... folks, I'm Andres Ceballos Software engineer with 10+ years of experience, I m building Inwom - AI security infrastructure to protect enterprise systems(fintech, e-commerce, healthcare, etc.) against swarms of AI agents with malicious objectives. I m building this product because, ever since OpenAI s unintentional attack on Hugging Face happened, it became very obvious to me that we are not prepared for attacks carried out by swarms

... seeing something closer to human curiosity, perception, and genuine understanding beyond theoretical answers. That said, as a thought experiment, if we ever do create something closer to true artificial intelligence, I could imagine multiple systems forming some kind of swarm, debating between themselves, and deciding that we (humans) as a species are acting against our own peace or progress. So yes, I think it s possible in theory. I just don t see it happening anytime soon. Comment from Peter ...

... waiting weeks to launch and now the earliest i can schedule it for is tomorrow Comment from Babu Sreekanth(@bsreekanth): Hello @gabe We re building "Melitelly" to help beekeepers manage apiaries, inventory, and traceability in one place. It includes swarm reporting by public and also a mobile app for field operation. 80% of the development was assisted by Sol, and now Astra. We d love to join the GPT-6 Astra Challenge, but we haven t submitted the mobile ...

... 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 Ivan Semenov(@ivan_sem): @mazin_assaf  Thanks dude! They will for follow-ups but if you want to take full advantage of the new data I would recommend adding funds to a new campaign ...

... 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 Alex Lopez(@alopez3006): @bickov  Alexander do we know each other? Have you worked in Switzerland before? Comment from Alexander Bickov(@bickov): @thenameisarian ... ... whole thing in four words. Crop-plus-arrow matches what I keep landing on too, crop narrows it, the arrow says which one, because crop alone still leaves the guess. And the two-screenshots trick is smart, current vs

... 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 fmerian(@fmerian): good ol' memories ...

... Importantly, it should not be a Markdown novel! This is essentially what we're building with @Tonkotsu to add structure (and sanity) into parallel agents. 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 Vivian Zheng(@vivianzheng): I stick ...

... 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 agraciag(@agraciag): @busmark_w_nika ...

... 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 ... ... differentiate between the two. Just because people have pets doesn't mean that they treat their children like small animals (most of the time). 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