🚀 First multimodal AI-powered visual testing plugin for Claude Code. AI that can SEE your UI! 10x faster frontend development with closed-loop testing, browser automation, and Claude 4.5 Sonnet vision.

[TPAMI 2026] UniMM: A Unified Mixture Model Framework for Multi-Agent Simulation

Heterogeneous Edge Realtime Measurement and Execution System: A Unified Open-Source Framework for Realtime Multimodal Physiological Sensing, Edge AI, and Intervention in Closed-Loop Smart Healthcare Applications

Real-time tracking and behavioural reinforcement toolbox for DeepLabCut to accompany Forys, Xiao, Gupta, and Murphy (2020).

Python Ball Motion Tracking (pymbt): A python interface for FicTrac (https://github.com/rjdmoore/fictrac)

Reference architecture for closed-loop AI agents — plan, execute, verify, repair.

[Research Article] Generative AI-guided in silico closed-loop optimisation of deposition morphology for 3D bioprinting applications

Adaptive motion + closed-loop control framework for rotary and linear stages in precision imaging

Autonomous driving layer atop Aider CLI. PhaseGuard 10-pt safety/audit protocol, Jinja2 state-machine template engine, semantic Git commits. Part of the Loop Engineering family.

Agentic ML automation demo for 5G network ops — closed-loop prediction and autonomous network management with Python and TypeScript

Closed-loop engine for Hermes Agent. HARDLINE→P0 guardrails, Claude/OpenAI/DeepSeek failover, Union-Find delegation, and monitoring sidecar. Part of the Loop Engineering family.

K.A.T.E. 21 Claude agents governing a live Ai powered, non-crypto, Closed-Loop Digital Commerce Currency. Forked from anthropics/financial-services.

Reference implementation of Loop Engineering for Claude Code. 13-phase workflow, OS-level safety= gates, convergence-driven termination.

Closed-loop automation across semcod/ repositories.

Autonomous dev closed-loop for Google Antigravity. 1M-token full-codebase context via Gemini 3.5 Flash, multimodal, circuit breaker, cost cap. Part of the Loop Engineering family.

OpenClaw multi-agent closed-loop config generator. Single-file Python, 3 topologies, 8 artifacts, Jinja2+regex rendering, NL convergence gates. Part of the Loop Engineering family.

A different type of orchestrator loop

Fully offline ReAct agent loop for Ollama. Self-built ReAct cycle with regex extraction, JSON Schema validation & 3-tier fault tolerance. Part of the Loop Engineering family.

Remove the human from the loop — deliberately. One LLM generates intent, one executes, one evaluates. Real tool execution keeps it grounded. Built to stress-test agent reliability without a human watching every turn.

home placental ultrasound patch + edge-AI → closed-loop aspirin timing for pre-eclampsia. Reproducible synthetic pipeline (radiomics + Doppler), decision-curve & closed-loop simulation.