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
COMPUTING
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Engineers Hiring Now: Roles, Locations, and Applications
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Who’s hiring engineers right now? Reply with the role, location, and how to apply.
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AI in RAN: Three Distinctions and Measurable Performance Gains
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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 -
Project Memory Request
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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
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Reducing VPS Infrastructure Costs for Cloud Services
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we currently use a service that lets use easily spin up and down VPS's biggest thing is it costs a lot
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Cloud Reliability Improvements and Technical Issue Resolution
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Reliability for cloud has improved significantly the last few weeks. Can you share/dm me a link to the session where you had issues? What problem did you hit?
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Linux Kernel Map Resource for Developers and Tech Enthusiasts
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Linux Kernel Map! #BigData #Analytics #AI #MachineLearning #DataScience #IoT #IIoT #Python #RStats #TensorFlow #JavaScript #ReactJS #CloudComputing #Serverless #DataScientist #Linux #Programming #Coding #100DaysofCode https://
geni.us/Linux-Kernel-M
ap
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Edge Computing Returns Data Control to Local Jurisdictions
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Implementing Edge Computing shifts technical control from distant clouds back to the jurisdictional origin of the data. Localized architecture simplifies compliance since distributed intelligence enables fast action without risking exposure in transit. Microblog @antgrasso
→ View original post on X — @antgrasso, 2026-03-26 14:06 UTC
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Mistral Releases Voxtral TTS, Outperforms ElevenLabs
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BREAKING : Mistral AI is reportedly releasing Voxtral TTS today, a new 3B params open-source model that outperforms ElevenLabs V2.5 Flash. It has not been announced yet, but it seems like it can already be accessed on Mistral Playground with sample voices and voice cloning!
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Software Demand Surge and Token Consumption Growth Ahead
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There's going to be a lot more software, and a lot more demand for software engineers. And a lot more token consumption.