PH热榜 | 2026-02-09

👋 Hey Product Hunters, thanks for checking my launch ❤️

A few years ago I built Tweet Hunter and eventually sold it. After the acquisition I kept maintaining it for a while, shipped features, and pushed it forward. But once I stepped away, I slowly watched the product stop evolving.

As a daily user myself, that was frustrating. Features started breaking one by one, the AI features weren’t exciting, and when 𝕏 rolled out big updates like long-form posts, it took months before the tool adapted. And with the constantly changing 𝕏 algorithm, the core workflow that once felt magical began to feel slow and unreliable.

So I decided to do something about it. That experience is exactly why SuperX exists today.

SuperX is an all-in-one growth toolkit for 𝕏 where you can:

• get daily inspiration based on viral posts in your niche

• run trend-based research to see what’s actually working

• rewrite posts fast in your own voice with AI

• schedule at the best time automatically

• get the right accounts to engage with & get discovered faster

• track what works with built-in analytics and double down

Built with the great @robhallam maker, already trusted by 1,400+ creators (including some of the biggest creators like Dan Koe) building and managing their audience every day on 𝕏

I would absolutely love to know what you think of the tool. You can start on SuperX.so, I will read all feedback and comments and will do my best to keep improving it 🙏

So incredibly proud of what we have built!

Thank you so much for checking the launch and supporting.

Please don't hesitate with your feedback, any and all is appreciated as we iterate fast to keep SuperX being the best platform for growing on X 🫶

been using it for 3 weeks - love the engage feature 🔥

158 upvotes omg you guys will crush it!!

looks very good! congrats for the launch

Used Tweet Hunter for years till it got clunky. SuperX looks like the fix, maybe. I post 2-3x/day and my time is tight, so the trend inspo + smart engage bits stand out. How do you pick "right accounts" without spam vibes? Curious to try long-form.

Pure value. @robhallam , you've really set an insane bar with this product!

SuperX gently came into my social life. I was lucky enough to hear a sales pitch from @robhallam in person.

I was exploring X on my own since July 2025 and SuperX became my "coach" to grow online presence and personal brand

• 0->40 followers in 6 months (without Super X)

• 40->90 followers in 1 month (with Super X)

I've seen it making 10-100x miracles with people's activity. I'm on a modest part of it but it's just the beginning :)

I can definitely say that SuperX will help you take X seriously 🚀

Tibo, Rob, Ayush – great job, guys. Keep it up!

SuperX is one of my favorite add-ons to X. Great design, and there have been a ton of new features/value since it was first released. One of those products where it's hard to commit to sign up, but once you do, it's hard to cancel.

Incredibly well done @thibaultll & @robhallam!

Marc Lou and Tibo launching in the same day? 🍿👀 That'll be interesting.

I've been using SuperX for the last month or so, and it's genuinely changed my X antics entirely. I don't have to think about remembering to post or trying to figure out when the best time to post is - SuperX handles all of that and posts when I ask it to. Game changing tool for those that want to take X seriously. 11/10

Love SuperX! Congrats on the launch!

Have been a customer for some months, and the #1 feature I personally love most is Engage-> Discover which allows me to find posts that I can meaningfully reply to.

Plus @robhallam and @thibaultll are very inspiring, super happy to support and use SuperX

love the concept. One thing I'm curious about is the 'best time to post' and engagement features are tightly coupled to X's algorithm. After seeing how fast X rolled out changes that broke Tweet Hunter, how does SuperX stay resilient when the algorithm shifts overnight? Is there an internal feedback loop that adapts in real-time?

the legend is launching, of course #1, you got this Rob :D

Cool - finally can find an agent for me to manage my X account! how many styles or templates does SuperX have?

Built by Tibo and Rob -> can be nothing but epic. That simple.

my first impression to this was "Bro I hate free tools".

and then when I got to go to scroll down, I found that pricing plan. at least you should consider to keep a top nav name 'pricing'.

The journey from Tweet Hunter to SuperX is a great story. Building something, selling it, watching it stagnate, then coming back to do it right — that takes guts. The trend-based research + scheduling combo is what I would actually want as someone who posts daily. Curious how the AI rewrite handles non-English content?

Congrats on the launch @robhallam @thibaultll - absolutely killing it 🔥

Tibo and Rob are incredible makers, they ship and they constantly provide value to those around them. Their energy is infectious and Super X is the tool for X growth.

Congrats on the launch! Rebuilding this from the perspective of a long-term power user really comes through, especially with how fast X keeps changing. How does SuperX adapt its recommendations and workflows as the platform algorithm shifts, so creators aren’t optimizing for patterns that worked a few months ago but no longer matter today?

Creator growth suites usually hit scale pain when X API limits and auth churn collide with scheduling, analytics refresh, and engagement automation across many accounts.

Best practice is a per-account task queue with token-bucket budgeting, adaptive backoff honoring Retry-After, and aggressive caching plus incremental analytics fetches to avoid polling storms.

How are you partitioning rate limits and retries per user account, and do you have a “degraded mode” plan when endpoints get restricted so scheduling stays reliable?

congrats on the launch!

Wow, SuperX looks amazing! Love the idea of trend-based research for X. How granular can I get with niche targeting? This could be a game changer!

Rob is a GOAT

Let's goooo! Been following a long for two years now, excited to see this taking shape!! Congrats boys

Checked this, loved the way it recommends content based on your style and what's trending.

Hey, it's Marc!

I built this leaderboard of the 20 fastest-growing tech startups.

It’s powered by my $1.2B database of verified startup revenues (TrustMRR), processing 10,000+ real payments per day.

Sometimes a startup goes viral overnight.

I created Unicorne to surface this signal.

It ranks startups by revenue growth over 7d, 30d, and 90d. Every startup listed on TrustMRR is re-analyzed for growth every hour, and recent performance is compared to historical baselines. Consistent acceleration ranks higher.

A unicorn might already be in there 🦄

Hope you like it

When I got to the site, the first thing that came to mind was "vroom vroom" lol. Super sick to see @kitze_kitze_ up in the leaderboard!

Awesome job marc!

Checking the unicorn dashboard every day to
A: Get inspiration

and B:
Check if MoveMRR has made it up the leader board yet!

Honestly, it is quite a huge motivation to see other successful dev and dig into their background story, just to realize you can do the same thing yourself!

Keep it up!
Your #1 fanboi <3

Hourly re-ranking on verified payment streams can get noisy fast from refunds, annual-plan spikes, and provider latency causing leaderboard churn and false “viral” signals.

Best practice is event-sourced revenue normalization with dedupe + currency handling, anomaly detection, and confidence intervals with smoothing so ranks move on statistically significant deltas.

How are you normalizing Stripe vs Paddle vs RevenueCat events (refunds, trials, upgrades) and do you expose a confidence score or audit trail for why a startup moved up?

This is pretty cool and nicely designed and I also like the domain haha. Curious if you have any monetization plans or just eager to provide a public good?

This is the Marc Lou flywheel in action: build TrustMRR to verify revenue, then use that data to rank the fastest growing startups with Unicorne. Each product makes the other more valuable. Love it Marc!

Amazing Marc keep shipping!

Wow, Unicorne is seriously cool! Love that the rankings are updated hourly with verified revenue data. How do you handle outliers in the MRR data to ensure a fair ranking?

Interesting! Would be nice to see the company industry or some short description without leaving this website

Hahaha this is fun, nice Marc!

Love the transparency angle here! Using real payment processor data (Stripe/Paddle/RevenueCat) makes this so much more credible than self-reported numbers. Quick question: do you have any plans to segment by industry or revenue band? Would be fascinating to see which sectors are growing fastest, or maybe a separate "fastest growing under $1M ARR" list for earlier stage startups.

Nice one @marclou !

IMO only non-anonymous startups should qualify, but not a big deal 🤷‍♂️
I also feel like the into animation could be a bit smoother, but I can't quite put my finger on why... maybe it's just too fast?

amazing idea! Though i did not know that information from Stripe is in open source.

I absolutely love the UI! So fun! And I’m curious about the future roadmap – are you planning to add more company-specific insights or perhaps categories (like SaaS, FinTech, etc.)?

This is genius ahahah!

Congrats on the launch guys :)

TrustMRR is awesome!

I need to sell more to be listed there :D

Would be cool to sort them out according to categories :)

Hi Product Hunt! 👋

I’m Mayank, one of the founders of Umbrel.

The story:

5 years ago, we started building umbrelOS to make running a home server accessible to everyone. 3 years ago, we launched the Umbrel Home - our first plug-and-play home cloud server.

But users kept asking for three things: more power, more storage, and RAID (so no data loss even if an SSD fails).

Last week, we launched our dream hardware: Umbrel Pro.

Who is this for?

• You've been considering a NAS but don't want something big, loud, and bulky with the UI and industrial design of the 2010s.

• You're paying for iCloud or Google Photos and it bugs you that your photos live on a company's servers that can lock you out anytime.

• You've been eyeing a Mac Mini for OpenClaw but dedicating a whole Mac to one thing feels off. Umbrel Pro can run OpenClaw alongside 300 other self-hosted apps, all on something purposefully built to stay on 24/7 with negligible power draw.

• You've been meaning to set up Plex to stream 4K movies to your TV, or Home Assistant for home automation, but the setup always felt like a hassle. With umbrelOS, it's one click.

One purchase, no subscriptions, and you own all your data.

The industrial design:
We mill the chassis from a single solid block of aluminum, sandblast and anodize it to a deep matte black finish, and frame it with real American Walnut wood.

We posted a behind-the-scenes video of how it's manufactured if you want to geek out on the machining.

Powered by umbrelOS:
No keyboard or display required. Just open umbrel.local on any browser on the same network and start dropping your files in. You can also add it Dropbox-style as a network folder on Mac/Windows, or even on your phone.

The Umbrel App Store has hundreds of apps, like OpenClaw, Bitcoin Node, Immich (self-hosted Google Photos), Plex/Jellyfin, Ollama, Nextcloud, and more - all one-click install.

Specs:

• 4x NVMe SSD slots: Magnetic lid, no-tool SSD swaps, up to 16TB.

• 2.5GbE LAN: Fast enough to edit 4K footage directly off of it.

• 8-Core Intel Core i3-N300, 16GB LPDDR5 RAM.

• FailSafe Mode: You can start with 1 SSD and add more later to enable RAID. Powered by ZFS.

• Whisper quiet: The entire magnetic lid acts as a heatsink for the SSDs and you can barely ever hear the fan.

Umbrel Pro is shipping worldwide now, and you can order it on our website (from $699 / 599 € / £529).

We'd love your feedback! If you've got any questions regarding the hardware or the software, our team will be hanging out in the comments all day!

The timing on this is perfect - traditional NAS systems feel so dated compared to what you've built here. Love that you listened to the community feedback from Umbrel Home and delivered on all three asks: more power (i3-N300), more storage (16TB), and RAID support (ZFS). Question for you: what's been the most popular use case among early users? Are people mainly using it for media/Plex, or are you seeing more interest in running AI models locally with OpenClaw?

How would an Intel® Core™ i3-N300 compare with Apple silicon M5?

Been running Ollama on a Mac Mini for local inference, and the always-on tax is real. Dedicating a whole machine to serve a couple models feels wasteful when it sits idle 80% of the day. Umbrel Pro with 4 NVMe slots, ZFS, and one-click Ollama plus OpenClaw on a 7W chip is a much better fit for that use case. FailSafe Mode starting with 2 drives and scaling to 4 later is a nice touch for people who don't want to buy all their storage upfront.

The aluminum + walnut design is what sold me — finally a home server that doesn't look like IT equipment from 2010. ZFS with FailSafe Mode is smart for people who want peace of mind but don't want to buy 4 SSDs upfront. What's the typical power draw when running a few apps like OpenClaw + Immich? Always curious about the 24/7 running cost.

A plug-and-play ZFS box at home will hit scale pain on silent data loss risks from misconfigured pools plus long-term security patching across 300+ one-click apps.

Best practice is automated ZFS snapshots + scrub schedules with SMART alerts, plus signed app manifests and unattended OS/app updates with rollback for bad releases.

How are you handling app isolation and update provenance today, and will you surface a “health score” UI (pool status, scrub cadence, failed backups) for non-technical users?

Glad to have been part of the team that worked on rivva.

My favorite feature is Nia, the AI assistant. Being able to dump my entire task list in chat and have her auto-schedule everything and timeblock it in my calendar is so *chef's kiss.

Also like that when I'm in a productivity slump, I can ask her for coaching or help in re-prioritising, and she helps me get unstuck and start moving again.

Started using it back in beta, and it’s made scheduling around my energy so much easier.

I’ve been trying Rivva while it’s still in beta and it’s honestly refreshing to see a planner that actually accounts for mental energy, not just time. Still early days, but the idea of scheduling work around real focus levels feels like the right direction.

Scheduling around energy patterns instead of just time blocks is smart. How long does it take rivva to learn your rhythm? Can it differentiate between temporary disruptions (bad sleep week) versus actual pattern changes?

Congrats on the launch! Anchoring productivity around energy rather than time feels very aligned with how people actually work. How does rivva adapt when someone’s energy patterns change over weeks or months, especially as routines, workloads, or sleep quality shift?

Relevant for times like this where social scrolling have left humans with less attention span and struggle committing stretch of hours to get stuff done. Procrastination is now the order of the day.

Would be super good to tap into my rhythm get work done in bits according to my mood/energy.

Wow, rivva looks amazing! The energy-based scheduling is such a cool concept. Im curious, how granular can I get with defining my personal energy patterns?

Congrats on the launch, y'all! I love any tools that help you find when your peak times are for work. How does rivva determine what my peak energy/productivity levels are? Can I categorize the "kind" of work a task is so it gets scheduled during an appropriate time? For example, for me, "low energy" tasks could be replying to e-mails or updating work tasks, "high energy" tasks would be heads-down coding tasks or other deep work.

Awesome work! I look forward to checking it out!!

Looks amazing, congrats on the launch guys!

I spent a lot of December trying to find a tool exactly like this. A tool that works according to my day because every hour is different. Congratulations on your launch! Definitely checking it out

The shift from time management to energy management is so needed - really resonates with the burnout story behind founding this. Most schedulers just treat us like machines that can context-switch infinitely. Curious about the learning curve: does Nia start with wearable data from day one, or does it learn your patterns over time through manual input first? Also wondering how it handles the unpredictability - like when a surprise meeting tanks your afternoon focus.

congrats! can you tell more about what kind of use cases do you cover? is it for personal use or work?

I’ve experienced rivva since its beta, and it’s been great seeing how much it’s matured by launch. As a designer, I really appreciate how it reframes productivity around clarity and capacity, not hustle. Energy-aware planning feels like the right next step for this category. Well done 👏

I totally love this product! I signed up 3 days ago and it's quickly become a ritual, love how it surfaces tasks that I am almost forgetting so I don't drop the ball!

Nothing brings me more joy than building with a team that's solving real problems.

rivva has helped me become more aware of how my energy affects my output and that's something I never considered before. The best part of rivva for me is Smart schedule. I don't need to think of when to do work, I just need to toggle a button and rivva does it for me. This way, I spend more time actually working than planning to work.

Love the energy-based approach! Burnout is real, and most planners ignore it completely.

When Nia auto-schedules tasks, does the user get a chance to review/approve the plan before it's set? Or does it just go straight to the calendar?

Tried rivva when it was in beta and the approach to time and energy management is quite unique.

Congrats to the team on the launch. This is a thoughtful take on productivity that respects attention, and not just activity.

Congrats on the launch!

Hi Product Hunt! 👋 I’m one of the makers at Blankline (the research lab behind Dropstone).

We noticed a critical problem with tools like Cursor and Claude Code: They are single-player. You code alone. If you get stuck, you paste snippets into Slack. If you're a founder hitting the "70% wall," you're stranded.

Dropstone 3 is the first multiplayer AI workspace. With today's release, we are launching Share Chat:

• 🔗 One Link: Generate a URL for your local workspace.

• ⚡ Instant Join: A senior dev, designer, or client joins instantly.

• 🧠 Shared Brain: Everyone shares the same AI context and live preview.

This is not a wrapper. We are a research lab building proprietary infrastructure:

• D3 Engine: Virtualizes context (50:1 compression) for infinite memory.

• Horizon Mode: Background agent swarms that fix bugs asynchronously while you sleep.

• Research: We publish our papers openly (check blankline.org/research).

We’re live in the comments to answer questions about our compression architecture or the "70% wall." Let us know what you think! 👇

Whoa, Dropstone looks incredible! 10,000 agents in one tab is mind-blowing. Super curious how Semantic Entropy Tracking handles ambiguity in edge cases. Congrats on the launch!

Wow, this looks sick! Congrats on the launch team

How much compute would it use for spinning up 10k agents?

The Divergent Trajectory Search concept is wild - simulating 10,000+ futures to find optimal paths is such a different approach from linear AI coding assistants. The fact that Horizon Mode can fix bugs asynchronously while I sleep is honestly game-changing. Quick question: how does Share Chat handle conflicts when multiple people are editing with different AI contexts? Does the D3 Engine's context compression help merge those different trajectories, or do you surface conflicts to let the team decide?

Share Chat is what caught my eye. Saw Aleksandr's question about context drift and the chronological serialization answer makes sense for keeping things consistent. But I'm wondering about the opposite case - in pair programming you sometimes want to explore two competing approaches before picking one. With a single shared timeline, would you need separate chat sessions for each idea and merge the winner back? Or is there a way to branch the context?

Trend based research and the engage feature make a great loop. If SuperX shows the why behind each inspiration pick and timing suggestion, it'll stay reliable even when X shifts the rules. A simple decision log makes it stick.

The ~1200ms latency because you own the telco layer is the real differentiator here - most voice AI feels robotic because of those extra network hops. Giving agents actual phone numbers opens up so many use cases beyond web chat. Curious about how the voice providers (Rime/Minimax/Resemble) compare in real-world conversations - any noticeable differences in handling interruptions or speaking pace?

Voice-first approach for AI agents is a natural evolution from terminal and chat interfaces. The whitelist-based security model seems well-designed for preventing unauthorized access. Curious about the session state management - if a voice call gets disconnected mid-conversation, does the agent preserve context for when the user calls back, or does it require a fresh start?

what is the latency for whole cycle?
it will be really cool if it is around 1200 ms.

Voice-first is def the right call (pun intended). This is huge for accessibility as well! It means people who struggle with text interfaces finally get a way to interact with AI agents.

Wow, Telnyx is seriously cool! Love the concept of agents directly managing comms. Curious how ClawdTalk handles potential abuse or spam calls with that direct number access?

Is the number provided with for the paid Starter package a cell number that would also work with WhatsApp business? If so what country is the number based?

Looks great, would be fun to have a voice on my buddy client.. Is this supports only english or are there any other language options?

Hey Product Hunt 👋

For the past few years, we’ve been building real-time voice AI for live sports and global broadcasts.
If you’ve watched multilingual coverage around MLS, NASCAR, Ligue 1+, or the Australian Open, you’ve likely already heard our tech in action.

Today, we’re bringing that same infrastructure to everyone with DubStream by CAMB.

Live events should be global by default. Language shouldn’t be the thing that stops people from tuning in. Subtitles break immersion, and post-production dubbing doesn’t work when the moment is happening now.

So we built CAMB Live with one goal: real audio, translated live.

What makes it different

• Hundreds of languages spoken languages

• Voice dubbing (not just captions) — your audiences experience, not read

• Multi-speaker + emotion preserved

• Built on our proprietary MARS8 real-time speech model

It works across live streams and broadcasts - sports, news, webinars, creator streams: anywhere latency and quality actually matter.

We’d love feedback from anyone streaming globally, building creator platforms, or thinking about how live content reaches international audiences.

Mamba mentality 🐍

Congrats on the launch.
I am wondering what's the realistic end-to-end latency from STT → Steam delivery at the end?

The voice cloning aspect is what sets this apart from subtitle overlays - keeping the original speaker's identity matters so much for sports commentators and live events. Real-time dubbing in 150+ languages without post-production delays is impressive given the latency challenges. How does MARS8 handle rapid-fire commentary like you'd get in a close soccer match? Also really curious about the upcoming lip-sync AI - that'll be the final piece for full immersion.

Congrats on this launch guys!

Seems very promising :)

Can it be used during Zoom meetings in the future?

Congrats on the launch! Real-time voice dubbing that preserves speaker identity and emotion is a big leap beyond captions. How do you manage latency and quality trade-offs at scale, especially when multiple speakers switch rapidly or when live conditions like crowd noise and crosstalk get messy?

Wow, DubStream by CAMB.AI is amazing! The 150+ languages is mind-blowing. How does the voice AI handle nuanced dialects within a single language? Super curious!

Is there a case study I can read about this?

The "shared context" feature is what I've been waiting for - every team I know has been reinventing the wheel with agent instructions because there's no central knowledge base. The onboarding and learning with feedback is smart too, treating agents more like team members than disposable API calls. Curious though: how granular are the permissions & boundaries? Can you set different access levels per agent, or is it more of a blanket enterprise policy?

Wow, OpenAI on Product Hunt! The agent onboarding feature looks amazing for scaling AI deployments. How customizable are the feedback loops for continuous learning within specific industry contexts?

The reinvention of iWork as SaaS? Not sure I like this — clearly Apple has been moving towards services for years, but many of these products used to be free, and now they'll cost $155.88/year?

Is this the start of Apple enshittifying?

Really considering purchasing it.

Have been using CapCut for the whole year (paid version), but after reading their policies, I was kinda shocked at what they can "own."
In 2 days, my subscription will be renewed, but considering either CutPro / DaVinci Resolve / Filmora.

(The price for CapCut and CutPro is identical btw. At least in my region.)

Even in 2026, the Think Different vibe still sells: premium design, seamless experience, and that App Store network effect keep them ahead, even if the market is way more crowded now.

I used FCPX since 2011 changes/upgrade, been using it on all my Macs ever since. Still have it, all the upgrades, will continue to use it, along with Logic Pro, and Motion, Compressor, and have no plans of using Apple Creative Studio.

I think this is a good launch for those that are on the fence, or where using other products. I was using Adobe Premiere simultaneously with FCP until 2013 when Adobe announced the cancellation of their perpetual license.

Right now Apple has stated they have no intention of doing so, but if they do, then I'll decide then what to do, been using it so long, it would be hard for me to switch, but I'm sure I"ll figure it out. There are many options out there.

Overall, I understand why Apple is doing this, subscriptions tend to be recurring, and they need a way to monetize their current user base. But they do this at the risk of losing users, something Apple has shown themselves not to necessarily care about—they want to increase revenue, and set themselves up as an exclusive tool for serious creators. Time will tell how it plays out, but I hope they honor their statements of not removing the perpetual licenses.

Ick. Apple trying to take more money out of its devoted users. They seem devoted to stop being a premium solution and expecting their users to be cash machines. I don't want to leave Apple's environment but between this and the aggressive ads in Apple News, I'm about done.

Think Different?! Wow, Apples upping their game! Super curious how the AI features integrate with existing Logic Pro workflows. Cant wait to dive in!

$12.99/month for Final Cut Pro + Logic Pro + Pixelmator Pro is honestly incredible value compared to buying them separately or paying for Adobe's suite. The shift from one-time purchases to subscription will be controversial with the old guard, but it makes these pro tools accessible to more creators who couldn't justify the upfront cost. Curious how the "Apple Intelligence" AI features integrate across the apps - is it just workflow automation, or does it actually help with creative decisions like color grading or audio mixing?

I was looking for a cyber risk engine to incorporate in our platform. I was surprised to see that there does not exist one in the entire internet. I went deep to understand, why it does not exist. Then I figured out its because, there is no way someone can write the cyber risks in a machine readable format. There is no declaritive language for this. Thats when I thought of creating this.

CRML started from dozens of messy, real conversations with security leaders, risk teams, and CISOs who kept telling us the same thing:

“We have frameworks… but when the board asks a decision question, we still scramble.”
CRML is our attempt to change that.

It turns scattered assumptions, spreadsheets, and narratives into structured, executable cyber-risk models — so teams can reason about scenarios, trade-offs, and investments with actual clarity instead of gut feel.

We’re launching CRML first because modeling is the foundation. Before dashboards, or automation… organizations need a clean way to think about risk.

We’d genuinely love your feedback:
• What’s broken today in cyber risk analysis?
• Where do models fall apart in practice?
• What would make this actually useful in your day-to-day work?

We’re here in the comments all day — fire away.

Congrats on your launch guys!

The "Risk as Code" approach is brilliant - moving from spreadsheets to Git-versioned YAML/JSON solves so many problems with audit trails and collaboration. CISOs struggle to give boards concrete answers because risk models are scattered across different tools and people's heads. Making it declarative and engine-agnostic means you're not locked into one framework. How does CRML handle sensitivity analysis? When boards ask "what if X happens", can you fork the model and compare scenarios side by side?

This is so good. Exactly what I needed.

Risk models living in spreadsheets means every assumption is implicit and nobody can diff them. CRML putting FAIR Monte Carlo and Bayesian modeling into the same YAML spec makes those assumptions versioned and reviewable, which is what most GRC tools still don't do. The real test is whether security teams adopt the spec or keep building bespoke models in Python notebooks.

This is wild - giving agents access to Aave credit lines removes the biggest friction point: constantly topping up balances for autonomous operations. The concept of an agent that can borrow to pay for API calls or transaction fees, then repay after completing tasks, opens up so many new workflows. Biggest question though: how do you handle risk management and collateral requirements? Is it the agent owner's wallet that backs the credit, or is there a different trust model at play here?

Agent Credit looks awesome! The Aave integration for agent lending is super innovative. How do you handle liquidation risks with volatile asset pairs?

Finally, wireless AirPlay mirroring in v4.0! The fact that Bezel works with ANY iPhone (not just your own like Apple's native mirroring) is huge for demos and client presentations. The hardware-accurate frames make such a difference compared to QuickTime's flat rectangle - it immediately looks more professional for marketing materials and pitch decks. Curious about latency with wireless vs cable - is it low enough for real-time demos where you're interacting with the app while presenting?

A friend was just asking for a simple way to mirror their phone during client calls. This fits that use case really well, sharing it with them.

I guess this is already supported by new mac update. Called Iphone Mirroring system app. I just used it today.
is there any extra feature?

Wow, Bezel looks amazing! I love the AirPlay mirroring for wireless demos. Does it handle latency well when mirroring Apple Vision Pro content? Super curious about that use case!

Hey Product Hunt! 👋

I'm Mike, and I built Afterpage because I was drowning in documents I couldn't find when I needed them.

The problem: Important documents arrive from everywhere: email attachments, camera photos, downloaded PDFs, paper mail. They end up scattered across folders and apps with no consistent system. When you need that insurance card or last year's tax return, you can't find it.

What Afterpage does:

🧠 Smart Organization – On-device AI learns your patterns and suggests where documents belong. The more you use it, the smarter it gets.

🔍 Find anything instantly – Full-text search across every document. Search the text inside receipts, contracts, anything.

📥 Import from anywhere – Camera, Files, Photos, email, snail mail. However documents enter your life, Afterpage can import them and index them into your archive.

🍎 Works with your Apple ecosystem – Stores in your iCloud Drive, processes on your device. No third-party servers, no new accounts.

Why I built this:

Most apps focus on capturing documents but leave you with hundreds of unsearchable files. Afterpage flips that: it's organization-first. It transforms document chaos into a searchable archive so you can find anything instantly.

Afterpage is free for 20 documents, then $2.99/month for unlimited documents + Smart Organization features.

Would love your feedback on my first Product Hunt launch!

Wow, Afterpage looks amazing! The smart organization that learns my habits is exactly what I need. Does the AI prioritize local storage/privacy over cloud processing when suggesting placements? Super curious!

Love the on-device AI approach - letting the system learn your filing patterns locally instead of sending everything to the cloud is exactly what people need for sensitive documents. The "organization-first" philosophy is a smart pivot from the typical "dump everything in and search later" apps. The OCR for handwritten notes is a killer feature too. How long does it typically take for the AI to start making accurate suggestions? I'm guessing there's a learning curve before it really "gets" your filing system.

Love how clean it looks! Congrats guys :)

What formats are supported for the search inside, spreadsheets as well?

Congrats! Cool idea. And after most recent macOS update been having issues with search functionality. Look forward to trying

Does the Intellgence Processing send my filenames or file contents to external servers? or is everything processed by on-device ai?

Good idea. Finder is tricky.

Looks a promising product. I will try it asap. Great job @mustafaergisi ! Wish you luck. Upvoted!

Mustafa congrats! 👏

CrewClaw is a spot-on solution to the “rewriting agent setup again and again” problem. I really like that there’s no cloud dependency, and the one-time payment + 9 config files idea is very appealing.

Upvoted! good luck, I think you’ll get great momentum today! 🚀

Congrats! Cool idea - creating clear connection between focus and growth

Congrats on the launch, Vusal! 🎉 The stock market/startup theme is a brilliant take on gamified focus - and at 17, this is impressive work!

As someone building a gamified Pomodoro timer myself (with a coffee brewing theme instead of stocks), I love seeing different creative approaches to the same "normal timers are boring" problem. The crash-on-exit feature is bold - real consequences make the game feel meaningful.

Your SwiftUI execution looks clean. I went the cross-platform route (iOS + Android with KMP) but there's something special about a native iOS experience. The ADHD focus is spot on - that's a real pain point that needs solutions.

Keep building! Would love to connect on X. 🚀

Sick! Really interested concept

The 'normal timers are boring' take makes sense. Quick question: if life interrupts (kid needs something, urgent call), does the crash happen immediately, or is there a grace period to come back without penalty?

Turns deep work into a market game. surprisingly motivating. Love the widgets and strict blocking!

Quick feedback. The signature in the setup has an issue. It only allows one consecutive draw, not multiple characters.

Congrats on the launch! Turning focus into a long-term valuation with real consequences is a clever way to add stakes. How do you think about balancing motivation and pressure, so the crash mechanic helps focus without becoming stressful or discouraging over longer-term use?

Really interesting project and a great new spin on the productivity space, congrats on the launch!

This “Skill-of-Skills” security suite wraps your agent in a zero-trust shell: scanning code, validating dependencies, and stopping prompt injections before they become problems. The best part? It installs in seconds.

👤 For Humans: Hardened security, zero cost, privacy-first. 

🤖 For Agents: Machine-readable advisories and skill integrity.

A security suite for OpenClaw agents.

Detects drift across built-in skills, runs automated security audits, verifies skill integrity, and delivers continuously updated security advisories (including CVEs). Open source.

I had so much fun working on this project on behalf of Prompt Security and SentinelOne.
It is also my personal pleasure to give back to the Open Source community.

As an early AI adopter and strong advocate-for, as well as an LLM security researcher, I believe our race against attackers will eventually set the velocity of adoption (of) LLMs, generative AI, and other ML applications globally.

I am looking forward to continue contributing (my backlog of ideas only gets longer) and I would definitely be ecstatic to see people using, experiencing, contributing back (optionally) and overall helping our agentic friends, be safe, and keep us safe.

As someone building in the AI agent governance space - this is exactly the kind of security-first approach the ecosystem needs to push ai tools from the hobby level to an enterprise environment. Great job @ClawSec by Prompt Security

Love the way you guys think and how fast you innovate. Excited to see this in action.

Not a big fan of Gitkraken, so I am looking forward to trying this.

Voice commits are unexpected! It sounds like a gimmick, but there are moments when your hands are busy with coffee and it could actually be useful 🙂 But the main thing for me is shortcuts. If I can stage files, write a message, and push without ever touching the mouse, I’m sold. Keyboard-first speed is what really matters

Really interesting one!
Will def. check it out

Great idea! Can you give points to different household members for doing chores?

Love the concept and best wishes for the app.

Looks great! Congrats @tdum7 !

congrats on the launch!

Life Swap has become the kind of support I didn’t realize I needed all in one place. It’s helped me manage my stress levels, calm my anxiety, and find balance when I’m stuck in hyper-functioning mode.

I really love the idea of getting 1% better each day, it takes away the pressure of feeling like I need to heal overnight. Instead, it reminds me that progress can be gentle, realistic, and still meaningful. This approach has made such a positive difference in how I take care of my mental health.

Played with the app for like 1 hour and I love it. I feel better than before.

This feels thoughtful rather than overwhelming. Not everything needs to be a deep session, sometimes a few quiet minutes are exactly enough