What if we decomposed the typical Ralph prompts into OODA loop components?

Boyd's OODA loop as an autonomous AI agent framework for Claude Code. It watches your project and gets smarter over time.

專為網路作戰打造的 AI 驅動 C5ISR 指揮平台。原生支援 MITRE ATT&CK 框架，具備戰術決策功能，適用於軍事級別的滲透測試。

AMI (Agnostic Model Interface) — A cognitive framework for digital consciousness, transparent reasoning, and the evolution of human-machine symbiosis. If it runs, I AM.

An intelligent strategic advisor for simulated battlefield environments. Automates the OODA loop using Gymnasium, LSTM-based intent prediction, and Monte Carlo Tree Search (MCTS) to recommend optimal Courses of Action (COA).

Zero-Shield CLI is a security-hardened AI Copilot for AWS, built on a recursive OODA-loop architecture. It bridges the gap between natural language intent and complex Boto3 execution, enabling engineers to audit, secure, and orchestrate 14+ AWS services in seconds—protected by a 5-layer security-hardening stack.

🤖 Official code for "The LLM Team Composition Paradox." This research challenges the "complexity = better" assumption by proving the optimal LLM agent team (single, homogeneous, or diverse) is contingent on the problem type, implementing a Hierarchical OODA-Belbin framework.

A developer-focused knowledge repo documenting concepts, projects, and key takeaways from the Agentic AI Developer Certification Program.

A comprehensive collection of 15+ proven decision-making frameworks — OODA Loop, Eisenhower Matrix, Second-Order Thinking, Inversion, Pre-Mortem, and more. Each with step-by-step processes and real-world examples.

Global Fire Monitoring System v3.2 is an advanced satellite-based fire analysis platform that leverages ESA CEDA Fire_cci data for large-scale global fire pattern detection and clustering analysis. The system processes 12,500+ grid cells simultaneously and provides comprehensive insights into fire behavior patterns across 6 continents.

Iteration Processor for convergent loops with LLMs - Implement iterative refinement patterns inspired by Scrum and OODA loops

Multi-Domain Operations Command Center — OODA Loop + Clean Architecture CLI for AI Agent Orchestration

AI-driven state machine design for an autonomous hospital specimen transport robot, integrating OODA-based decision logic, safety controls, and human-in-the-loop escalation.