... They had no idea the others existed. Under any real traffic spike, the instances collectively hammered EDGAR well above the rate limit while each individual instance thought it was behaving perfectly. The fix was rebuilding the rate limiter on Upstash Redis: a single shared atomic bucket that all instances hit together. One distributed token bucket, enforced at the union rather than per instance. The lesson: Anything that needs to be true across your entire fleet cannot live in memory ...

... goal streamline the application process for students, job seekers, researchers, and of course Founders. What we shipped for launch: Question Archive hundreds of programs catalogued across accelerators, grants, grad schools, and jobs. Every question scored by significance. Answer Bank VS-Code-style tree organized by theme. Write once, mark it draft , solid , or locked , reuse it everywhere with confidence tracking. Workstation paste any application you've already filled out and the system pulls the Q&A pairs straight into ... ... Jira issue, no human in the loop. 84 prebuilt templates, DORA metrics built in, auto-resolution across every destination. Launching on Vercel Day this Friday fitting, since Vercel deployments are one of our most-used triggers and Vercel + Supabase + Upstash

... monitoring all this, or more of an AI assistant that tells you what is broken before you notice it? Comment from Will Towle(@willatsharpread): Running Sharpread as a solo founder across Vercel, Supabase, Stripe, Clerk, Resend, Anthropic, and Upstash. This is what actually works for me in regards to cost control and monitoring: For costs : every service that can send billing alerts does. Anthropic API spend is the one I watch most closely because it moves with usage in ways ...

... loop: tasks + a human nudge, not another generic to-do app. Stack: Flutter (Dart) on the client, NestJS (TypeScript) on the backend, Supabase (Postgres + Auth) for database and authentication; CI/CD via Codemagic, deploy on Railway, Prisma ORM, BullMQ + Upstash Redis for async jobs. Question for the community What breaks your momentum more often: fear of doing it badly, too much on my plate, or having zero external accountability ...

... tattoos or mockups) Tech-wise I m using: Flutter for the mobile app Firebase (Firestore + functions) OpenAI + Replicate for image generation (testing multiple models right now like DreamShaper, Flux, Ideogram) Biggest challenge so far has been balancing quality vs cost vs

... added new integrations, shipped MCP support, launched a Nano Banana Pro Playground, released Opus 4.5 preview, expanded their Ambassador Program, and more. Here s a recap. Added @Stripe as a native integration Added MCP support for @Supabase , @Neon , and @Upstash Welcomed 45 new Ambassadors to the v0 Ambassador Program Ran a week of Free0 Mobile for all users Added @Google Nano Banana Pro to image editing in v0 Released @Claude by Anthropic Opus 4.5 Preview to all users ...

... hardest and most fun part. I used Inngest to orchestrate all the background workflows that happen the moment a form is submitted scoring the lead with OpenAI , storing metadata, updating the pipeline, and pushing real-time changes via Upstash Redis. Everything runs on Vercel + Next.js , which gives me fast edge functions and a clean dev experience as a solo founder. I also built separate AI micro-agents that handle specific jobs: one agent scores leads, another triggers notifications (Slack, Airtable ... ... third replies directly to the form submitter. Each agent runs as its own Inngest function, which keeps things reliable even when multiple integrations fire at once. If anyone s curious about building agentic workflows with Inngest, Next.js, OpenAI, and Upstash

... them together What kind of projects you re shipping Let s crowd-source the best combos for 2025 . Who knows, maybe we ll spot the next trend before it blows up. Comment from Atanu Roy(@atanuroy): Gemini CLI and VS Code for me. We released 2 products in production using that stack. While all the agentic development happens inside Gemini CLI, I use VS