#edge-ai

Agents delivered by light: an LLM compiles a tiny program off-chip and beams it by screen-light to a radio-less Arduino that runs it forever, offline. Live at beam-claw.com

Latency-Optimized Heterogeneous AI Accelerator for Vision Transformers (ViT)

Long-horizon reliability benchmark for industrial edge agents - do self-improving agents get better or corrupt over 1000+ episodes on constrained hardware?

OpenAI-compatible HTTP API for Needle 2, Cactus Compute's 45M-parameter tool-calling model. Drop-in for any OpenAI client.

Local object detection hub utilizing OpenVINO optimization for real-time video analytics, running an asynchronous multi-threaded pipeline with a custom web UI.

Source-available view of Cubecloud OS — a sovereign-intelligence, local-first AI operating layer for private work on your own machines.

Provider-neutral access & supply layer for open AI: run open models locally (SIN) and route paid, private, verifiable inference across decentralized providers (SIP-AI). DecentralizeAI hackathon entry.

Nimbus is a lightweight, pull-based edge AI workload orchestrator.