From symbolic AI to reasoning LLMs (1950–2025).

The Definitive NLP and LLM Reading Stack. A Strategic Research Report on Engineering, Hardware, and Governance in the Age of Artificial Intelligence. The phase transition to agentic reasoning The trajectory of Artificial Intelligence is not a linear accumulation of capabilities but a series of distinct phase transitions, each precipitated by Read more

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A strategic assessment of scar-driven data governance

From pain points to power plays. 1. Executive strategic brief This strategic brief provides a comprehensive assessment of a proposed paradigm shift in the organization’s approach to data governance. It evaluates the strategic efficacy of moving from traditional, comprehensive methodologies to a pragmatic, “scar-driven” model. The analysis culminates in a Read more

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