piv8.ai
Is your business leaking silently?
What it does
Is your business leaking silently? piv8 connects your data, runs the analysis, and tells you what it finds. In plain English, with the numbers to back it up.
Does the same job
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Identify AI data leaks,public or privateDec 2025 · ▲17LeakLake🔒Monitors AI chats, detects leaks, and alerts you⚠️

- PHPi-hosts – Give the Pi coding agent access to your serversApr 2026 · github.com · ▲23
I built that initially for an AI chat bot that allows teams to perform DevOps tasks straight out of Slack/Teams (with proper permission control, obviously). Useful to let developers perform mundane tasks, or help coordinate incident response. I ended up using it myself on my own machine to manage Hetzner and AWS boxes. I thought that may be useful to others. The default policy should be good enough, but if you don't like living dangerously, you can set it to `paranoid`. Install: `pi install npm:pi-hosts` GitHub: https://github.com/hunvreus/pi-hosts

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I trained a 125M-parameter transformer to autocomplete piano performances in real time (~108 notes/sec on an iPhone 15). The idea is basically GitHub Copilot or Tabnine, except instead of prompting it with code, you prompt it by playing a few notes on a MIDI piano. The model then continues what you played, entirely on-device. The app is free if anyone wants to try it. Happy to answer questions about the model, training, Core ML, or the many things that didn't work.
AI · 17d ago · simedw.com
Astute▲585Automate your B2B brand going viral, with new media creators
AI · 18d ago · company-app.joinastute.com


Hey HN, Henry from Cactus here! We previously released Cactus Needle, a 14MB agentic LLM for tool call, device use, and structured extraction for phones, wearables, smart homes, small robots and microcontrollers. We got really great feedback here, and have now incorporated the suggestions to release Needle 2. The whole model is a single 14MB binary that runs a full session in 28MB of RAM; 45m parameters at 2bit compression. Needle hits 500 tokens/sec decode speed on a Raspberry Pi 5, sits between 400-1,500 tokens/sec on VR devices like Meta Quest 3S and Apple Vision Pro, and ranges…
AI · 27d ago · cactuscompute.com


Launched alongside, March 2026
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Switch from ChatGPT to Claude with import memory feature
AI · Mar 2026 · claude.com


