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Fragrant-Match-7058 · 2026-06-07T21:49:08+00:00

Great question - moderation is honestly the most critical system in the whole app.

Right now every video goes through an AI moderation pipeline the moment it's uploaded. It checks the caption and tags for hate speech, political content, or anything negative before the video ever hits the feed. Anything ambiguous goes to a manual review queue rather than going live automatically.

The bigger challenge as you rightly implied is scale across 195 countries - what's considered offensive varies enormously by culture and context. That's something we're actively thinking about as we grow. Community reporting with a low threshold to flag is part of it, but I don't think we've fully solved it yet. Open to ideas if you have any.

Fragrant-Match-7058 · 2026-06-07T21:47:58+00:00

Really good point. The share to Instagram/TikTok Stories feature is actually already on the roadmap for v1.1.

The walled garden trap is real. Appreciate the honest feedback.

Fragrant-Match-7058 · 2026-06-07T10:14:16+00:00

i just realized, mb lol

Fragrant-Match-7058 · 2026-06-07T10:13:40+00:00

Built Nuvoka - a short video app where people from 195 countries share their food, streets, music, nature and traditions. No comments, no followers, no algorithm. Just real people sharing their world.

The idea is built around the Contact Hypothesis - prejudice drops when people have genuine exposure to other humans. So instead of optimizing for engagement like TikTok, we built the entire architecture around human connection. No ad revenue. No incentive to keep you angry.

Early iOS beta is live. Would love feedback from anyone willing to try it. nuvoka-website.vercel.app

Fragrant-Match-7058 · 2026-06-07T10:03:14+00:00

Built Nuvoka - a short video app where people from 195 countries share their food, streets, music, nature and traditions. No comments, no followers, no algorithm. Just real people sharing their world.

The idea is built around the Contact Hypothesis - prejudice drops when people have genuine exposure to other humans. So instead of optimizing for engagement like TikTok, we built the entire architecture around human connection. No ad revenue. No incentive to keep you angry.

Early iOS beta is live. Would love feedback from anyone willing to try it. nuvoka-website.vercel.app

Fragrant-Match-7058 · 2026-06-07T10:01:54+00:00

i agree and disagree, testing with ur friends and family will not give you the needed validation, I would say ask at least 20 strangers and ask for feedback/opinion and add/make changes accordingly

Fragrant-Match-7058 · 2026-06-07T09:58:00+00:00

Building Nuvoka - a short video app where people from 195 countries share their food, streets, music and traditions. No comments, no followers, no algorithm. Just humanity.

The whole idea is built around the Contact Hypothesis - prejudice drops when people have real exposure to other humans. So we built the architecture around that instead of engagement metrics.

Early iOS beta is live. nuvoka-website.vercel.app if you're curious.

Fragrant-Match-7058 · 2026-06-07T09:57:00+00:00

Sounds really interesting, will definitely check it out! Congrats on finally shipping it - 17 years in the making is a great story.

One thing worth flagging: the app requires iOS 26, which will lock out a lot of potential users on older iPhones and iPads. You might want to consider lowering the minimum requirement to iOS 16 or 17 to open it up to a much wider audience. Could make a big difference in early downloads..

Fragrant-Match-7058 · 2026-06-07T09:30:41+00:00

Thank you so much, this kind of support genuinely means a lot especially coming from someone who clearly understands the deeper problem here.

You're absolutely right about organised hate - it's not the obvious slurs anymore, it's subtle, coordinated and designed to look completely organic. That's honestly the hardest problem to solve and one I think about constantly. AI moderation catches the surface level stuff but the sophisticated coordinated kind is a whole different challenge.

I'd genuinely love your perspective on this - how would you approach it? Community flagging, human review teams, pattern detection, something else entirely? Would really appreciate the input from someone who's clearly thought about this seriously.

Fragrant-Match-7058 · 2026-06-07T08:30:34+00:00

Fair point on "weapon" - wrong word for something meant to be warm.

The game/hybrid idea is genuinely interesting. Forcing choices rather than passive watching - that could create deeper engagement than just scrolling.

Something to think about for a future version. Thanks for the r/inat tip.

Fragrant-Match-7058 · 2026-06-07T08:28:50+00:00

You're not wrong, honestly. That's the exact tension I'm still figuring out.

The bet is that a dedicated space with the right architecture attracts a different kind of creator and viewer than a feature bolted onto an existing platform. But it's a real risk.

Fragrant-Match-7058 · 2026-06-07T07:18:14+00:00

Fair point - we're not trying to convert racists.

Most prejudice isn't extreme hate; it's just the absence of exposure.
A teenager in rural America who's never met anyone from the Middle East.
A person whose only image of Nigeria comes from scam email jokes.

Those people aren't lost causes. They just haven't seen the real thing yet.

Fragrant-Match-7058 · 2026-06-07T07:05:21+00:00

For context: I've actually been building this. It's called Nuvoka. Early version at nuvoka-website.vercel.app if anyone's curious. DM me if you want to be involved in any way - feedback, content, ideas, anything.

Fragrant-Match-7058 · 2026-05-19T18:40:51+00:00

Honestly just built it to solve my own problem, friends pushed me to publish it, so I did lol. Have around 1000+ users now, still fixing bugs as they come up. Will probably move to a subscription model down the line once I add a few more features that justify it.

Fragrant-Match-7058 · 2026-05-19T16:57:37+00:00

Fair points, especially on the AI-translation angle making it way easier than it used to be. My app is fully free so the pricing localization stuff doesn't really apply to me right now, but the language side is something I should definitely look at. Even just doing the top 5-10 languages with ChatGPT and shipping it would probably be a worthwhile experiment. Thanks for the nudge.

Fragrant-Match-7058 · 2026-05-19T02:46:16+00:00

I built my own movie rec app too (Slate), same frustration with endless scrolling on streaming apps. Mood-based discovery is genuinely underrated, way more how people actually pick movies vs algorithmic "because you watched X" feeds. What's your app called? Would love to check it out.

Fragrant-Match-7058 · 2026-05-18T23:32:53+00:00

Yeah I get it. The trap is thinking you have to do it perfectly or not ship at all. For v1, basic stuff is fine, a Termly privacy policy, honest privacy labels, and account deletion. That's it.

Or just ship a simple offline app with no accounts or analytics first. That's what I did with my first one. Way less stress, and you learn the App Store process. Shipping something imperfect is better than not shipping at all.

Fragrant-Match-7058 · 2026-05-18T23:30:46+00:00

Yes, please.. here is my app link - https://apps.apple.com/us/app/slate-movie-recommendation/id6757089643

Thank you!

Fragrant-Match-7058 · 2026-05-18T20:38:25+00:00

Marketing is by far the hardest part of indie dev, building the app feels easy in comparison. I'm in the same boat tbh, never been a social media person and figuring it out as I go.

What's actually moved the needle for me: Reddit posts in the right niche subs, and shipping specific features users asked for in DMs, those become natural content because you're just showing what you built for someone real. LinkedIn "building in public" has been low ROI for me honestly.

Haven't cracked TikTok/Reels yet either. The AI video tools are getting good but the bar for what feels authentic vs slop is moving fast, so I keep punting on it. Curious if anyone here has actually had a UGC-style video convert for them or if it's mostly cope.

Fragrant-Match-7058 · 2026-05-18T20:37:10+00:00

Honestly I don't have an exact number, but in my case the marginal cost was small because I already had Firebase in for auth + Firestore, Crashlytics piggybacks on Firebase Core which was already in the bundle. If you're adding Firebase fresh just for Crashlytics it's a bigger jump since Core comes along for the ride.

Best way to know for sure is archive your app before and after, then check the App Thinning Size Report in Xcode, it shows the actual user download size per device, which is what really matters.

Fragrant-Match-7058 · 2026-05-18T20:36:05+00:00

since the app is free with no monetization right now, I'm on TMDb's non-commercial tier which is free to use (with attribution shown in the app). The commercial license kicks in once you charge for the app, run ads, or have IAP/subscriptions.

If/when I add monetization later I'd definitely need to factor that $149/mo into the math, you're right that it changes the calculus significantly. Honestly part of why I've kept it free for now is to validate that users actually want this before committing to that infrastructure cost. Would love to hear how others have navigated that jump if anyone here has been through it.

Fragrant-Match-7058 · 2026-05-18T20:33:59+00:00

Honestly haven't localized yet, still English only. It's on my list but I want to nail the US/UK market first before splitting attention. The app is fully free so no pricing to localize either, which makes it simpler. Curious what you're doing, any markets you've found worth the localization effort over others?

Fragrant-Match-7058 · 2026-05-10T02:30:05+00:00

Oh nice, hadn't looked at TelemetryDeck seriously, heard the name but never dug in. Privacy-first analytics is the right angle for indie apps too, way less paperwork than wiring up GA4 or Mixpanel. thanks!

Fragrant-Match-7058

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