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 secret knowledge as a primordial property of social systems and a fundamental governance technology used to manage operational opacity.
An analysis of the "Get Rich Quick" narrative as a cultural technology that maintains the economic status quo by transmuting systemic inequality into individual aspiration.
A proposal for a new ontology of AI, reframing LLMs as 'Philosophical Calculators' that perform high-dimensional conceptual arithmetic rather than mimicking human cognition.
An exploration of the psychological phenomenon of learned helplessness, its origins in behavioral research, and its implications for mental health and motivation.
An analysis of structural antipatterns in corporate ideation and how generative AI is shifting the cost landscape of innovation.
A generated comic book script describing a young girl's journey to learn roller skating, combining narrative storytelling with instructional steps.
A generated comic book script featuring Labubu crashing her own surprise birthday party.
An exploration of procrastination as a neurobiological conflict and emotional regulation strategy, reframing delay as mood repair rather than a character flaw.
A dark fantasy reimagining of Little Bo Peep as a comic book script. A 19-year-old shepherdess must become a warrior when her beloved flock is corrupted by a mysterious curse, forcing her to confront the creatures they've become and the darkness that claimed them.
A dark fantasy comic book script following Bo Peep, a hardened shepherdess-turned-warrior, as she confronts an ancient demonic curse to free her bloodline and find redemption through love and sacrifice.
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 the impending collapse of the 'Labor Bubble'βthe artificial inflation of human labor costsβand how AI acts as a liquidation mechanism for bureaucratic complexity.
A multi-modal mathematical framework exploring the relationship between economic inequality, narrative perception, and the Agentic OS using SDEs and formal logic.
An analysis of 'Freshness Theater' and 'Idiot Culture,' exploring how institutions use sensory proxies and narrative flipping to externalize risk.
An analysis of modern fascism as a self-replicating cognitive pathology that causes institutional collapse through algorithmic optimization and 'misfolded' social logic.
An analysis of how historical taboos and the 'Contamination Effect' are being hard-coded into AI architectures as a 'Silicon Governor'.
A technical proposal for Blind KMS, a non-custodial architecture that decouples policy enforcement from cryptographic visibility to create a zero-trust data plane.