Berean Labs
Free, autonomous AI penetration testing for web apps.
What it does
Berean Labs is a free, autonomous AI red-team engine. It analyzes your web app's client-side attack surface to hunt for XSS, exposed secrets, and misconfigurations, delivering actionable remediation steps. Powered by Abliteration.ai.
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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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