... Turns out that's not just me 63-80% of retail traders lose money, and it's rarely because their analysis was wrong. What I built instead: DuskOS is an autonomous execution layer not a signal bot where a swarm of specialist AI agents (research, technical analysis, risk, execution) studies the market, decides its own indicators, and only trades when a setup actually clears its bar. The part I'm proudest of isn't the winning trades. It's that ...

... Comment from Omri Ben-Shoham(@omri_ben_shoham1): The line about not fully trusting the Reddit ads reporting yet stood out. You already have a sales product that's good at telling whether a company/lead is a real fit versus noise, seems like you could point that same lead-quality logic at your own ad traffic and check whether the people clicking through actually look like real early-stage founders or just cheap/incentivized clicks. You'd trust your own numbers ... ... Curious if anyone spots them in the wild:) Comment from Dawid Baranowski(@dawid_baranowski): @rabnoor_s  I like uncomfortable questions :) We view the fundraising product as a specialised application of Causo. It runs on the same infra of swarms

... failures stop being about capability and start being about control: work stalls without anyone noticing, it's unclear which agent owns a given output, a "cheap" agent turns out expensive because its work keeps getting redone, and approvals either swarm you or get rubber-stamped into meaninglessness. Those aren't intelligence problems. They're the exact problems a normal human org solves with roles, budgets, an escalation path, and a manager who owns the result ... ... each time. Money and anything touching production are the other two, but the byline one is the one I'd never soften, because a bad deploy is revertible and a bad sentence in my voice isn't. On manager vs

... keep adding more funds faster, as well as let users trigger this: if we have no data on a fund, a user should be able to click a button, and then we run our discovery and enrichment agent swarm on that fund:) Comment from Omri Ben-Shoham(@omri_ben_shoham1): 17,000 investors is a serious dataset to maintain, the hard part with anything like this is usually not the initial build but keeping it accurate as people change funds ...

... Cursor just dropped " Origin ," a GitHub competitor. Cursor is moving way beyond "VS

... guess which element on a busy screen I actually meant, and it edits the wrong one. Then I'm re-prompting, which is its own iteration tax. Curious how much of your rework is this specific thing versus raw model quality. And what's your fix, crop hard, or describe the element in text? Comment from Alexander Bickov(@bickov): @alopez3006  :), no, never worked in Switzerland, must be a doppelganger out there. Where are you based? Always happy to compare ... ... right item(s). The thing that gets me... how the agent will loop (thinking in a loop) or some of the sub-agents spun from the main agent will spiral in different directions. It's inside the little swarm

... Hello everyone, this is my first post so i hope i'll stick to the rules. TapShift (name to be reviewed), is an NFC Management & Redirection Platform, the goal is to be able to manage a swarm of NFC tags without having to rewrite their contents every time. Features: NFC / QRCODE (for legacy) link redirection management (short-link style) Analytics on tag taps / qrcode scans 14+ link types supported redirect scheduling (change redirect URL based on current date/time) redirect ...

... great indication on where they see the biggest opportunities right now. Here is the latest list: 1. AI for Low-Pesticide Agriculture 2. AI-Native Service Companies 3. AI Personalized Medicine 4. Company Brain 5. Counter-Swarm Defense 6. Dynamic Software Interfaces 7. Electronics in Space 8. Hardware Supply Chain 9. Industrial Capabilities in Space 10. Inference Chips for Agent Workflows 11. SaaS Challengers 12. Software for Agents 13. Startups That Want to Sell to Huge Companies 14. Supply Chain ...

... extension encountered a huge bug where users couldn t use our product after installing it. A situation like this usually means guaranteed failure, yet to our surprise, we climbed to a Top 5 position on the leaderboard and were swarmed with PH notifications all day. Even outside of Product Hunt we were being battered with notifications. We re extremely thankful for the outcome, especially considering the circumstances. This is not a scenario that happens often, but it proved something vital ... ... weeks. Comment from Arun Tamang(@arun_tamang): Curious how much of that early traction translated into actual usage, considering the bugs and broken flows. It s a strong signal either way, but the difference between people checking it out vs

... back and had to take it as noted in my Claude chat below.. just happen to be in France for the ETH global hackathon :) Ha Le Chat Bott is perfect. Puss in Boots as a bot swarm in Cannes. That's the one. Comment from David Woolery(@david_woolery1): My dad named our first home computer HAL back in the early 90s - equally hilarious and effed up because he also named me Dave... Every PC I've had throughout ...

... work between a "main task" and a "support/debugging" one is the sweet spot for me any more and I start losing track of the context. Comment from AJ(@build_with_aj): One. But I have it spawn subagent swarms for various purposes. My favorite is the "Snooty Squad" A set of pedantic and insufferable code reviewers, jaded expert personas from various fields. The personal/roleplay no joke gives them a 2x improvement in effectiveness. Comment from Derek Cheng(@derekattonkotsu): Interesting ...

... build_with_aj): Neither. A professional/business brand that isn't full on company. I value my privacy for reasons that I have hinted at before. I do not wish to expose my likeness, voice, mannerisms, to an internet swarming with bad actors. And I do not wish to establish a corporate brand either. Ideally, I'd like for it to be, ah yes, Person from Business who does XYZ. Comment from Nakajima Ryoma(@nakajima_ryoma): As a solo developer ...

... Product Hunt! Just joined today. I'm Girik, founder of Automate Me , where it's literally me + a swarm of AI agents running client projects. The setup: For the past year, I've been deep in the trenches building AI automations for businesses. No team. No employees. Just me orchestrating agents like a one-man symphony (Beethoven vibes, except I can hear ). The pattern I can't unsee: Working specifically with e-commerce clients showed me a sales leak ...

... words per minute, but they make mistakes that take days to debug. They prioritize Output over Outcome. We built Dropstone to be the "Adult in the Room." We don't just predict the next word. We spawn a swarm of agents to verify the logic. One agent writes the code. Another agent tries to break it . Another agent checks if it matches your database. If it fails, you never see it. We burn the mistake in the background ...

... Vercel by integrating agents like Claude Code, Codex, or Gemini into your dashboard @Rately helps you set custom rate limits by IP, user ID, API key, or any parameter, i.e. rate limiting as a service @QA.tech launched a swarm of QA agents that explore your product like real users @TimeFly Dev is an elegant coding activity tracker that lives in your IDE How do you use coding agents in prod? There's definitely no AI model that rules ...

... mean real curiosity. Like, seeing a headline about dark matter or AI swarms and thinking I should dive into this, but then doomscrolling, or opening Slack, or just skipping it. We ve made science feel like homework. I m building something to fix that. But for now, when was the last time you were curious about something weird or wonderful and didn t follow it? Why not? I want to hear about those little deaths of wonder because this ...

... with support for MySQL, PostgreSQL, MongoDB, MariaDB, and Redis. - Backups : Automate backups for databases to an external storage destination. - Docker Compose : Native support for Docker Compose to manage complex applications. - Multi Node : Scale applications to multiple nodes using Docker Swarm to manage the cluster. - Templates : Deploy open-source templates (Plausible, Pocketbase, Calcom, etc.) with a single click. - Traefik Integration : Automatically integrates with Traefik for routing and load balancing. - Real-time Monitoring : Monitor CPU, memory, storage, and network usage for every ...

... intro away, hidden in the network you already have. LinkedIn is great if you re an individual building an audience but it fails to unlock the collective relationship capital of an entire company. I m David, CEO of The Swarm . We ve built a new relationship mapping technology, and our mission is to make relationships and company networks more visible and actionable. Here are a few things I d love to discuss here: The current state of AI s ability ... ... from Vinay Raj(@vinayraj_1988): Yes. AI has taken (WIP) that warmth out of everything. Black Mirror vibes. Now business works more on trust/relatinship Comment from Olivier Roth(@olivier_roth): Exciting convo, David. Olivier here, co-founder at The Swarm

... BeReal. was compelling. But maybe my favorite more niche product is @Honk by Benji Taylor. Honk was real-time messaging, one-on-one, without a log. You could see people typing in realtime. You could spam emojis, and your swarm of emojis would battle comically with your friend's swarm