Hey makers what's the task that keeps eating your API tokens? A coding loop that won't finish, long documents, or an agent calling the same tools over and over?
I'm on the Tokatlas team. It's a commercial multi-model API platform, and we're inviting builders to try it with a real task and tell us what works and what doesn't. Our team has tested a Cursor connection; other setups need to be checked against the endpoint, model and features you use.
If you'd like to join, leave a few sentences about your task, the model or tool you use, and what you'd most like to improve: cost, response time or output quality. No bills, private code or customer data needed.
We'll choose suitable cases and offer API test credits from the same 20 trial spots we're sharing across communities. Selection is based on a clear use case, technical fit and willingness to share feedback, rather than who spends the most.
Most AI writing tools promise a better draft in one click. I wanted something different: a second reader that helps you decide what to change and why.
I build open-source tools that turn domain knowledge into explicit, repeatable guidance for AI assistants. The idea is to help people make better decisions, not just automate their work.
Excited to share LashMuse, an iOS app built to solve a simple problem: finding out whether a lash style actually suits you before the salon visit or posting a photo.
What it does:
Live camera preview or photo upload
Customize 6 lash styles, intensity, colors, and lenses
Hold-to-compare before/after & shareable style cards for lash artists
100% Private: No sign-up required. All processing happens on-device no face data or photos ever leave the phone.
I'm Henrique, one of the makers of Skyportal, an open source AI agent for infrastructure. It watches your deployments, Kubernetes events, GPU metrics and logs. When production breaks, it explains what changed and proposes a fix.
The one thing it won't do without asking: run a command that changes something on your servers. Each one waits for a person to say yes, unless you've added that command to its permit list. After a fix, it runs read-only commands to check that the fix worked.
Skyportal on Product Hunt: https://www.producthunt.com/prod...
Hi Product Hunt community! I'm developing "ThankJapan", a brain-teaser puzzle game designed to help people learn Japanese vocabulary and Hiragana/Katakana in a fun, interactive way. Instead of traditional flashcards, users solve daily word puzzles using visual hints. Try it out here:
- Google Play: Search "ThankJapan"
- Web: https://thankjapan.com I d love to get feedback from fellow makers and language learners:
1. Is the puzzle concept engaging for beginners?
2. What features would make you want to play every day? Any feedback or suggestions would be greatly appreciated! Thank you!
Built Minutory around one observation: attention is highest in the first two minutes of any high-stakes moment interview answer, pitch, project update and almost nobody actually practices that part. You prep content, not delivery, and then wonder why you lost the room early.
So: what's yours? The interview answer that fell flat, the pitch where you watched eyes glaze over, the update where you could tell you'd lost them by minute two. Doesn't have to be dramatic just the moment you realized it wasn't landing.
Minutory is my attempt at fixing this record a 2-minute practice answer, get real feedback on pacing/clarity/confidence instead of a vague "good job," then share it with someone for a second opinion if you want one. Still very early, genuinely want to know if this resonates with how other people actually falter these moments.
I kept running into the same problem: tools that turn your clicks into a how-to guide upload your screen to a cloud. That doesn't work for client work, internal tools or anything with customer data on screen.
So I built Stepwise, which runs entirely on your Mac. You press record, click through a task, and press stop. You get a step-by-step guide with a screenshot and caption for every click, the screen recording kept next to the steps, and a PDF you can share. No account, no analytics.
It's a free download, and Pro (unlimited guides and exports, no footer) is $9/month or $69/year with a 14-day trial.
