
Agenstra
The AI platform that unifies agents, infra and compliance
What it does
Agenstra is an AI platform for teams building complex software systems. It aligns agents, infrastructure and compliance in one control plane. Architectures and tools integrate into AI workflows. Agents observe, execute playbooks and coordinate changes while enforcing policies with full audit trails. Built for regulated industries, it reduces audit stress and enables controlled AI deployment across clouds. Teams gain visibility, guardrails and speed.
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IA AGENT ALL IN ONE v1.0 local /cloudJul 2026 · datacorners.com · ▲1Get your own agent in minute under control and confidential.
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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.
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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…
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