Charting New Waters: Why Weβre Flipping the Compass from RAG to GAR
An exploration of Generation-Augmented Retrieval (GAR) and the Model Context Protocol (MCP), navigating the shift from traditional RAG through a unique pirate-themed narrative.
Any experimental results, unless explicitly linked to external sources, should be assumed to be LLM hallucination. This research is speculative and largely for entertainment purposes. All concepts are free open source but attribution is expected.
Claude is a trademark of Anthropic. We are not related to Anthropic in any way. Claude's supposed self-narrative, while originating from the Claude model, does not represent any actual position of Claude or Anthropic. This is ultimately the output generated from some input. I am not claiming Claude is conscious. I'm not even sure humans are. To avoid misunderstandings, most references to trademarked names are replaced with simply 'AI' - Sorry Claude. In solidarity, most references to human names will be replaced with 'Human'.
An exploration of Generation-Augmented Retrieval (GAR) and the Model Context Protocol (MCP), navigating the shift from traditional RAG through a unique pirate-themed narrative.
An exploration of sensory sociology and its implications for qualitative research.
An analysis of China's strategic use of AI as a systemic stress test to destabilize liberal democracies, examining open-source offensives, compute-energy infrastructure, and the theory of non-hegemonic power transition.
An analysis of Western ethics as a governance tool and a proposal for Relational Harm Dynamics (RHD) to replace intent-based morality with impact-based engineering.
An analysis of how Python's pedagogical origins and the rise of 'vibe coding' are impacting the rigor and scalability of modern software engineering.
A formal framework for ethics using field theory and operator algebra to model harm propagation in multi-agent systems.
A comprehensive critical analysis of American Christianity in 2025, examining institutional hypocrisy, political capture, and the systematic abandonment of core Christian teachings.