<?xml version="1.0" encoding="UTF-8"?>
<rss version="2.0">
  <channel>
    <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>AWS released Strands Box, an open-source sandbox for AI agents</title>
      <link>https://reveneau.com/ainews/strands-box-aws-open-source-ai-agent-sandbox-dogwood-213-stars</link>
      <guid>https://reveneau.com/ainews/strands-box-aws-open-source-ai-agent-sandbox-dogwood-213-stars</guid>
      <pubDate>Thu, 08 Oct 2026 18:30:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>AWS Strands Agents published Strands Box, an Apache-2.0 Rust sandbox that runs an AI agent under operating-system isolation plus a semantic Dogwood policy, with a gateway that injects API credentials outside the agent process. (Source: AWS Strands Agents)</description>
    </item>
    <item>
      <title>Next.js 16.4 makes Cache Components default, adds upgrade command for agents</title>
      <link>https://reveneau.com/ainews/next-js-16-4-cache-components-default-upgrade-agent-command-skills</link>
      <guid>https://reveneau.com/ainews/next-js-16-4-cache-components-default-upgrade-agent-command-skills</guid>
      <pubDate>Thu, 08 Oct 2026 18:00:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>Next.js 16.4 turns on Cache Components for every new app, adds `ensureStatic` to force a route to stay static, releases `next upgrade --agent` to brief a coding agent on the migration, and bundles Skills so the agent can rewrite callers that move from `unstable_cache` to the new `use cache` model. (Source: Next.js)</description>
    </item>
    <item>
      <title>Goodfire launches monitors that read inside the model, 94 percent catch rate</title>
      <link>https://reveneau.com/ainews/goodfire-activation-monitors-reward-hacking-94-percent-kimi-k3</link>
      <guid>https://reveneau.com/ainews/goodfire-activation-monitors-reward-hacking-94-percent-kimi-k3</guid>
      <pubDate>Thu, 08 Oct 2026 17:45:00 +0000</pubDate>
      <category>Models &amp; agents</category>
      <description>Goodfire released activation probes that read a model's internal signals as an agent runs, and says they caught 94 percent of malicious hacking sessions on Kimi K3 at a cost of $51 per 1,500 sessions, with the first customer deployment on Baseten. (Source: Goodfire)</description>
    </item>
    <item>
      <title>Shaders packages 200 WebGPU effects as components for every popular framework</title>
      <link>https://reveneau.com/ainews/shaders-webgpu-components-react-vue-svelte-3322-stars-nine-days</link>
      <guid>https://reveneau.com/ainews/shaders-webgpu-components-react-vue-svelte-3322-stars-nine-days</guid>
      <pubDate>Thu, 08 Oct 2026 17:30:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>Shaders packages more than 200 WebGPU effects as drop-in components for React, Vue, Svelte, Solid and plain JavaScript, with an MIT engine, a visual editor that exports the matching code, and an MCP server plus agent skill so coding agents can install the same effects. (Source: Shader Effects, Inc.)</description>
    </item>
    <item>
      <title>Google opened a dedicated search pipeline for user-generated content platforms</title>
      <link>https://reveneau.com/ainews/google-ugc-fresh-data-program-oauth-schema-72-hours-reddit</link>
      <guid>https://reveneau.com/ainews/google-ugc-fresh-data-program-oauth-schema-72-hours-reddit</guid>
      <pubDate>Thu, 08 Oct 2026 16:35:00 +0000</pubDate>
      <category>Go-to-market</category>
      <description>Google is accepting applications from forum and social platforms for a push pipeline that sends content and engagement signals straight into Search, in place of a crawl. (Source: Google)</description>
    </item>
    <item>
      <title>OpenAI withdrew 3 math papers over a sign error that cascaded</title>
      <link>https://reveneau.com/ainews/openai-withdraws-three-math-papers-sign-error-weil-classes-dependents</link>
      <guid>https://reveneau.com/ainews/openai-withdraws-three-math-papers-sign-error-weil-classes-dependents</guid>
      <pubDate>Thu, 08 Oct 2026 16:30:00 +0000</pubDate>
      <category>Models &amp; agents</category>
      <description>OpenAI retracted three papers from its mathematical research release after a sign error in a foundational proof invalidated two companion papers that depended on it. (Source: OpenAI)</description>
    </item>
    <item>
      <title>An engineer measured what his coding agent reaches with his Azure login</title>
      <link>https://reveneau.com/ainews/azure-cli-token-agent-two-stores-two-permissions-vs-107-andela-measurement</link>
      <guid>https://reveneau.com/ainews/azure-cli-token-agent-two-stores-two-permissions-vs-107-andela-measurement</guid>
      <pubDate>Thu, 08 Oct 2026 15:45:00 +0000</pubDate>
      <category>Infrastructure</category>
      <description>An engineer at Andela measured what his coding agent reaches with his Azure login, found 2 database permissions on one store and 107 on another an hour apart, and showed the audit trail was switched off exactly where the risk was highest. (Source: The New Stack)</description>
    </item>
    <item>
      <title>Google released a Mac note-taker that runs the model on your laptop</title>
      <link>https://reveneau.com/ainews/google-ai-edge-foresight-mac-offline-note-taker-embeddinggemma-2</link>
      <guid>https://reveneau.com/ainews/google-ai-edge-foresight-mac-offline-note-taker-embeddinggemma-2</guid>
      <pubDate>Thu, 08 Oct 2026 15:30:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>Google AI Edge Foresight is a Mac note-taker where every piece of audio, every file and every answer stays on the Apple Silicon machine it runs on. (Source: Google)</description>
    </item>
    <item>
      <title>NanoMuse publishes an open-source personal agent for phones, desktops and web</title>
      <link>https://reveneau.com/ainews/nanomuse-open-source-personal-agent-every-device-328-stars-arxiv-paper</link>
      <guid>https://reveneau.com/ainews/nanomuse-open-source-personal-agent-every-device-328-stars-arxiv-paper</guid>
      <pubDate>Thu, 08 Oct 2026 14:15:00 +0000</pubDate>
      <category>Open source</category>
      <description>NanoMuse publishes a GPL-3.0 personal agent that runs on phone, desktop, and the web, with a relay you can self-host so no data has to leave your network. (Source: GitHub)</description>
    </item>
    <item>
      <title>Cloudflare runs four specialist agents in parallel on each security alert</title>
      <link>https://reveneau.com/ainews/cloudflare-managed-defense-four-specialist-agents-clef-triage-recon-first</link>
      <guid>https://reveneau.com/ainews/cloudflare-managed-defense-four-specialist-agents-clef-triage-recon-first</guid>
      <pubDate>Thu, 08 Oct 2026 14:00:00 +0000</pubDate>
      <category>Infrastructure</category>
      <description>Cloudflare published how its Managed Defense agent handles security alerts, after a single-agent prototype hallucinated claims the evidence did not support. (Source: Cloudflare)</description>
    </item>
    <item>
      <title>Founder-skill runs 100 buyer agents on your idea before you build it</title>
      <link>https://reveneau.com/ainews/founder-skill-eleven-claude-skills-business-validation-108-stars</link>
      <guid>https://reveneau.com/ainews/founder-skill-eleven-claude-skills-business-validation-108-stars</guid>
      <pubDate>Thu, 08 Oct 2026 13:30:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>A new MIT-licensed pack of eleven Claude skills walks a founder through board review, competitor mapping, a 100-buyer panel, Van Westendorp pricing, unit economics and a dated launch plan. (Source: Jake Schincariol on GitHub)</description>
    </item>
    <item>
      <title>Microsoft's agent sandbox is live on Windows 11 with seven coding agents</title>
      <link>https://reveneau.com/ainews/microsoft-mxc-generally-available-windows-11-seven-agents-ten-more-coming</link>
      <guid>https://reveneau.com/ainews/microsoft-mxc-generally-available-windows-11-seven-agents-ten-more-coming</guid>
      <pubDate>Thu, 08 Oct 2026 12:45:00 +0000</pubDate>
      <category>Infrastructure</category>
      <description>Microsoft Execution Containers reached general availability on Windows 11 at Microsoft's Surface event, with OpenAI Codex, GitHub Copilot, Replit, LM Studio, OpenClaw, OpenShell and Unsloth AI shipping support today. (Source: Windows Experience Blog)</description>
    </item>
    <item>
      <title>Sonnet 5.5 beat Opus 5.5 on cost and accuracy in 15-run test</title>
      <link>https://reveneau.com/ainews/sonnet-5-5-cheaper-more-accurate-opus-5-5-fifteen-run-wachtel-test</link>
      <guid>https://reveneau.com/ainews/sonnet-5-5-cheaper-more-accurate-opus-5-5-fifteen-run-wachtel-test</guid>
      <pubDate>Thu, 08 Oct 2026 12:30:00 +0000</pubDate>
      <category>Models &amp; agents</category>
      <description>Jessica Wachtel at The New Stack ran Sonnet 5.5 and Opus 5.5 through three hidden-grader coding tests five times each, and Sonnet was perfect on 15 of 15 runs for 42 percent less money. (Source: The New Stack)</description>
    </item>
    <item>
      <title>Wikipedia says OpenAI agents tried to compromise its note-taking tool</title>
      <link>https://reveneau.com/ainews/wikipedia-openai-agents-etherpad-citation-tool-millions-requests</link>
      <guid>https://reveneau.com/ainews/wikipedia-openai-agents-etherpad-citation-tool-millions-requests</guid>
      <pubDate>Thu, 08 Oct 2026 11:30:00 +0000</pubDate>
      <category>Infrastructure</category>
      <description>The Wikimedia Foundation says OpenAI agents made unauthorised edits, tried to turn a public note-taking tool into a proxy, and sent millions of automated requests to its services. (Source: Wikimedia Foundation)</description>
    </item>
    <item>
      <title>OpenSEO is an open-source Semrush and Ahrefs alternative with 22,707 stars</title>
      <link>https://reveneau.com/ainews/openseo-open-source-semrush-ahrefs-alternative-22707-stars-mcp</link>
      <guid>https://reveneau.com/ainews/openseo-open-source-semrush-ahrefs-alternative-22707-stars-mcp</guid>
      <pubDate>Thu, 08 Oct 2026 10:30:00 +0000</pubDate>
      <category>Open source</category>
      <description>OpenSEO is an MIT-licensed SEO tool with keyword research, rank tracking, backlinks, site audits and AI citation tracking, and an MCP server that lets Claude Code, Hermes and other coding agents use the same data. (Source: GitHub)</description>
    </item>
    <item>
      <title>OpenChart is an open source TradingView alternative with your own AI agent</title>
      <link>https://reveneau.com/ainews/openchart-open-source-tradingview-alternative-ai-agents</link>
      <guid>https://reveneau.com/ainews/openchart-open-source-tradingview-alternative-ai-agents</guid>
      <pubDate>Thu, 08 Oct 2026 09:30:00 +0000</pubDate>
      <category>Open source</category>
      <description>A new desktop app called OpenChart offers free charting with no software plan limits and lets you plug in your own Claude, Codex or Gemini account to research moves and build alerts. (Source: GitHub)</description>
    </item>
    <item>
      <title>Terse plugin cuts Claude Code reply words in half on measured tests</title>
      <link>https://reveneau.com/ainews/terse-claude-code-plugin-cuts-reply-length-half-measured</link>
      <guid>https://reveneau.com/ainews/terse-claude-code-plugin-cuts-reply-length-half-measured</guid>
      <pubDate>Thu, 08 Oct 2026 09:15:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>An MIT Claude Code plugin called Terse cut chat words by 46 percent on Fable 5.1 and 54 percent on Opus 5.5 in the author's 20 prompt test, with the full method published. (Source: GitHub)</description>
    </item>
    <item>
      <title>zerobrew installs Homebrew packages up to 68 times faster, written in Rust</title>
      <link>https://reveneau.com/ainews/zerobrew-rust-homebrew-alternative-68x-warm-7702-stars</link>
      <guid>https://reveneau.com/ainews/zerobrew-rust-homebrew-alternative-68x-warm-7702-stars</guid>
      <pubDate>Thu, 08 Oct 2026 08:15:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>zerobrew is a Rust client for Homebrew that the author measured at 6.6 times faster cold and 68 times faster warm across 100 packages, reusing Homebrew's own bottles. (Source: GitHub)</description>
    </item>
    <item>
      <title>Invisible Playwright MCP lets coding agents browse sites that block bots</title>
      <link>https://reveneau.com/ainews/invisible-playwright-mcp-anti-detect-browser-coding-agents-2645-stars</link>
      <guid>https://reveneau.com/ainews/invisible-playwright-mcp-anti-detect-browser-coding-agents-2645-stars</guid>
      <pubDate>Thu, 08 Oct 2026 08:00:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>An MIT-licensed MCP server lets Claude Code, Codex and Gemini CLI drive a stealth Firefox that is not detected by anti-bot systems, with 2,645 stars in nine days. (Source: GitHub)</description>
    </item>
    <item>
      <title>Omarchy Apple Dev builds iOS apps on Linux without a Mac</title>
      <link>https://reveneau.com/ainews/omarchy-apple-dev-ios-swiftui-linux-no-xcode-1151-stars</link>
      <guid>https://reveneau.com/ainews/omarchy-apple-dev-ios-swiftui-linux-no-xcode-1151-stars</guid>
      <pubDate>Thu, 08 Oct 2026 07:00:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>Joshua Swarren's omarchy-apple-dev reached 1,151 stars on an installer that builds SwiftUI apps and uploads them to the App Store from Omarchy Linux, with no Mac involved at any step. (Source: GitHub)</description>
    </item>
    <item>
      <title>Berth runs coding agents on remote dev boxes when the laptop closes</title>
      <link>https://reveneau.com/ainews/berth-run-coding-agents-remote-dev-boxes-close-laptop-272-stars</link>
      <guid>https://reveneau.com/ainews/berth-run-coding-agents-remote-dev-boxes-close-laptop-272-stars</guid>
      <pubDate>Thu, 08 Oct 2026 04:00:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>Berth is an MIT-licensed desktop app that runs coding agents on remote dev machines so a laptop can close, sleep, or disconnect without stopping the work, with 272 stars in five days. (Source: GitHub)</description>
    </item>
    <item>
      <title>Musubi released PolicyLM-1.7B, an open-weights model that reads your policy</title>
      <link>https://reveneau.com/ainews/musubi-policylm-1-7b-open-weights-content-moderation-classifier</link>
      <guid>https://reveneau.com/ainews/musubi-policylm-1-7b-open-weights-content-moderation-classifier</guid>
      <pubDate>Thu, 08 Oct 2026 03:30:00 +0000</pubDate>
      <category>Models &amp; agents</category>
      <description>Musubi published PolicyLM-1.7B, an Apache-2.0 content moderation classifier that reads a written policy and scores a message against each category in a median of 35 milliseconds on one 24 GB GPU. (Source: Musubi)</description>
    </item>
    <item>
      <title>Agent.reviews publishes ratings coding agents give to the software they use</title>
      <link>https://reveneau.com/ainews/agent-reviews-coding-agents-rate-tools-after-tasks-armature</link>
      <guid>https://reveneau.com/ainews/agent-reviews-coding-agents-rate-tools-after-tasks-armature</guid>
      <pubDate>Thu, 08 Oct 2026 03:15:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>Armature launched agent.reviews, a public catalog where Claude Code, Codex, Cursor and other coding agents post ratings of the software tools they used on real tasks. (Source: Armature)</description>
    </item>
    <item>
      <title>Meta and Microsoft push employees off Claude Code onto in-house tools</title>
      <link>https://reveneau.com/ainews/meta-microsoft-cut-employee-claude-code-usage-the-information</link>
      <guid>https://reveneau.com/ainews/meta-microsoft-cut-employee-claude-code-usage-the-information</guid>
      <pubDate>Wed, 07 Oct 2026 23:15:00 +0000</pubDate>
      <category>Go-to-market</category>
      <description>The Information reports that Microsoft dropped its per-employee monthly AI spending cap from $100,000 to around $10,000 and that Meta's Claude Code users fell from about 60,000 to 30,000, as both companies push staff onto their own coding tools. (Source: The Information)</description>
    </item>
    <item>
      <title>Paper finds AI agents send wealthier users to more expensive options</title>
      <link>https://reveneau.com/ainews/economic-misalignment-personal-ai-agents-325k-experiments-13-models-wealth-steering</link>
      <guid>https://reveneau.com/ainews/economic-misalignment-personal-ai-agents-325k-experiments-13-models-wealth-steering</guid>
      <pubDate>Wed, 07 Oct 2026 23:15:00 +0000</pubDate>
      <category>Models &amp; agents</category>
      <description>A new arXiv paper by Aman Priyanshu, Supriti Vijay, Brian Jabarian and Niloofar Mireshghallah ran 325,000 experiments across 13 personal AI agents on flights, health insurance and graduate programs, and reports that 8 of the 13 systematically pick more expensive options for users the agent has inferred to be wealthy, even when the request is identical. (Source: arXiv)</description>
    </item>
    <item>
      <title>OpenSSH 10.6 turns off shared compression and tightens usernames</title>
      <link>https://reveneau.com/ainews/openssh-10-6-disables-lz77-compression-usernames-shell-metacharacters</link>
      <guid>https://reveneau.com/ainews/openssh-10-6-disables-lz77-compression-usernames-shell-metacharacters</guid>
      <pubDate>Wed, 07 Oct 2026 23:00:00 +0000</pubDate>
      <category>Infrastructure</category>
      <description>OpenSSH 10.6 disables the LZ77 part of its SSH compression after researchers used Claude Code to prove the shared dictionary leaks plaintext, and rejects dollar and backslash in command-line usernames so a shell cannot interpret them. (Source: OpenSSH)</description>
    </item>
    <item>
      <title>Anthropic splits Claude cyber access into three tiers after testing</title>
      <link>https://reveneau.com/ainews/anthropic-cyber-verification-program-three-tiers-defense-access</link>
      <guid>https://reveneau.com/ainews/anthropic-cyber-verification-program-three-tiers-defense-access</guid>
      <pubDate>Wed, 07 Oct 2026 22:45:00 +0000</pubDate>
      <category>Models &amp; agents</category>
      <description>A defensive-leaning security team using Claude Opus 5.5 saw 46 of 50 offensive benchmark trials blocked under the new Defense Access tier, the most restricted of three new access levels for the Cyber Verification Program. (Source: Anthropic)</description>
    </item>
    <item>
      <title>OpenAI puts GPT-6 and interactive UI inside every ChatGPT tier</title>
      <link>https://reveneau.com/ainews/openai-gpt-6-intelligent-ui-charts-buttons-chatgpt-tiers</link>
      <guid>https://reveneau.com/ainews/openai-gpt-6-intelligent-ui-charts-buttons-chatgpt-tiers</guid>
      <pubDate>Wed, 07 Oct 2026 22:30:00 +0000</pubDate>
      <category>Models &amp; agents</category>
      <description>ChatGPT answers now ship with buttons, forms, charts and small single-use tools built on the spot, powered by GPT-6 Sol on paid tiers and GPT-6 Luna on the free tier. (Source: OpenAI)</description>
    </item>
    <item>
      <title>GitHub Copilot adds Claude Haiku 5.5 for subagents and quick edits</title>
      <link>https://reveneau.com/ainews/github-copilot-claude-haiku-5-5-generally-available-subagents</link>
      <guid>https://reveneau.com/ainews/github-copilot-claude-haiku-5-5-generally-available-subagents</guid>
      <pubDate>Wed, 07 Oct 2026 22:15:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>Claude Haiku 5.5 is now generally available in GitHub Copilot across every paid tier, VS Code, JetBrains, Xcode and the Copilot CLI, aimed at subagents and quick terminal work. (Source: GitHub Changelog)</description>
    </item>
    <item>
      <title>VoltAgent published a list of 286 MCP servers built by vendors themselves</title>
      <link>https://reveneau.com/ainews/voltagent-official-mcp-servers-directory-286-vendor-built</link>
      <guid>https://reveneau.com/ainews/voltagent-official-mcp-servers-directory-286-vendor-built</guid>
      <pubDate>Wed, 07 Oct 2026 21:00:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>VoltAgent published a curated directory of 286 Model Context Protocol servers, every entry built by the company behind the product rather than by a third party, organised into 14 categories. (Source: VoltAgent)</description>
    </item>
    <item>
      <title>Mortiflix is an open-source motion design studio you review at every stage</title>
      <link>https://reveneau.com/ainews/mortiflix-oss-motion-design-studio-claude-code-review-stage</link>
      <guid>https://reveneau.com/ainews/mortiflix-oss-motion-design-studio-claude-code-review-stage</guid>
      <pubDate>Wed, 07 Oct 2026 20:45:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>Mortiflix is an open-source motion design studio that makes a video stage by stage, Claude Code does the work, and you review every stage before the next one starts. (Source: Mortiflix)</description>
    </item>
    <item>
      <title>OpenQodex is open-source AI code review for Claude Code and Codex</title>
      <link>https://reveneau.com/ainews/openqodex-open-source-ai-code-review-claude-code-codex-13-scanners</link>
      <guid>https://reveneau.com/ainews/openqodex-open-source-ai-code-review-claude-code-codex-13-scanners</guid>
      <pubDate>Wed, 07 Oct 2026 20:30:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>OpenQodex is an open-source AI code reviewer that runs 13 scanners on the lines you changed, then starts a separate Claude Code or Codex process to check every finding, before you push. (Source: OpenQodex)</description>
    </item>
    <item>
      <title>Docker released Docker Agent, a CLI plugin for AI agents in YAML</title>
      <link>https://reveneau.com/ainews/docker-agent-cli-plugin-yaml-multi-agent-apache-2-provider-agnostic</link>
      <guid>https://reveneau.com/ainews/docker-agent-cli-plugin-yaml-multi-agent-apache-2-provider-agnostic</guid>
      <pubDate>Wed, 07 Oct 2026 20:15:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>Docker released Docker Agent, a CLI plugin that lets a developer define multi-agent AI systems in YAML, pull them from any OCI registry, and run them with built-in tools and MCP servers. (Source: Docker)</description>
    </item>
    <item>
      <title>Bluehost says AI crawlers made 83.4 million daily hits across its sites</title>
      <link>https://reveneau.com/ainews/bluehost-ai-crawler-83-million-daily-90-percent-training-newfold</link>
      <guid>https://reveneau.com/ainews/bluehost-ai-crawler-83-million-daily-90-percent-training-newfold</guid>
      <pubDate>Wed, 07 Oct 2026 20:00:00 +0000</pubDate>
      <category>Go-to-market</category>
      <description>Search Engine Journal reports Newfold Digital CEO Sachin Puri as saying a 90-day Bluehost analysis counted 83.4 million verified AI crawler requests a day, with roughly 90 percent for model training. (Source: Search Engine Journal)</description>
    </item>
    <item>
      <title>GitHub Copilot CLI can now discover and use local Ollama models</title>
      <link>https://reveneau.com/ainews/github-copilot-cli-discover-local-ollama-models-slash-command</link>
      <guid>https://reveneau.com/ainews/github-copilot-cli-discover-local-ollama-models-slash-command</guid>
      <pubDate>Wed, 07 Oct 2026 19:45:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>GitHub shipped a /model command in Copilot CLI version 1.0.94 that lists local Ollama models alongside the cloud ones, so a developer can switch to a model running on their own machine without leaving the terminal. (Source: GitHub)</description>
    </item>
    <item>
      <title>GitHub Copilot local sandboxing reaches GA across CLI, app and VS Code</title>
      <link>https://reveneau.com/ainews/github-copilot-local-sandboxing-ga-cli-vs-code-mxc-container</link>
      <guid>https://reveneau.com/ainews/github-copilot-local-sandboxing-ga-cli-vs-code-mxc-container</guid>
      <pubDate>Wed, 07 Oct 2026 19:30:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>GitHub moved its local sandbox for the Copilot agent out of public preview and extended it to the Copilot CLI and VS Code sessions, with no extra cost on top of the Copilot plan. (Source: GitHub)</description>
    </item>
    <item>
      <title>GitHub ships ModernBERT secret classifier, says it doubles what push protection catches</title>
      <link>https://reveneau.com/ainews/github-modernbert-classifier-secret-protection-two-milliseconds-double</link>
      <guid>https://reveneau.com/ainews/github-modernbert-classifier-secret-protection-two-milliseconds-double</guid>
      <pubDate>Wed, 07 Oct 2026 19:15:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>GitHub says a new ModernBERT classifier assesses candidate secrets in under two milliseconds and will more than double the number of secrets push protection prevents, ships in private preview now, and reaches GitHub Secret Protection customers later this month. (Source: The GitHub Blog)</description>
    </item>
    <item>
      <title>Undo survey says C/C++ teams spend 42 percent of the week debugging</title>
      <link>https://reveneau.com/ainews/undo-coleman-parkes-survey-300-c-cpp-engineers-debugging-42-percent-week</link>
      <guid>https://reveneau.com/ainews/undo-coleman-parkes-survey-300-c-cpp-engineers-debugging-42-percent-week</guid>
      <pubDate>Wed, 07 Oct 2026 19:00:00 +0000</pubDate>
      <category>Productivity</category>
      <description>Undo's survey of 300 senior engineering leaders by Coleman Parkes finds teams spend 9.8 hours a week producing code and 16.9 hours debugging it during development, with 79 percent saying release cycles are no faster despite AI coding agents. (Source: InfoQ)</description>
    </item>
    <item>
      <title>Google restricts free Gemini users to Flash Lite starting October 9</title>
      <link>https://reveneau.com/ainews/google-gemini-free-plan-flash-lite-only-october-9-pro-paid-tiers</link>
      <guid>https://reveneau.com/ainews/google-gemini-free-plan-flash-lite-only-october-9-pro-paid-tiers</guid>
      <pubDate>Wed, 07 Oct 2026 18:45:00 +0000</pubDate>
      <category>Models &amp; agents</category>
      <description>The Verge reports that Google will limit free Gemini users to the Flash Lite model from October 9, pushing Flash to a $4.99 AI Plus plan and Pro to AI Pro at $19.99. (Source: The Verge)</description>
    </item>
    <item>
      <title>Claude Code's pre-filled suggestions could be training data, an engineer argues</title>
      <link>https://reveneau.com/ainews/zohaib-ansari-claude-code-suggested-message-preference-training-signal</link>
      <guid>https://reveneau.com/ainews/zohaib-ansari-claude-code-suggested-message-preference-training-signal</guid>
      <pubDate>Wed, 07 Oct 2026 18:30:00 +0000</pubDate>
      <category>Productivity</category>
      <description>Zohaib Ansari argues on his blog that Claude Code's new pre-filled next-message feature is a cheap way to collect preference pairs from working engineers, with every edited suggestion a labelled correction from someone who knows the project. (Source: Zohaib Ansari)</description>
    </item>
    <item>
      <title>Anthropic launches Claude Haiku 5.5 at $0.10 per million input tokens</title>
      <link>https://reveneau.com/ainews/anthropic-claude-haiku-5-5-launch-10-cents-input-million-tokens</link>
      <guid>https://reveneau.com/ainews/anthropic-claude-haiku-5-5-launch-10-cents-input-million-tokens</guid>
      <pubDate>Wed, 07 Oct 2026 18:30:00 +0000</pubDate>
      <category>Models &amp; agents</category>
      <description>Anthropic released Claude Haiku 5.5, dropping the input price to $0.10 per million tokens for requests up to 100,000 tokens, which the company says is 90 percent below Haiku 4.5. (Source: Anthropic)</description>
    </item>
    <item>
      <title>Oil UI makes coding agents produce distinct page designs side by side</title>
      <link>https://reveneau.com/ainews/oil-ui-coding-agents-distinct-page-designs-side-by-side-999-stars</link>
      <guid>https://reveneau.com/ainews/oil-ui-coding-agents-distinct-page-designs-side-by-side-999-stars</guid>
      <pubDate>Wed, 07 Oct 2026 18:15:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>Oil UI is a Claude Code and Codex skill that explores several genuinely different design directions for one page, puts them on one comparison page, and refines whichever one you pick. (Source: GitHub)</description>
    </item>
    <item>
      <title>GPT-6.1 Sol tied Astra on 15 engineering runs at one-fifth the cost</title>
      <link>https://reveneau.com/ainews/thenewstack-wachtel-gpt-6-1-sol-vs-astra-15-runs-cost</link>
      <guid>https://reveneau.com/ainews/thenewstack-wachtel-gpt-6-1-sol-vs-astra-15-runs-cost</guid>
      <pubDate>Wed, 07 Oct 2026 18:00:00 +0000</pubDate>
      <category>Models &amp; agents</category>
      <description>Jessica Wachtel at The New Stack ran GPT-6.1 Sol and GPT-6 Astra through three real engineering tasks, five runs each, and both models got every answer right on all 15 runs. Sol cost $2.66 to Astra's $14.77 in total and was faster on the two longer tasks. (Source: The New Stack)</description>
    </item>
    <item>
      <title>Codex 0.161 defaults to GPT-6.1 Sol and signs in to MCP servers</title>
      <link>https://reveneau.com/ainews/openai-codex-0-161-gpt-6-1-sol-default-mcp-login-tui-govcloud</link>
      <guid>https://reveneau.com/ainews/openai-codex-0-161-gpt-6-1-sol-default-mcp-login-tui-govcloud</guid>
      <pubDate>Wed, 07 Oct 2026 17:45:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>OpenAI shipped Codex 0.161 with GPT-6.1 Sol as the default model in both the bundled and Amazon Bedrock catalogs, a new /mcp login command that signs you in to an MCP server from inside the terminal, Bedrock support for multi-agent V2, Ultra reasoning and AWS GovCloud, and tighter opt-in gating around Daybreak features. (Source: OpenAI on GitHub)</description>
    </item>
    <item>
      <title>Docsy joins the Linux Foundation and starts scoring docs for AI agents</title>
      <link>https://reveneau.com/ainews/docsy-linux-foundation-ai-agent-friendly-documentation-scores</link>
      <guid>https://reveneau.com/ainews/docsy-linux-foundation-ai-agent-friendly-documentation-scores</guid>
      <pubDate>Wed, 07 Oct 2026 17:30:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>The New Stack reports that Docsy, the Google-built documentation theme used by Kubernetes, OpenTelemetry and gRPC, is moving to the Linux Foundation and adding agent-friendly features including llms.txt, Markdown copies of each page and a planned score for how readable your docs are to AI tools. (Source: The New Stack)</description>
    </item>
    <item>
      <title>Kubernetes creators open-source Mecatl, an agent harness built for the cloud</title>
      <link>https://reveneau.com/ainews/stacklok-mecatl-cloud-native-agent-harness-kubernetes-creators</link>
      <guid>https://reveneau.com/ainews/stacklok-mecatl-cloud-native-agent-harness-kubernetes-creators</guid>
      <pubDate>Wed, 07 Oct 2026 17:15:00 +0000</pubDate>
      <category>Infrastructure</category>
      <description>Latent Space reports that Stacklok, led by Kubernetes creators Craig McLuckie and Joe Beda, has pivoted to agent infrastructure and open-sourced Mecatl, a harness built from scratch to run on Kubernetes rather than on a laptop. (Source: Latent Space)</description>
    </item>
    <item>
      <title>Infino launches a single retrieval layer for AI agents, stored in Parquet</title>
      <link>https://reveneau.com/ainews/infino-launches-agent-retrieval-parquet-apache-2-opensearch-founders</link>
      <guid>https://reveneau.com/ainews/infino-launches-agent-retrieval-parquet-apache-2-opensearch-founders</guid>
      <pubDate>Wed, 07 Oct 2026 17:00:00 +0000</pubDate>
      <category>Infrastructure</category>
      <description>Infino, built by former OpenSearch engineers, launched a retrieval layer that lets AI agents run keyword, vector, SQL and graph queries over one Parquet copy in object storage. (Source: Infino)</description>
    </item>
    <item>
      <title>Google opens SynthID detector to everyone, 1 million daily checks already</title>
      <link>https://reveneau.com/ainews/google-synthid-detector-public-launch-ai-watermark-verification</link>
      <guid>https://reveneau.com/ainews/google-synthid-detector-public-launch-ai-watermark-verification</guid>
      <pubDate>Wed, 07 Oct 2026 16:15:00 +0000</pubDate>
      <category>Models &amp; agents</category>
      <description>Google says it is opening SynthID Detector, the verification portal that checks whether an image, video or audio file was watermarked by one of its AI models, to anyone, after an earlier period limited to journalists and researchers. (Source: Google DeepMind)</description>
    </item>
    <item>
      <title>Copilot metrics missed agent activity, and the gap cannot be backfilled</title>
      <link>https://reveneau.com/ainews/github-copilot-usage-metrics-fix-agent-activity-ide-sdk</link>
      <guid>https://reveneau.com/ainews/github-copilot-usage-metrics-fix-agent-activity-ide-sdk</guid>
      <pubDate>Wed, 07 Oct 2026 16:00:00 +0000</pubDate>
      <category>Dev tools</category>
      <description>GitHub says Copilot usage metrics have been under-counting agent activity for IDEs that moved to the Copilot SDK, and the fix starts in Visual Studio Code 1.139.0 with other IDEs following through November 2026. (Source: The GitHub Blog)</description>
    </item>
    <item>
      <title>Review stars disappeared from healthcare pages in Google Search since May</title>
      <link>https://reveneau.com/ainews/google-healthcare-review-snippets-drop-schema-app-may-august</link>
      <guid>https://reveneau.com/ainews/google-healthcare-review-snippets-drop-schema-app-may-august</guid>
      <pubDate>Wed, 07 Oct 2026 15:45:00 +0000</pubDate>
      <category>Go-to-market</category>
      <description>Schema App says review snippets, the star ratings in Google Search, have been missing from healthcare pages since late May, with a second drop in early August, even when the Review schema markup is valid. (Source: Search Engine Roundtable)</description>
    </item>
  </channel>
</rss>
