PH热榜 | 2026-02-04

Hey Product Hunt, I’m Naman, Builder-in-Chief of CreateOS

The Problem

Most builders don’t stall because they lack ideas—they stall because those ideas are fragmented across too many tools, tabs, and environments.

Today’s development workflow is broken by a "fragmentation tax":
❌ Disconnected Workspaces – You start in a notebook, jump to an editor, and fight with infra dashboards just to get a single feature live.

❌ The Integration Drag – You waste more time gluing together hosting, automation, and payments than actually building your product.

After feeling this drag across our own projects, we built CreateOS to be the operating system for action.

How CreateOS is Different 🚀

CreateOS is an AI-native unified execution environment. Instead of a pile of disconnected services, it brings building, deploying, and coordinating into one continuous flow.

🔹 Vibe-code in one place – Stay close to your ideas in an AI-native chat that understands your entire project context.

🔹 Instant Production – Spin up environments and get a live URL without ever touching a separate infrastructure dashboard.

🔹 Integrated Coordination – Manage what happens after launch—tasks, automations, and follow-ups—all from the same workspace.

🔹 Built-in Monetization – We treat "going live" as a first-class outcome. Use the CreateOS marketplace to handle payments without switching to external tooling.

Who is this for?

If you are a builder, developer, or founder tired of being a part-time DevOps and project manager, CreateOS helps you move from first prompt to production in minutes instead of days.

Launch Day Perk 🎁

As a thank you to the Product Hunt community, new signups during the first 24 hours of launch will receive 2,000 CreateOS credits, applied automatically during onboarding.

I’d love your feedback and questions—what is the first thing you’d like to ship faster inside CreateOS?

As the designer behind CreateOS, here's what drove our approach:

The biggest insight wasn't technical, it was emotional. Builders don't just lose time to fragmentation; they lose momentum. That break between "I have an idea" and "it's deployed" kills more projects than bad code ever will.

We designed CreateOS around continuous creative flow. No context switching. No mental overhead tax. You stay in the zone from first thought to live URL.

Design decisions that matter:

🎯 Single-surface interface — Everything accessible without tabs/windows. Your AI chat, code editor, deployment status, and project management aren't separate tools—they're integrated views of the same workspace.

⚡ Zero-friction deployment — Hit "deploy" and get a URL. No pipelines to configure, no YAML to write, no prayer that your env vars are set correctly.

💰 Revenue as a first-class citizen — Most platforms treat monetization as an afterthought. We built the Template marketplace into core infrastructure because shipping code isn't success - shipping value is.

What we deliberately avoided:

❌ Yet another dashboard full of metrics you'll never check
❌ "Flexibility" that's actually just shifting complexity to you
❌ Free tiers that punish you when you succeed
❌ Separate tools for every stage of the journey

Who this is really for:

If you're a builder who's tired of being a systems engineer, project manager, and CFO before you can be a creator—this is your OS.

Would love to hear what workflow bottlenecks CreateOS could eliminate for you. What's the friction point that kills your momentum? And as always share your feedbacks as well, so we could improve.

CreateOS is a unified platform that helps developers turn ideas into real, revenue-generating apps — without stitching together tools.

With CreateOS, you can:

• ⚡ Create apps fast (vibe-code from scratch or iterate quickly)

• 🚢 Deploy instantly with automated infra & CI/CD

• 💸 Monetize your app out of the box with built-in revenue pathways

• 🤖 Choose your LLM from the latest models and control your usage spend

No more juggling frameworks, deployments, billing, or monetization layers.
CreateOS handles the heavy lifting so you can focus on building products people actually use.

We built CreateOS for builders who want to ship faster and earn from day one.

Would love your feedback, questions, and support 🙌
Happy launching! 🚀

Glad to see there is finally a single simplified workspace that not only lets you build, without any context switching, but also lets you have your idea turn into value!!! The features are amazing and the whole integration is simply seemless and worth to move deployment on CreateOS!

Hey Product Hunt 👋 I’m Alex, Head of Marketing at CreateOS.

If you’ve ever felt that frustrating gap between “this idea could work” and “it’s live and generating revenue”, I’d be really grateful if you’d take a quick look.

For the past couple of years I’ve been talking to hundreds of builders, indie hackers, and early-stage teams, and I kept hearing the same story over and over. Someone has a clear vision for an app or tool. They quickly prototype something promising with Cursor, v0 or Claude. Then they get completely stuck in the messy middle: deployments, infrastructure choices, auth flows, payment integration, usage limits, monetization layers, CI/CD setup. What should take days ends up taking weeks or months. A lot of good ideas quietly die there.

That exact pain point is what drove the team to build CreateOS.

CreateOS is a unified execution environment and workspace designed to let builders go from rough idea to live, revenue-ready application much faster and with far less friction. You can vibe-code or iterate quickly, deploy instantly with automated infrastructure and CI/CD (powered by decentralized NodeOps compute behind the scenes), monetize out of the box with built-in revenue pathways, choose your preferred LLM from the latest models while controlling spend, and skip almost all of the usual tool-juggling and glue-code work.

We’re not trying to be another prompt playground or isolated code generator. We built it for people who actually want to ship real products that users pay for, from day one.

We launched today. For the next 24 hours every new signup receives 2,000 CreateOS credits, enough to build, deploy and test meaningful things, not just play around.

An upvote would help us enormously if it resonates with you. Any comment, question, or “here’s what I’d build first” note is super valuable right now. I personally read and reply to as many as I can in these early days.

Thank you for checking it out. Excited to see what you create with it.

Alex

I was excited how long it would take to go from idea to a functional product. I mean, I had a queue it would be fast, just not this fast. It’s a thrilling experience, I need to take a break and figure out what I really want to build because at this rate, I’m just building pretty much anything and everything that comes to my mind.

CreateOS is a unified execution environment where building, deployment, and monetization happen in one continuous flow.

We built it after repeatedly watching builders lose momentum to tool sprawl, context switching, and glue code between platforms just to get something live.

With CreateOS, you can:
– Create by iterating on ideas in natural language and code, without breaking flow
– Deploy in the same environment, with infrastructure handled automatically
– Monetize by listing your app and earning per deployment

The goal is simple: keep execution intact from idea to outcome so builders can focus on the work itself.

We’d love for you to try it and share feedback. We’re building in the open and will be around to answer questions and learn from how you use it.

this is so insane, the best vercel alternative in my opinion

Wohooo! So excited to finally be able to use it!

Hey Product Hunt 👋

We’re excited to finally launch CreateOS here.

CreateOS was born from a very real problem we kept seeing:
ideas move fast, but deployment, infra, and monetization slow builders down.

So we asked a simple question - what if going from idea to a live product was actually seamless?

With CreateOS, you can:

• Ideate → build → deploy → monetize in one continuous flow

• One-click deploy for web apps, AI tools, Web2 or Web3 projects

• Skip DevOps headaches like servers, configs, and scaling decisions

• Turn templates and apps into discoverable, monetizable products

It’s built for indie hackers, vibe coders, and early teams who just want to ship - without getting stuck at “almost deployed.”

We’d genuinely love your feedback (the honest kind).

If you’ve ever had a project sitting in a repo that never made it live… this launch is for you 💜

Thanks for checking out CreateOS!

If someone like me (zero coding background) wanted to test a product idea, could I actually get something live? Or is this still mainly for people who know what they're doing technically?

Co-founder and Infra guy behind CreateOS here

A lot of tech efforts have been put in by the entire team and micro teams, be it marketing, legal, BD, Content, Graphics, Frontend, Backend, and infra to ideate and build entier thing. you'll see reminiscence of other NodeOps products as well

It’s most exhilarating for me because I can

- openclaw/clawbot from the fastest web terminal

- postgres where I manage my agent todo

- kafka which I use for notification

- valkey for temp message caching

- vibe coded golang-based backend

- vibe coded nextjs-based secured by cloudflares pointing to my custom domain

and more i can do right from CreateOS

It's not just another build and deploy service, and we’re also not creating all services of our own, e.g. if someone is better at S3, why should we create our own

I’ll be the ultimate orchestrator or service, tools, infra, agents, workflows, and clouds.

Try it: https://

createos.nodeops.network

That looks so good, and love the promise too. Will give it a shot today!

Huge congrats on the launch — CreateOS looks like a super powerful way to go from AI code to production without the usual DevOps headaches, excited to see where you take it!

As a beta tester, I have repeatedly encountered server error however, the team has always been quick to address every issue. While the convenience offered by this all-in-one platform is excellent, many users lack an understanding of programming fundamentals. Therefore, I suggest providing basic literacy guides or tutorials to aid their learning. This would help reach a broader market beyond just the initial hype.

love how CreateOS turns scattered ideas into live apps with zero DevOps pain. Fast, smooth and genuinely useful

This looks good! I am curious to know if CreateOS allows autoscaling of applications?

Does it support connection to Kubernetes clusters?

From the looks of it, I can definitely say you folks have built something amazing! Kudos!

Hey Product Hunt. This is Sheena, responsible for Legal and Investor relations at CreateOS! A chartered accountant by profession, love the number and litigation game!!!

I’m not a developer — I sit on the other side of the table. For the past few years I’ve worked closely with founders, hackers, and early teams, and I kept noticing the same pattern:

i. Ideas get built fast.
ii. Demos work.
iii. Then comes deployment… and momentum dies.

Not because the product is bad — but because shipping turns into a separate project:
-> infra choices, configs, scaling, costs, environments, and “we’ll deploy properly later”.

-> And “later” rarely happens.

CreateOS came from watching too many almost-launched products.

We wanted the moment you finish building to naturally become the moment it goes live — instead of starting another technical journey. So the goal wasn’t to add more tools, but to remove the gap between:
build → deploy → usable → shareable → monetizable.

If you’ve ever built something that worked but never really made it out into the world, I’d genuinely love to know where it stalled for you. That insight is exactly what shaped CreateOS and what we’ll keep improving next!!

Thanks for checking us out!

— Sheena

bro i just saw the createos demo and i'm actually excited to deploy something tonight. looks so clean and simple. finally gonna push that project i've been sitting on for months

Does CreateOS handle env vars and secrets separately from the AI coding context? That's where most vibe coding deploys break... the model sees everything and you end up with creds in git.

The "fragmentation tax" framing is spot on. I've been vibe coding side projects and the biggest friction isn't writing the code — it's the deployment dance afterward. Claude writes it, then I'm juggling Vercel, Supabase, Stripe dashboards...

Curious about the AI-native chat — does it have context from previous deployments? Like if I say "add auth like we did on the last project" does it know what that means?

Congrats on the launch!

Regarding the unified execution environment: how does it handle scaling?

Amazing!

Is OpenClaw is available?

Wow! I really like that you've monetized entire apps that people can buy and customize further to their needs. This is going to be a game-changer. The example of a shareable personal finance dashboard was solid. I wonder if it is possible to buy templates and deploy them locally for personal use?

This looks incredible, congratulations @eric_nodeops and team! Can't wait to try it out.

Can I keep updating my app, once I have created and deployed? Like post I ship one, if I want to add a feature?

You mention vibe‑coding as a core part of the workflow. How do you prevent the AI from drifting or producing inconsistent changes across iterations?

Congrats! Seems cool. So where is app hosted? You abstract away Vercel or AWS or something? Or you host it yourself?

Hey product hunt fam! I'm Junwei, one of the makers behind Genstore.

We built Genstore for anyone who wants to test an e-commerce idea without spending weeks on setup. Describe your idea in a single prompt. Our AI agents spin up a live, sell-ready store in minutes, product selection, design, suppliers, and pricing included. 

➡ ️ Our north star: get you from idea - real market signal -first sale, fast.

Would love your feedback on a few things:

- Does the product selection feel right for your niche?

- What would make you confident enough to hit “launch”?

- If one part of e-commerce disappeared forever, what should it be?

We’ll be around all day - ask us anything.

Congrats on the launch — love the agentic “store in minutes” flow for founders.​

Hey Product Hunt fam! 👋 I’m Marina, Product Marketing Manager at Genstore. We built Genstore for founders who are tired of doing ten jobs alone. It’s an AI agent team that helps you launch and run your store end-to-end so you can focus on the vision. If you try it, I’d love to hear: what’s the one task you’d most want to hand off to your “AI founding team”?

Congratulations on the launch!

I'm curious, is it purely an e-commerce platform or does it also support digital products and services?

At first I was a little confused about GenStore... is it for people that are trying to sell physical items they make, like a solopreneurial Etsy? Or is it like Shopify, but for dropshippers?

Turns out it's kind of a mix of both, using generative AI to enable "shopreneurs" (🙄 yes I just made that up!) to solve a real seller need: test demand fast, then scale with reliable infrastructure.

Most “web store builders” start at design.

GenStore starts at demand: spin up a storefront concept in minutes, probe the market (through social ads, or an existing audience), and when you see pull, lock it in and launch.

As a seller, you have access to GenStore's broad array of dropship's products so you have zero inventory stress and no warehousing headaches.

The flow is straightforward: Test → Iterate → Launch → Scale.

Agents stay out of the way early, then jump in when it’s time to grow. That’s the right progression.

For trend chasers and niche crafters, GenStore offers a new channel to sell to your audience.

I'm excited to support the GenStore crew with their launch and am eager to see what you sell with them!

The idea-to-live-store jump in minutes is compelling, especially for testing whether demand exists before sinking time into logistics. This feels less about building a brand and more about validating instincts quickly.

Hey Product Hunt fam 👋

I’m OC, Head of Partnerships at Genstore.

We built Genstore so founders don’t have to stitch together payments, suppliers, logistics, and tools just to test an idea. Our AI agents take care of setup and execution—so you can get to real market signal and first sales faster.

Would love your take:

What usually stops you from hitting “launch”?

If the infrastructure simply worked, what would you build first?

We’ll be here all day—happy to chat, answer questions, and learn from the community. Thanks for the support 🙌

Can it help with all the product reaearch?

Good job on the launch guys! Really helpful for e-commerce when sometimes shops need to be setup really fast, to test some products etc. You can now do it in style. Best of luck!

Love the speed of iteration here! We're building AI tools for course creation and the "test your idea fast" approach really resonates. How customizable are the stores? Can you control the tone, style, and what products the agents choose, or does it just generate something generic?

Congrats on the launch! Compressing the path from idea to first sale is a compelling goal, especially for early validation. How do your agents balance speed with signal quality, so early stores reflect real market demand rather than just generic product bundles that happen to be easy to launch?

Congrats on the launch — really interesting approach to agent‑driven storefronts. I’m curious about the technical side: are your AI agents based on a trained internal model, or are they role‑specialized through prompting? In other words, does each agent have its own “persona” defined by prompts, or did you build something more structured behind the scenes? Would love to understand how you coordinate multiple agents during store creation.

Great news for merchats who want to use AI.... how many templates do Genstore have?

Hello, congrats on the launch and great idea.

Have you had much success with user sign-up with such as heavy AI avatar branding? Its one thing to be using AI agents, but another to see animated avatars helping you through the process. Curious if you've noticed any impact of this towards adoption?

Couldn't get enough AI agents in your coding environments?

With Xcode 26.3, coding agents get access "to even more of Xcode’s capabilities. Agents like @Claude by Anthropic Agent and @Codex by OpenAI can now collaborate throughout the entire development life cycle, giving developers the power to streamline workflows, iterate faster, and bring ideas to life like never before. Agents can search documentation, explore file structures, update project settings, and verify their work visually by capturing Xcode Previews and iterating through builds and fixes."

Also notable:

In addition to these built-in integrations, Xcode 26.3 makes its capabilities available through the Model Context Protocol, an open standard that gives developers the flexibility to use any compatible agent or tool with Xcode.

I’m still learning iOS development, but Xcode feels like a solid starting point. Having design, code, and testing together makes the learning curve a bit less intimidating.

We were using a CLI tool to fast download Xcode. What was that?

Definitely excited to get rolling with the MCP hooks. Skills over xcodebuild work well as well and reduce context bloat. Would be good to see if the Xcode team can expose some finder grained tools through xcodebuild that we can surface through skills

I really hope someone make Xcode running on Windows. I have left a goal to be Swift Developer cause of it. Is there any Developer having similar problem to solve, i am developer myself, welcome with your ideas.

Interested to see how this works in practice. As an iOS developers this has been needed for a while now!

How granular is the permission model in Xcode 26.3 when Codex or Claude Agent can edit files and project settings, can I scope it to a target or folder and require a clean build and tests before it checkpoints? Without that, agentic coding won"t feel safe on real apps.

Congrats on the launch! Looks nice and lightweight.

Hello Product Hunt 👋

Not every project needs Postgres, and that’s okay. Sometimes you just want a simple, reliable database that you can spin up quickly and build on, without worrying it’ll hit your wallet like an EC2.

That’s what we built Bunny Database for.

What you get:
- One-click deployment: just name your database and go, no config needed
- Language-specific tooling: SDKs for TS/JS, Go, Rust, and .NET help you handle the boring bits
- Low latency anywhere: replication regions let you serve reads close to your users
- 41 regions worldwide: choose between automatic, single-region, and multi-region deployments
- Works over HTTP: wire up anything you’d like
- Database editor: insert data or run queries on the spot
- Metrics: instant visibility into reads, writes, storage, and latency
- Affordable, pay-as-you-go pricing: only pay for what you use, but without the serverless tax

We just launched Bunny Database into public preview. During this time the service is free, limited to 50 databases per user, each capped at 1 GB.

Let us know what you think and happy building!

Love this — bunny.net keeps all the heavy lifting (CDN, video, security, compute) fast, simple, and pay‑as‑you‑go, which is exactly what modern web projects need.

Love to see your launches. @bunny.net
Congrats again on the launch!

Man... Big fan of Jesse and big fan of libSQL and Turso!

When I'm shipping an edge API with sessions and rate limits, Postgres feels like too much. Bunny Database is SQLite-compatible and spins down when idle. Can you pin the primary after idle, and do replicas proxy reads until they're fresh? That's what I'd test first.

Will this be helpful to someone (say, a student) who wishes to learn SQL hands-on?

Please, pardon my question. I am a complete dumbo in this regard.

👋 Hey Product Hunt! Kevin here, Founder of Nexuscale AI

I built Nexuscale because I was tired of paying the Integration Tax.

You know the drill. To run a modern outbound campaign, you currently need:

• Tool A for Data ($99/mo)

• Tool B for Enrichment ($149/mo)

• Tool C for Sending ($99/mo)

• ...and Zapier to glue it all together.

We spent more time debugging CSV files and fixing broken Zaps than actually closing deals.

So, we built the "Un-Stack."

Nexuscale AI is an autonomous outbound co-pilot that combines the entire workflow into one native engine.

How it works:

1. Live Research: Our agents scan the web for high quality emails.

2. Waterfall Enrichment: We ping multiple data providers live to ensure 98% email validity.

3. Hyper-Personalization: The AI writes unique hooks based on the prospect's LinkedIn/Website (no generic templates).

4. Auto-Sending: It manages the inbox and books the meeting.

🚀 The Founder Friendly Philosophy: We hated the Per Seat pricing model that penalizes you for growing.

With Nexuscale, you get Unlimited Seats on every plan. Bring your whole team; we only charge for the work the AI does (credits).

🎁 Launch Day Special: To celebrate with the community, we are offering 20% OFF Lifetime Access for the first 100 users today. Code: PH-LAUNCH

I’ll be hanging out in the comments all day, I’d love to hear your feedback (and your horror stories about your current sales stack!).

Let’s get those meetings booked. 📉➡️📈

Hot take: "Best-in-class" separate tools is a lie sold to you by vendors who don't want to compete on workflow efficiency.

Prove me wrong. 👇

Currently trying it and it is brilliant! It would be cool to add to the paid features, e.g. exporting the sheet of contacts or so. Or integrate with Notion, Excel, etc.

Congrats on the launch! Love the Autonomous Outbound OS approach to lead gen and booking.

Congrats on the launch today! There are so many tools out there now that scrape for leads on Linkedin, Email, Reddit, etc. its beginning to get overwhelming as I am looking for the right tool for myself.

How do you gather your leads as finding the tool that curates the best list and is the most effective with delivery would be helpful for me to move forward with.

My wife and I founded and run PIFster, the pay it forward charity, and we purchased this to pitch ourselves for media writeups and corporate sponsorships. I'm still testing internally, but it appears to have tremendous potential, and I am very nearly ready to "go live" with our campaigns. I can tell you I encountered a bug last Friday, and by Monday morning Kevin and his team had found and fixed it; that impressed me.

Congrats on the launch! Collapsing the outbound stack into a single native engine definitely addresses a real integration pain. How does Nexuscale handle transparency and control across the workflow, especially when live research, enrichment, personalization, and sending are all automated and running together?

Hey Product Hunt! 👋 I’m the solo founder behind Sheetful, and today we’re launching the backend tool I wished existed when I started building MVPs and internal tools.

Why I built this

Most projects start in a spreadsheet because it’s the most familiar data interface in the world. But when it’s time to turn that data into a real application, you’re usually forced to choose between complex database stacks or fragmented DIY tools.

I wanted to bridge the massive speed gap between having an idea and having a live API. I built Sheetful to empower you to build whatever your imagination allows. Whether it's a mobile app, a web platform, or a custom internal tool, Sheetful transforms your spreadsheet into a powerful REST API capable of handling GET, POST, PUT, and DELETE requests.

No more context switching or complex infra, just your data, turned into a production-ready engine with one click, giving you the freedom to create without limits.

What Sheetful gives you

• One-Click API Generation: Connect your Google Sheet and instantly get professional REST API endpoints (GET, POST, PUT, DELETE).

• Developer-First Dashboard: Manage multiple projects, monitor real-time request analytics, and track success rates and response times at a glance.

• Flexible Authentication: Choose between Public access for quick prototypes or secure Bearer Token authentication for production-grade apps.

• Built to Scale: From side projects on our Free tier to high-performance applications handling 10.0M requests per month.

• Zero-Config Deployment: Your spreadsheet is hosted on Google Cloud Platform infrastructure, ensuring reliability without the DevOps headache.

Built-in power tools

Massive Capacity: Support for unlimited projects and sheets on high-tier plans to keep your data growing without limits.

Live Metrics: Detailed execution logs to debug your requests in real-time.

Who this is for

Devs, Indie Hackers, and "Vibe-Devs" who need a backend that works now. Whether it's for lead capture, dynamic website content, or internal business tools, Sheetful turns the interface you already know into the backend you need.

I’m obsessed with making the "spreadsheet-to-app" pipeline as seamless as possible. As a solo creator, I’d love to hear your feedback in the comments!

👉 Try it free: https://sheetful.co

– the Sheetful team

Love the concept — turning Google Sheets into a production-ready REST backend with real-time updates and auth in one click is such a practical superpower for indie hackers and fast MVPs.

Really like how Scribeist gives long-form writers dedicated workspaces for novels, blogs, and everyday notes so you can focus on the story instead of juggling a dozen tools.​

Hey @tannerbjorgan Congrats on your relaunch. I remember an old tool I had, maybe 10 years ago for writing my novels. I think they stopped supporting it...or I stopped writing, but I hadn't thought about it in years. You just brought be back into that brain space with so much joy that I'm about to crack out some blog posts with this.

The two main features you have, the folder like organization and the distraction free space are really well executed.

Cool product, I also adore your website - nice illustrations!

What's your audience? I see that there is no workspace differentiation in the pricing, so it means you target people who write both novels and blogs?

Seems cool. Any plans for use in medical industry, for example helping write outpatient clinic letters?

Congrats on the relaunch! Splitting writing into purpose-built workspaces instead of a one-size-fits-all editor makes a lot of sense. How do the AI behaviors differ across the Novel, Blog, and General workspaces, especially in terms of context awareness and guardrails so each one supports the right kind of creative flow without bleeding into the others?

We've been on the beta for this for several months, and it has been great. False positive rate is near zero, "oh wow, good catch by Unblocked" rate is at least 1 per day. It is much quieter - in the best possible way - than competing tools we've tried, it is almost always right (for us, in our codebase), and it provides actionable feedback. We were delighted when we realized it was sometimes intentionally tagging folks in comments who have worked and commented a lot on code near the change(s) under review, but hadn't otherwise been notified about a PR. This is the most thoughtful, human-friendly UX I've encountered in any AI-enabled tool.

Congrats on the launch — love the context-first layer powering smarter AI code reviews.

Pulling in larger codebase/product/org context makes so much sense. Can't wait to try this out!

Hard part with AI PR review is staying quiet. Only comment when issues are found in Unblocked Code Review is a good default. How do you decide when to chime in, and can teams cap comments per PR? That's the restraint that earns trust.

Congrats on the launch! Splitting publishing into a dedicated layer makes a lot of sense given how inconsistent and fragile platform APIs can be. How does Postproxy handle partial failures or edge cases, like when one platform silently modifies content or rejects a post after initially accepting the request?

Very cool to see dev friendly scheduling tool - congrats!

@Postproxy hi team! great launch, congrats! wondering how do you handle posting content to different geos?

I like the API-first one-api approach. Is it just for posting or we can comment, read stats, etc?

Congrats on the launch — love the sandboxed TUI app factory approach on macOS.​

The sandbox-exec approach feels like the right level of isolation for coding agents without the overhead of containers. I especially like the log monitoring UI for observing blocked actions in real time. Does the log view support filtering or searching through past blocked events? When debugging why an agent failed mid-task, being able to quickly trace which specific file or syscall was denied would be really useful.

This is exactly what vibe coding needs - the sandbox approach is smart. Been seeing too many people run coding agents with full system access, not realizing what can be exfiltrated. The network sandboxing idea for preventing secrets theft would be huge. Most security issues I've seen in AI-generated code aren't runtime vulns - they're leaky APIs, hardcoded creds, or packages that phone home.

Congrats on the launch — love the idea of giving coding agents a controlled execution environment. One question from a standards/consistency perspective: how granular can the sandbox rules be? Do you allow defining reusable rule sets or patterns for file access, so the agent behaves consistently across different projects?

Launching ClaudeCode.app instead of claude is such a clean workflow. Seeing sandbox-exec blocks and adding rules as you go feels like the right balance. Does Multitui ship with presets like repo-only writes and no-network? Safe defaults make this easy to trust.

My wife needs this for all her accidents 😂

Hello Product Hunt! 👋

I’m JohnFu, co-founder of Camzy.

My co-founder @vibrissa and I are both Tesla owners, and reviewing TeslaCam footage was always more painful than it should be—small screens, slow scrubbing, and way too much guessing just to find one moment. Especially when you actually need the clip, like for an insurance claim or police report.

We built Camzy to feel native on iPhone and turn that “slow task” into a 10-second workflow—using things like map-based browsing, synced multi-camera playback, and batch exports.

Why we use Camzy ourselves:
🎥 6-camera synced playback with driving data
🗺️ Map-based browsing to find clips instantly
⚡ Smart jumps to Sentry and Dashcam events
📦 Batch backup and deletion
💎 Clean exports with timestamp and speed overlays

We’re still early and actively iterating. If you use TeslaCam, we’d love to hear what frustrates you most—or what you wish existed. We’ll be around all day to chat and answer questions.

Thanks so much for checking out Camzy! 🚗💨

Congrats on the launch — love the Tesla-first workflow and rich, overlaid driving context.​

With Camzy, you can easily export and merge your Sentry/Dashcam footage into a single, shareable clip like this:

It’s that simple and intuitive. Beyond just merging, Camzy overlays essential driving data directly onto your video, including:

• 🕒 Timestamp & Speed

• 📍 GPS Location

• 🤖 Autopilot Status (AP / FSD / ACC)

🎁 Exclusive for Product Hunt: Grab the PH special offer here: 👉 Claim Your Discount
(Or use code: PH12OFF)

Cool app, looks very handy! What's the accuracy of the GPS tracker? I wonder if you can share this data with insurance companies

I think this is the last piece of the puzzle to push me over the edge and finally buy myself the Ember Mug. 😂

Congrats on the launch!

I also give a star to the GH repo 🏄‍♂️

Hi everyone!

SERA (Soft-verified Efficient Repository Agents) is the latest from Ai2's Open Coding Agents project. They just updated it with a new 14B model and refreshed datasets.

Two technical points make this approach interesting:

First, SERA proves that models can learn effectively from "partially correct" patches—much like humans learning through debugging. This insight pushes synthetic data costs down significantly, with entry-level reproduction costing just ~$400.

Second, for teams with private codebases or specific internal frameworks, this is a solid option. You can specialize these models to your own stack efficiently.

Since they released everything (weights, data, recipe), it is a great resource if you want to build custom agents!

This post, written by @tim_dettmers, covers the story behind building SERA.

Congrats on the release — impressive work. I’m curious from a standards/consistency perspective: when SERA adapts to a new repo, how do you ensure it follows stable patterns instead of drifting between different coding styles? Is there any way to define explicit rules or constraints the model must follow during generation?

Spent half a day undoing an agent change in the wrong monorepo package. SERA being open source and built to adapt to any repo is a strong start. Does the CLI show files touched, commands run, and tests passed before I apply a patch? That's the difference.

nice tool ! I need ot check that !

Really interesting idea. Congrats on launching it!

Sounds like a fun way to test yourself, and also get to know other projects at the same time.

Are you bringing "gamification techniques" to your project?

You should check the Octalysis Framework from Yu-kai Chou.

There are some great concepts there you could apply to your project.

Huge congrats on the launch! A beautifully executed, genuinely useful tool for real‑time, in‑key chord insight.

Hey Product Hunt 👋

Abdellatif here, founder of Agentset.

The story: Last year we needed RAG for 9M pages. Followed tutorials, got a prototype in a week. Tested on 100 docs - looked great.

Deployed to production - completely failed.

We spent 3 months debugging everything - query generation, reranking, custom chunking, metadata injection. My co-founder and I have built products for 5M+ users, but RAG humbled us hard.

After processing 5M+ documents across two enterprises, we finally cracked it. We thought: nobody else should waste 3 months like this.

So we built Agentset - open-source RAG that works in production, out of the box. All the painful lessons baked in: agentic reasoning, hybrid search + reranking, automatic citations, multimodal support.

Built with some amazing tools:

1,500+ teams are using it now. Feels incredible seeing others skip the pain we went through.

Try it: https://agentset.ai

Happy to answer anything about RAG, our journey, or what we learned in the trenches!

— Abdellatif

Pretty useful

Built RAG pipelines where chunking strategy ended up mattering more than model choice. Does Agentset expose hooks for custom chunk boundaries, or does the 22-format parser handle semantic splits by default? That's usually where production accuracy lives or dies.

Congrats on the launch — love the developer-first Voice AI platform and robust API.

In AssemblyAI's Universal-3 Pro (promptable speech language model), what's fixed vs prompt-controlled in the API for keyterms prompting and speaker roles? That split keeps outputs predictable and avoids invented words, so teams can drop brittle cleanup code.

First off, I am obsessed with your onboarding flow. You got me in like a video game tutorial and I immediately understand what I need to do now.

Just tried this and am impressed by the results:
I make a lot of trial reels for my social accounts. I copied about 10 of the hooks I have planned for tomorrow. In my content bank I typed "write once caption that compliments all of the hooks" and pasted. It's a high quality start that I just need to make some standard tweaks to.

Very impressed. Congrats on the launch.

Digital pack opening with real cards shipped after hits the nostalgia perfectly while staying modern 🃏

This feels so Notalgic, I used to watch this series when I was 5. Many people will love it!

Hi everyone! We’re excited to share Candle 2.0 with you! a daily game for couples and close friends designed to help you stay close through fun, thoughtful prompts and activities.

Why we built Candle:
We believe most relationships don’t end because of one singular event. They fade through the small conversations that never happen. Life gets busy, routines take over, and emotional momentum slowly disappears. That quiet erosion of presence can turn into distance, tension, resentment and/or misunderstandings over time.

We’ve spoken to hundreds of friends and couples, and their stories are rarely about one explosive fight. More often, they’re about drift, missed moments, unspoken thoughts, and connection slowly slipping away. Candle was built as a response to that slow drift. A simple way to practice connection daily or weekly.

What Candle is:
Candle is a private space to reconnect, whether you’re in the same room or miles apart. It started as a swipeable game and has grown into a shared home for your relationship or friendship.

Features:

• Home and lock screen widgets for distance between you, countdowns to dates/vacations/meetups, streaks, and shared moments

• Daily prompts and mini games with thoughtful, funny, and unexpected questions, games, audio, and photo challenges

• Share photos and doodles straight to their home screen

• Date Ideas (beta) with 60+ curated ideas based on your city, updated weekly, swipe to match on what you both want to try

• Streaks and shared progress to build emotional rhythm and accountability over time

• Adaptive decks that evolve, delivering smarter, more relevant content as your relationship grows

Congrats guys! Love the new updates

Congrats on the launch! Super cool seeing this app flourish and yall's dedication to constantly improving it! The shared canvas is so good

@alexruber

Congrats on your launch! As a family therapist in my former career, this kind of app is so needed. And as someone with pretty messy ADHD, this is a great idea for making sure I don't lose touch with people I'm close with other than sending them reels all day 🤣

Congrats on the launch! Been awesome seeing y'all grow this. The drawing feature is 🤌