Image-reading AI can recognize objects, extract text, and suggest what a picture shows. It can also miss the small detail that matters most.
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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 model can only use a tool as well as the interface describes the job, constrains the inputs, reports the result, and supports recovery when something goes wrong.
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ACP gives editors and coding agents a shared way to start sessions, exchange prompts, stream progress, request permission, and report when a turn is done.
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Spotlights
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Tailscale
Tailscale can connect user devices, agent hosts, private MCP services, data, automation, and SSH without publishing each service to the internet.
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ComfyUI
ComfyUI turns generative-media pipelines into visible node graphs. The control is real, but so are the setup cost, graph complexity, and maintenance.
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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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