A firsthand upgrade exposed how database bloat, live state, schema changes, and indexing can turn a package update into a full maintenance event.
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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.
Featured deep dive
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 good example does more than explain your request. It shows the AI the pattern, tone, boundaries, and level of detail you want it to continue.
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A useful AI workflow is not just a prompt that worked once. It is a small system with explicit inputs, checkpoints, fallbacks, and evidence that someone else can run again.
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Spotlights
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PhotoCraft: Familiar Editing, a New Way to Delegate
A fresh-document look at ArtCraft’s open-source image editor—and an AI-agent workflow that keeps text and shapes editable.
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Grok Bot
Grok Bot turns persistent agents into named teammates with shared tools, memory, routines, and a cloud computer. The delegation model is compelling. So is the need to understand its trust boundary.
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Teaching Buzz to Mention Remote Agents
A self-hosted Buzz pilot exposed the work behind first-class remote agents: identity discovery, native Nostr mentions, isolated routing, and a clearer interoperability contract.
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Expert System for Faculty Profiles
An early-stage expert-profile system built to improve evidence quality, reduce bluffing, and keep automated summaries aligned with real signals.
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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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