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INNOVATION

  • Agents Need CLI-First Service Provisioning, Not Web UIs

    When I built menugen ~1 year ago, I observed that the hardest part by far was not the code itself, it was the plethora of services you have to assemble like IKEA furniture to make it real, the DevOps: services, payments, auth, database, security, domain names, etc… I am really looking forward to a day where I could simply tell my agent: "build menugen" (referencing the post) and it would just work. The whole thing up to the deployed web page. The agent would have to browse a number of services, read the docs, get all the api keys, make everything work, debug it in dev, and deploy to prod. This is the actually hard part, not the code itself. Or rather, the better way to think about it is that the entire DevOps lifecycle has to become code, in addition to the necessary sensors/actuators of the CLIs/APIs with agent-native ergonomics. And there should be no need to visit web pages, click buttons, or anything like that for the human. It's easy to state, it's now just barely technically possible and expected to work maybe, but it definitely requires from-scratch re-design, work and thought. Very exciting direction! Patrick Collison (@patrickc) When @karpathy built MenuGen (karpathy.bearblog.dev/vibe-c…), he said: "Vibe coding menugen was exhilarating and fun escapade as a local demo, but a bit of a painful slog as a deployed, real app. Building a modern app is a bit like assembling IKEA future. There are all these services, docs, API keys, configurations, dev/prod deployments, team and security features, rate limits, pricing tiers." We've all run into this issue when building with agents: you have to scurry off to establish accounts, clicking things in the browser as though it's the antediluvian days of 2023, in order to unblock its superintelligent progress. So we decided to build Stripe Projects to help agents instantly provision services from the CLI. For example, simply run: $ stripe projects add posthog/analytics And it'll create a PostHog account, get an API key, and (as needed) set up billing. Projects is launching today as a developer preview. You can register for access (we'll make it available to everyone soon) at projects.dev. We're also rolling out support for many new providers over the coming weeks. (Get in touch if you'd like to make your service available.) projects.dev — https://nitter.net/patrickc/status/2037190688950161709#m

    → View original post on X — @karpathy, 2026-03-26 16:10 UTC

  • American versus Chinese robot training philosophies compared

    “American [robots] practice ten thousand kicks once; Chinese [robots] practice one kick ten thousand times.” Chang Che (@Changxche) x.com/i/article/203698996541… — https://nitter.net/Changxche/status/2036992012814278825#m

    → View original post on X — @ken_goldberg, 2026-03-26 16:10 UTC

  • Gemini 3.1 Flash Live Launches with Native Audio Understanding
    Gemini 3.1 Flash Live Launches with Native Audio Understanding

    📢 Another exciting step forward today with the launch of Gemini 3.1 Flash Live. It natively understands audio, making it much more capable of handling complex instructions. It leads on ComplexFuncBench, and on Scale AI’s AudioMultiChallenge, demonstrating skill in complex instruction following and long-horizon reasoning amidst the interruptions of real-world audio. That means the model can pick up on nuances like pitch and pace, leading to much more fluid, high-fidelity voice interactions. It’s now powering Gemini Live and Search Live globally. Huge congrats to the teams that made this possible. ✨ blog.google/innovation-and-a…

    → View original post on X — @jeffdean, 2026-03-26 16:09 UTC

  • Replicate releases Cog 0.17.0 for ML model containerization

    a lot of people wondering what we've been up to after @replicate joined @Cloudflare . excited to share one of the major releases we've been working on together — cog 0.17.0 cog is an open-source tool to package up machine learning models into containers. it abstracts away the hard parts like CUDA dependency hell, optimizes model environments, and automatically creates an HTTP server that's ready to serve inference. you can deploy a cog container anywhere a Docker container runs, which includes your own k8s cluster, replicate, and soon…. workers ai. for now, enjoy this piece of the puzzle and a wonderful engineering story. we have lots more that we're working on and excited to bring to life! github.com/replicate/cog/rel…

    → View original post on X — @replicate, 2026-03-26 16:08 UTC

  • We Were Made to Use Agents Not Set Them Up

    we were made to use agents not set them up!

    → View original post on X — @danshipper

  • AI in RAN: Three Distinctions and Measurable Performance Gains

    First, let’s clarify something most people miss: There isn’t just “AI in telecom.” There’s: → AI in RAN
    → AI for RAN
    → AI on top of RAN AI in RAN is where things get tangible. We’re talking: → 20% improvement in uplink spectral efficiency
    → 14% energy savings with

    → View original post on X — @ronald_vanloon

  • Telecom Network Autonomy: Moving Beyond Real-Time Data Limitations

    Most telecom operators are optimizing their networks with 15-minute-old data. Offline files.
    Batch transfers.
    Human review. And we wonder why autonomy is stuck at Level 3. At MWC, I sat down with Joe Constantine from @ericsson to unpack what it really takes to move from

    → View original post on X — @ronald_vanloon

  • Microsoft Teams improvements spark collaboration tool innovation race

    Microsoft already shipped some amazing MS Teams improvements, the door is open for others too! Slack folks should join the party in a few days, talking with the team there.

    → View original post on X — @steipete

  • Project Memory Request

    2/ PROVIDE CLAUDE WITH PROJECT MEMORY Act as a project context manager that retains all details about my project so I never have to repeat myself. Store the full project context and reference it automatically in every response moving forward. 1. Request

    → View original post on X — @godofprompt

  • Kanban UI Unified Agent Monitoring and Orchestration Platform
    Kanban UI Unified Agent Monitoring and Orchestration Platform

    Ever run 8 agents in 8 terminal windows, only to realize one silently errored 20 minutes ago? Yeah.. @Cline
    ’s new Kanban is here to fix that. It gives you a unified UI to triage, observe, and orchestrate all your agents from a single board The best part? It’s completely

    → View original post on X — @datachaz