Blog
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I Tried Three Clever Ways to Find Stale Notes. All Three Were Wrong.
My agent's memory goes stale and I wanted the machine to notice on its own. The best idea found nothing across fifty real cases, and that null result turned out to be the whole answer.
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I Ran the Memory Prompt on This Site's Repo. Here's What It Wrote.
One paste, five small files, about sixty-five lines. What the setup prompt actually does to a real repo, including the parts it got wrong.
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I Let My Agent Read Other People's Repos
Borrowing another team's writing is genuinely useful. It also turns retrieval into an attack surface. What I built, and what my own tests found in it.
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The Shapes of Testing
Once your codebase has a real base, testing stops being one thing and becomes many shapes you build around the code. Here are the shapes I have been building, and the one step none of them replace.
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How I Built a Local Memory Network for My AI Agents
No hosted database, no SaaS. Markdown as the source of truth, links that make it navigable, hooks that surface it, and a disposable local index for search.
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Build With a Memory Is Now a Public Repo
The whole method: twelve short docs, copyable templates, and a one-paste prompt. Plain markdown you can take today. Nothing to install, nothing to buy.
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Give the Agent a Memory Before You Give It a Task
AI agents start every session at zero. The fix isn't a smarter model. It's writing things down where the work happens.