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Hi there, this is your daily ☕️ DevShot.
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In today's DevShot:
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🏆 Gemini 4 Carbon takes top AI ranking 💻 Apple ships touchscreen Mac dev resources 🤖 GitHub launches Copilot Fusion 🧠 Android Studio adds AI coding agents 💾 GitHub expands infrastructure to avoid AI-driven outages ⚡ Vercel launches its own CI in beta Plus: 🎁 8 more stories you might like, 🛠️ 5 tutorials, 🧰 7 tools, and 📚 5 papers.
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🏆 Gemini 4 Carbon takes top AI ranking
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- Artificial Analysis' Intelligence Index v5, launched on October 27 with new coding and science evaluations, pushed Kimi K3.1 Pro down to 46 points, 12 behind Claude Opus 5.5, before Gemini 4 Carbon edged into the lead a day later.
- The overhaul added FrontierCode 2.0 and Terminal-Bench-Science while lifting private-task evaluations to 60% of the weighted score from 45%, and now splits coding, science, knowledge work, and general capability into four equal categories.
- Kimi's weights weren't released in the launch snapshot, though it still tops the general Terminal-Bench 4.0 at 67%; for downloadable parameters, DeepSeek V4.1 Flash and GLM-5.3 led at 32, both 26 points behind Opus.
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💻 Apple ships touchscreen Mac dev resources
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- Apple started rolling out developer resources for touchscreen support on the new OLED MacBook Pros today, including updated system gesture APIs for apps that want custom Touch interactions beyond mapping taps to clicks.
- Three preview videos cover designing for Touch, bringing Touch to Mac apps, and adding Live Activities; the APIs let apps manipulate multiple controls at once, with sliders and dials expanding into larger controls when touched.
- Developers don't need the new hardware to test, the latest macOS beta plus an iPad connected via Sidecar works; Xcode 27.3 beta and docs are listed as coming soon, with online developer labs scheduled for November 18 and 19.
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🤖 GitHub launches Copilot Fusion
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- GitHub launched Copilot Fusion at GitHub Universe yesterday, a system that routes each step of a coding task to the AI model or blend of models best suited for its reasoning, code generation, debugging, and tool-use demands.
- Fusion Max scored within two points of Claude Opus 5.5 Max on the Artificial Analysis Coding Agent Index while costing half as much and finishing tasks 40% faster, with Satya Nadella claiming up to 77% lower cost overall.
- From yesterday, GitHub Enterprise customers can use every Copilot feature without a separate subscription, paying only for AI credits consumed; the deal runs through sales for now, with self-serve coming and existing plans unchanged until users switch.
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🧠 Android Studio adds AI coding agents
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- Android Studio now integrates with over 40 AI coding agents, including Anthropic's Claude, OpenAI's Codex, and Google's own Antigravity, through a "Bring Your Own Agent" feature in the stable Rabbit 2 release that developers can download today.
- Agents connect via the open Agent Client Protocol, giving each one access to project structure, builds, the Emulator, and Logcat so it can run the app and verify its own output rather than just returning plausible-looking code.
- A companion Change Review tool walks developers through longer agent-generated edits, while in one Google test Claude Opus 5.5 hunted memory leaks across dozens of user journeys in 46 minutes using the Android CLI, nearly half the time it took without it.
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💾 GitHub expands infrastructure to avoid AI-driven outages
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- GitHub is overhauling its infrastructure after a year of AI-driven outages, adding four million CPU cores and 160 petabytes of high-speed storage to cope with surging commit traffic from developers running AI agents.
- The service logged 7.4 billion code commits in September 2026, five times a year earlier, and is separating compute and storage while migrating to multi-region Azure, a redesign expected to deliver 35x more throughput once complete early next year.
- The overhaul follows a brutal run of reliability trouble that saw 90-day availability bottom out around 84% on May 7, with execs now promising extra capacity for the frequently troubled GitHub Actions CI/CD platform.
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⚡ Vercel launches its own CI in beta
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- Vercel has launched Vercel CI in beta, letting developers run continuous integration for a Turborepo by adding a single `ci` tag to tasks in `turbo.json`.
- The service only runs CI affected by a change, installs dependencies once per run, and uses Vercel Remote Cache across updates, cutting Vercel's own push-to-pass wait time by 2-6x.
- To set it up, point a coding agent at the repo and run `npx skills use vercel/ci@setup`, which selects initial tasks, configures the service, and opens a pull request.
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Turn today's calls into tomorrow's proposalWispr Flow Notetaker brings your meetings into Claude or ChatGPT through a built-in connector. Ask for a proposal draft or a deal recap, and your AI works from an accurate record of what was said.
📚 Tutorials & Advice
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> Local-first means three different things: Local-first splits into three meanings, speed, offline, and data ownership, and most tools keep a rule-checking server, delivering the first two while sacrificing full ownership.
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🔗 Other News & Articles
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The AI cost of JavaScript frameworks
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How Uber built a gateway for AI agents to access tools
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Yavashark: I've built a JS engine every day for 950 days straight
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AMD's ROCm HRX Loom v0.1 released for targeting AMD CPUs, GPUs & NPUs
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I connected Home Assistant to a retro handheld, and now I control my smart home like it’s 1989
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From spreadsheets to DuckLake: a data engineer's road to DuckDB
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GXVK: 3Dfx Glide API implemented atop Vulkan for modern usage
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📄 Papers & Resources
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> Over-eager coding agents keep rewriting code long after it is already clean, with popular tools like Codex and Claude Code churning up to 31x the original codebase, adding technical debt and review burden instead of value.
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> AI-permissive engineering courses can still gauge what students actually know by grading planning, verification, and explanation across six evidence streams, not just finished code, tested on 87 students across 17 teams.
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> AI code maintenance gets a precise map of exactly which code must change when a design document is updated, so coding assistants stop missing edits or breaking unrelated parts.
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> Open-source vulnerability fixes leave downstream projects exposed on both ends, with ~18% of security patches arriving after public disclosure and most updates landing only after the window has opened, since the riskiest ~10% of flaws drive ~72% of exposure.
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> Tiny-device code converter turns trained AI models into lightweight programs for specialized edge chips, running inference 2.3x faster with 20% smaller files than a leading alternative, easing the costly jump from training to real-world hardware.
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🧰 Latest Tools
| ElevenLabs: turns any script into studio-quality speech in seconds, with 5,000+ voices across 70+ languages. Free to start. GENERATE FOR FREE |
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Die With Me: a Mac app that tracks Claude and Codex usage, compares it with friends, and opens a shared chatroom during AI cooldown periods.
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Kilo Code for JetBrains: open-source AI coding agent for JetBrains IDEs that builds and iterates across projects with flexible model choices.
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Kilo Code: open-source mobile AI coding agent that alerts you when sessions need input, letting you dictate prompts and attach files remotely.
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Monospace from Directus: wraps any SQL database with instant REST and GraphQL APIs plus a no-code app for collaborative data management.
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Floot MCP: connects Claude and ChatGPT to build full-stack apps from chat, handling databases, logins, hosting, emails, and publishing automatically.
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OpenSwarm: an AI-first operating system where agent swarms run the machine, letting you orchestrate dozens of parallel tasks instead of working sequentially.
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