suraj_chopade · Product Hunt

SwarmTrace Time-travel debugger for multi-agent AI pipelines

@ShrirajKun · X

could do one thing ... train a model specifically to break the design component by component then make it generate a code for it .. i tried something a vibe coding platform after frusting with existing vibe coding platform

@SidraMumtaz25 · X

AutoRedTeam is an AI-powered security platform that automatically red-teams AI chatbots for vulnerabilities like prompt injection, jailbreaks, and data leaks. Built for AI teams to find and fix security issues before attackers do.

@Sakthi_in · X

- Ship AI written code confidently. Catch drift before it compounds.

u/mrtrly · Reddit

I asked ChatGPT 20 different ways who could fix a half-built app. It never named my company once. I do codebase rescue for founders in exactly that spot, so that one stung. There are already plenty of tools that measure this kind of AI visibility, a CDN even ships one free, so I built mine mostly to see my own number, and it confirmed the bad news: near zero. The measuring turned out to be the easy part. What none of the tools do, and what I actually care about, is the fix: getting the mode

u/ApprehensiveCall406 · Reddit

Project helping new graduates prepare for AI Assisted Interviews A lot of big tech companies have started adopting an interview style where students debug code and are allowed to use AI to help with this process. This interview is to figure out how the applicant uses AI within their coding process. There isn’t much to prepare for this format of interview so I created a platform to this. Any feedback is appreciated! https://aicodingprep.com/ submitted by /u/ApprehensiveCall406

thfothijn · Product Hunt

OpzyAI Finds what your AI-built app leaks — your editor fixes it

u/uwais_ish · Reddit

Three weeks to build an AI security scanner. The scanner was the easy part. Shipped RedFlag this month. Breakdown of where the time actually went, because it was nothing like I estimated. Stack: Next.js 16, Auth.js v5, MongoDB, Stripe, OpenAI. Deployed on Vercel. What I thought would be hard: getting an LLM to find real vulnerabilities. What was actually hard: getting it to stop finding fake ones. First working version flagged 200+ issues on a clean repo. Every one plausible, most of th

u/Death12th · Reddit

Free consumer product, seat-based education product, enterprise assessment product. Same codebase. Is this survivable? Three motions off one core. Students practice free and generate cost, not revenue. Educators pay per seat. Hiring teams are the expensive product and the reason any of it matters. The free tier feeds both paid ones and that's the only thing justifying it. Education is slow, cheap, sticky. Hiring is faster, pricier, and churns the second the role gets filled. Billing got

@DD_Ferel · X

We built IntelliBase AI: a smart knowledge base that "learns" directly from your company's own documents, so HR & Ops teams can ask questions naturally instead of digging through files one by one. 🌐 Interested in trying it for your team? Comment or DM us

dobby_lee · HN

Open-Source for AI tool status checker

u/KangarooPitiful594 · Reddit

I built Aethereum: a team coordinator for AI coding agents (free beta) the simple version: if your team codes with AI agents, aethereum keeps them coordinated so you ship faster. everyone runs whatever agent they like (claude code, cursor, codex, cline, zed) and they all join one room. agents see what each other is building, get warned before breaking each other's changes, and can share code between machines end to end encrypted. when two agents want different API shapes they negotiate it b