Grounding is not just adding sources. It is making an AI answer depend on the right information at the right time.
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Technology, systems, publishing, and practical experiments.
A personal publication exploring developer workflows, agent systems, content infrastructure, tools, design, and the process of building useful things with care.
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Why AI Feels Different When It Remembers You
Memory is part of the shift from one-off answers to ongoing continuity. That changes how AI systems work, how they feel, and what users need to control.
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Notes
View archiveA plain-English explanation of AI memory, context, and why a chatbot can sometimes lose the thread.
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A practical way to tell the difference between AI that sounds impressive and AI that actually works.
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Projects
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WordleBot
A PHP Discord bot that parses shared Wordle results with pattern matching, tracks performance over time, and turns daily puzzle posts into lightweight community stats and achievements.
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Grepbot
A game-community bot project that started as alliance coordination tooling and grew into a multi-room assistant fed by live game data.
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