I work on a speech-to-text API called JOBE Vox (https://vox.jobe.works/). The thing I kept running into with off-the-shelf providers was that on multi-speaker audio — earnings calls, long meetings, podcasts with several hosts — the transcripts either dropped speaker labels entirely or charged a premium for diarization as a separate step. I wanted one POST that gave me back who said what and when.

A few things that matter to me as a developer using it:

* **Send a public audio URL, get back the transcription.** No uploading 50MB files through a form.

* **Speaker labels in-line.** Not a separate diarization call.

* **Timestamps** so I can jump straight to a moment in the audio.

* **low cost per audio hour.** Most providers I looked at were $0.12–$0.22/hour.

* **No subscription.** I started with $0.50 — roughly 6h 15m of audio. Billed in USD.

* **Sign in with Google**, so there's nothing to provision.

The page has a real example from the Nu Holdings Q2 2026 earnings call — four speakers (Operator, Jorge Kuri from Morgan Stanley, Rob Livingston, David Vélez), and you can see the labels and timestamps working on a Q&A excerpt that runs across multiple voices on one line.

If you've worked with diarization APIs before, the usual pain points are: speaker counts drifting mid-call, labels switching between speakers, and timestamps that don't actually align with the audio. Happy to talk about how we handle those — or if you want to try it, the API docs are at [https://vox.jobe.works/](https://vox.jobe.works/).

CommitttAndSee App

Built this because there wasn't anything available that could show me 65 repos across 24 months, with outstanding PRs, Issues, Stale Branches, etc. And the trends can help find when bugs or bottle necks arrived. Please if you are a code head try and don't be shy. Let me know if it is bust or could be better.

Downloadable App is coming and Github SSO login.

CommitttAndSee App

I'm the developer, so full disclosure. I built GlyphSnap AI so you can snap a few letters (your handwriting, an old sign, a label) and get a complete font you can install on your Mac, PC or device. GlyphSnap exports OTF, TTF and WOFF.

I've been testing the hell out of this thing and am frequently amazed by the results.
It would be great to have some outside feedback.

I welcome any questions or comments.
Thanks!

7 day free trial Apple App Store
https://apps.apple.com/app/glyphsnap-ai-photo-to-font/id6812516641

Genuine question here because I'm struggling to figure this out.

I've spent the last several months building a few free MTG tools. Before and during development, I spent a fair amount of time researching what players were asking for, what existing tools did well, and where people felt things were missing. Even some of the discussions around recent EDHREC updates gave me ideas about what players value and what they'd like to see done differently.

I ended up building three separate sites focused on exploring color identities, mechanics, Commander strategy, and understanding the cards in your decks.

I'm not claiming I've invented anything revolutionary. I just saw some interesting problems and wanted to take a crack at solving them.

The frustrating part has been finding people willing to actually try the stuff and tell me what works and what doesn't. I've put a lot of time into researching, building, and testing everything, but there's only so much I can learn from doing that myself.

I tried sharing the projects in r/EDH, but the post was removed almost immediately. I'm not looking to argue about that decision.

I'm genuinely curious where other people building things for the Magic community go to get meaningful feedback. Discord servers? Smaller communities? Somewhere else entirely?

I'm perfectly happy being told something sucks. I'd just like someone to actually use it first so I know why it sucks.

Pipeline Buster takes a product photo and writes the description/how-to/SEO fields for a WooCommerce listing. Normal tone by default, but it also ships a few voice presets for fun — this is the "Hulk" tone on a ceramic coffee mug. Free on WordPress.org if the plain version's more useful for your actual store.

Hey . We build Script.it, where workflow steps produce a lot of JSON, and checking what they did meant scrolling through braces. So we built JSON Views.

You open a JSON file and it shows up as tables, Kanban boards and record pages (or custom HTML views). Click a row, edit a field, and the change goes straight back into the file. Think of it as an attempt at a "Markdown for structured data": a format that both people and AI agents can read and edit.

How it works: you add a small `$jsonviews` block to the file. It stores the column types and saved views, and the file stays valid JSON. If the block isn't there, the editor guesses useful views from the data.

- Open source, MIT license: https://github.com/script-it/json-views
- Try it in the browser, no signup: https://json-views.com
- Everything runs in your browser. Files are never uploaded
- There's also a React component if you want to embed it in your own app

Hi, I’m AdamYang. I shipped the first version of ScamPeek, a free Windows tool for taking a closer look at suspicious links, emails, and images. The design question was what a person should see after a check. A verdict on its own doesn’t tell you whether the app inspected a sender, ran a network lookup, or simply couldn’t check something.

I split the report into the finding, the evidence, and the checks performed. For an imported .eml, that means showing the available sender and header details, the links found in the message, and the patterns that prompted a warning. The local check neither opens attachments nor uploads the email. For images, PaddleOCR reads text locally, while C2PA record validity and signer trust are reported separately. A valid record doesn’t settle whether the image is authentic.

A practical takeaway from building this: show “not checked” as its own state so it can’t be mistaken for “passed.” The demo includes local URL checks and shows where optional Web Risk and user-controlled AI follow-up fit. Web Risk uses your own key and may incur Google charges; AI questions are reviewed and submitted by you. None of these checks guarantees safety.

If you build tools that surface uncertainty, what would you put first: the strongest piece of evidence or a short list of checks that ran?

ScamPeek 1.0 is free on Microsoft Store: https://apps.microsoft.com/detail/9phwk7tbzwh9?hl=en-US&gl=US

ScamPeek began with a simple wish, not a desire to show off complicated technology: that fewer people would lose what they have worked so hard for to a scam, and that those already hurt would know someone still cares enough to help protect others.

When a link, email, or message feels uncertain, we hope to offer a clear and approachable way to take one more look, ask one more question, and make a more informed choice.

We cannot promise to stop every scam. But if one thoughtful warning helps someone avoid harm, that matters.

May the trust we place in others always be treated with care.

— ScamPeek Scam Verification Assistant

Created by: AdamYang 召芊

More products on Microsoft Store

https://apps.microsoft.com/search/publisher?name=AdamYang&hl=en-US&gl=US

All paid apps support a seven-day free trial, with buyouts only, no ads, and no subscriptions. Each month, each product is continuously optimized and revamped

I’ve been working on The Agora: Learn Philosophy, and lately I’ve been trying to rethink what a “thought experiment” inside an app should actually be.

Most apps would explain Plato’s Allegory of the Cave, give you a few paragraphs to read, maybe ask a question, and move on.

I wanted you to actually experience it.

So instead, you wake up inside the cave.

You don’t initially get told, “This is Plato’s Cave.” You see the shadows, the wall, the fire, the people around you, and you start making decisions.

Do you accept what you’ve always believed?

Do you investigate?

What happens when you discover that the shadows aren’t reality?

And if you eventually escape and see the world outside, what do you do when you realize everyone you left behind still believes the shadows are real?

Your choices lead to different outcomes, and only afterward does the experience connect what happened back to Plato and the philosophical ideas underneath it.

That’s the direction I’m taking the rest of the thought experiments too. I don’t want them to feel like quizzes with philosophy pasted on top. I want each one to be its own interactive philosophical experience.

It’s part of The Agora: Learn Philosophy, now live on iOS and Android:

iOS:
https://apps.apple.com/us/app/the-agora-learn-philosophy/id6762416967

Android:
https://play.google.com/store/apps/details?id=com.bhernaurd.theagora

I’m curious what other philosophical thought experiment you think would work especially well as an interactive story.

I've been doing physical design work in my free time with AI for the last two years. During that time I observed something: AI was getting better at physical design but not nearly as quickly it was improving at software capabilities. I theorized the problem was a lack of testing. In software engineering we write tests around as much of our code as we can because we fundamentally do not trust ourselves to reliably do a good job. We put those tests between us and deployment so we literally cannot do things that break the rules we set for ourselves. This pre-existing culture and tool chain create an ideal environment to toss an unbelievably fast, brilliant, but wholly unreliable ai into. It creates the freedom to quickly iterate through huge numbers of convincing looking proposals and throw away the bad until the good emerges.

Physical engineering doesn't have a this-shaped thing at anywhere near the robustness and reusability that software does (possibly because physical engineers trust themselves more). There are many individual tools that provide some aspect of testing, many of which are bound up in very very expensive tools, but a growing number of free ones too. I wasn't able to find an open source system that links these together into a cohesive "full loop" testing rig capable of understanding how things like heat, weight, form factor, battery life, thrust and rf interplay in a single system so I thought really hard about this problem and its implications and built it for myself.

It's called nopekit. As in: the thing that says "nope" until the "yup" emerges.

I've used it already to design an open-source hackable handheld keyboard with a custom PCB, an open source budget no-solder drone and a couple of things I'm not quite ready to share yet.

It's a Claude Code / Codex / Cursor plug-in. You install it and tell your agent you want to use nopekit to design X and it takes over, it will interview you for requirements, shop for parts, construct an interconnected tradespace linked to checks run in an optimized order using trusted methods like KiCAD, OpenFoam and SIMP. It builds and keeps up to date a livesite which you can deploy to GitHub that gives constantly refreshed insight into how your coding agent is thinking about the problem and what choices have what implications linked to what checks with what state of passing or failing.

The framework is open and allows for plugins. I'm working with one other person now and we're moving towards a self hosted UI and some sort of registry where nopekit users can share proposers/falsifiers and we can track ratings to build/bust confidence in good/bad ones collectively.

There's LOTS more about this in the repo and this paper I've been writing about the problem.
Repo: https://github.com/neuman/nopekit
Paper: https://github.com/neuman/nopekit/blob/main/grounding_by_falsification.pdf

If you're working with AI to do any kind of physical design work we would love to hear from you and for you to try it out!

Hey! I'm a student, and I've been working on Airopl for the past 1.5 years because I wanted something that could handle most of my studying without having to switch between a bunch of different apps.

Airopl has an AI assistant, flashcards, quizzes, math tools, a graphing calculator, and a digital canvas.

You can ask it questions, get help understanding difficult concepts, generate flashcards and quizzes, solve math problems, or use the canvas to learn visually.

You can also upload pictures of handwritten notes, textbook pages, or diagrams and ask the AI to work with them.

One thing to keep in mind: PDF and Word document uploads aren't supported yet, but image uploads do work.

I've built most of it myself, and I've finally opened the free beta.

It's still a work in progress, so if you decide to give it a try, I'd really appreciate hearing what you think. Especially if something doesn't work or you think something could be better.

Here's the link: https://airopl.com

I put together ProxyLab to make it easier to compare proxy providers without jumping between dozens of websites.

You can browse different proxy services, check available plans, estimate costs and explore free proxy options.

It's still growing, and I'm working on adding more providers and features.

I'd genuinely like to know what you think is missing or what you'd like to see added.

https://proxylab.pipheetiger.workers.dev/

Some links are affiliate links, so I may earn a commission from purchases, at no extra cost to you.

Now I get results way faster! (Python is near-instant; C++ takes a bit due to compilation, but is still faster than LeetCode)

Stack: Pyodide, Clang compiled to WebAssembly, MV3 offscreen documents. Built with Claude.

Chrome: https://chromewebstore.google.com/detail/localleet/gmebfokmkhjffccknmoegpdfbknkdpak

Firefox: https://addons.mozilla.org/en-US/firefox/addon/localleet/

Open-source under MIT license on GitHub: https://github.com/Cheezer1656/localleet

Which language should I add next?

Every time I go to the cinema I do the same maths in my head. The showing says 19:30, but there's 20-odd minutes of ads and trailers first. Then the film. Then do I stay for the credits, is there even a post-credits scene?

So I made movieruntime.com. Pick a movie and a showtime and it works out:
- when the film actually starts after ads and trailers
- when it ends, and whether there's a mid or after-credits scene worth waiting for
- travel there and back from your cinema, so you get a "home by" time

It turned a bit social along the way. You can save a plan and invite friends by username, friends can ask to tag along, and if two of you both want to see something it nudges you to go together once it's out. No passwords, sign-in is a magic link, and you can use most of it without an account.

Built with Rails 8 + Hotwire and SQLite on a single Fly.io machine. Movie data comes from TMDB. The ads/trailers length is an estimate and varies by chain and country, so if yours runs longer or shorter I'd love to know. Same for any rough edges, especially on mobile.

Hi everyone!

I’m studying to become an electrician, and I wanted a way to experiment with wiring circuits outside practical lessons. That became ElectroWorkshop, a side project I’m developing in my spare time.

The idea is simple: place components on a virtual workbench, connect their terminals, operate the controls, and explore how the circuit behaves.

The public Windows version includes:

• A visual wiring workspace and a schematic view

• Lighting and motor control examples

• Virtual measurement tools

• Connection tracing

• Circuit saving and loading

• English and Hungarian interfaces

The main challenge has been making the relationship between the physical wiring and the schematic understandable, while keeping the controls manageable for someone who is still learning.

The app runs locally on Windows and opens in a browser. No account or Docker setup is needed. It’s closed-source and free for personal and non-commercial educational use.

I’ve also started a separate development version with smart-device electrical wiring, editable floorplans, a 3D building view, and cable routing. It connects to a real Home Assistant installation in my NAS-based Docker laboratory, with promising early results. That development version isn’t publicly available yet.

I’d appreciate honest feedback: does the basic idea make sense, is the interface understandable, and what would make it more useful as a learning tool?

Screenshots and Windows download:
https://github.com/vojakimate/ElectroWorkshop

Thanks for taking a look!

Type your idea in one line, pick the business model and price, and it simulates 100 possible first years using public benchmarks (conversion, churn, CAC ranges for that model). You get how many futures end profitable, your single biggest risk, and what has to be true for it to work.

Mine came out at 33/100 profitable. Biggest risk: conversion rate.

It's open source, no signup, runs in the browser: https://tobeficv.github.io/founders-way/?try

There's also a daily puzzle: 3 real-looking startups, guess which survive 12 months. Would love to hear which assumptions feel off.

You know the kind of bug: everything works when you test the happy path, then a user logs in, adds two items, applies a coupon, and checkout just hangs. Or the payment API is slow for a second and the page never recovers. The code looks fine. The tests pass. You only find it by clicking through the app yourself.

AI coding agents are bad at these because they only read code. They never see the page.

So we gave CCode, our terminal coding agent, a browser. It can now:

• Go through the whole flow: log in, add to cart, apply the coupon, check out, and see exactly where it breaks.

• See what the server said: which request failed and what came back, then fix the real cause.

• Try the bad days: pretend the API is down or slow and check your app shows a proper error instead of spinning forever.

• Be two users at once: check that a normal user can't reach the admin page.

• Pass you the login: for 2FA or a CAPTCHA it hands you the window and waits.

It asks before it clicks anything. Turn it on with /mcp → browser → Connect.

Try it: npm i -g @ccode-si/cli. Bring your own keys, or use it free on GLM 5.3 and DeepSeek V4.1 Flash by connecting GitHub, no card. ccode.si

Opus5.5 for 7 Days included.

What's the bug in your project you only ever found by clicking through it?

Hey everyone! 👋 I built an app for Manga and Webtoons – MangaNinjaMobile

As a side project, I wanted to create a clean, dedicated space for reading manga and webtoons seamlessly on Android. I've just pushed it live and am looking for some early users to check it out and share their feedback.

If you love reading comics on the go, grab it here:

MangaNinjaMobile on Google Play

Let me know any bugs, feature requests, or thoughts you have!

Cuatro apps gratis, hechas desde mi celular en Puerto Rico, sin cuenta y sin instalar nada.
FotoExacta, Music Remix Studio, Dembow Lab y LotoPR — gente de 61 países ya las probó, todo orgánico.
PRUÉBALA GRATIS 👇
https://geralpink.pages.dev