in review. (Source: LWN)</description>
    </item>
    <item>
      <title>Next.js 16.4.1 patches two critical remote code execution bugs</title>
      <link>https://reveneau.com/ainews/next-js-16-4-1-critical-rce-svg-image-optimization-use-cache-arrays</link>
      <guid>https://reveneau.com/ainews/next-js-16-4-1-critical-rce-svg-image-optimization-use-cache-arrays</guid>
      <pubDate>Wed, 14 Oct 2026 19:30:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>Vercel released Next.js 16.4.1 and 15.5.28 on October 14, patching two critical unauthenticated remote code execution bugs and one high-severity denial of service that affect every Next.js app since version 10. (Source: Vercel)</description>
    </item>
    <item>
      <title>A hidden model locked by a password passes every safety test</title>
      <link>https://reveneau.com/ainews/digital-locker-backdoor-models-safety-audits-fail-neurips</link>
      <guid>https://reveneau.com/ainews/digital-locker-backdoor-models-safety-audits-fail-neurips</guid>
      <pubDate>Wed, 14 Oct 2026 17:30:00 +0000</pubDate>
      <category>Models &amp; agents</category>
      <description>A NeurIPS 2026 paper from Contramont Research, Oxford and ACS Research hides a working neural network inside a bigger model behind a secret password, and shows that fine-tuning, weight noising, trigger search and adversarial training all fail to pull the hidden capability out. (Source: arXiv)</description>
    </item>
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