What if we decomposed the typical Ralph prompts into OODA loop components?
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Feb 6, 2026 - Shell
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ooda-loop
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AI-driven C5ISR command platform for cyber operations. MITRE ATT&CK native, Caldera-powered, with intelligent tactical decision-making for military-grade penetration testing.
decision-making cybersecurity penetration-testing offensive-security red-team security-automation command-and-control mitre-attack caldera ai-security threat-emulation cyber-warfare ooda-loop c5isr military-framework
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Feb 4, 2026
A developer-focused knowledge repo documenting concepts, projects, and key takeaways from the Agentic AI Developer Certification Program.
machine-learning learning-path artificial-intelligence multi-agent-systems autonomous-agents ai-agents developer-notes ai-notes large-language-models generative-ai ai-developer llm-agents agentic-ai ai-certification agentic-systems ooda-loop
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Aug 9, 2025
🤖 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.
multi-agent-systems team-composition wicked-problems cognitive-diversity design-science-research llm-agents abstraction-and-reasoning-corpus agentic-ai ooda-loop contingency-model qualitative-code-audit cost-of-complexity belbin-team-roles
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Oct 31, 2025 - Python
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.
remote-sensing satellite-data unsupervised-learning environmental-monitoring earth-observation geospatial-analysis data-driven-insights clustering-analysis wildfire-monitoring disaster-monitoring climate-risk environmental-ai ooda-loop esa-fire-cci global-fire-monitoring fire-pattern-analysis ceda-fire-cci multi-continent-analysis spatial-data-processing
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Sep 22, 2025 - Jupyter Notebook
Iteration Processor for convergent loops with LLMs - Implement iterative refinement patterns inspired by Scrum and OODA loops
agent streaming typescript ai iteration convergence scrum refinement builder-pattern fact-checking nagare llm research-automation ooda-loop
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Dec 31, 2025 - TypeScript
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