Your agent forgets who you've become. The stack fixes that.
Static memory hoards old facts; RAG retrieves frozen ones. Curator applies what's changed since, and paired with the rest of the stack, your agent finally knows both your code and you.
Every AI tool now claims “memory.” Watch what it does and it’s almost always one of two things: a notebook that hoards facts forever, or a search index that pulls back notes that look like your question. Both share one fatal flaw. They remember what you said, and have no idea you’d say something different now.
For a chat assistant that’s a quirk. For an agent writing code in a project you started a year ago, it’s a trap: it confidently rebuilds the mistakes you spent a year learning not to make.
Curator is the third category. It’s evolutionary memory: it applies what’s changed since.
On its own, it’s a category the others don’t have
- It tracks how your judgment moves. Come back to an old project and Curator hands the agent the delta between the engineer who wrote it and the one you are now: the defaults you’ve shifted, the patterns you now reject, the standards you’ve raised. Migration history for your own judgment.
- It ranks by truth, not by volume. A durable decision outranks this morning’s status note, so the agent surfaces what you actually believe, not whatever was loudest or most recent.
- It’s yours. Daily memory operations are local-first and encrypted, without a hosted memory account. Optional model downloads are user-initiated. It is MCP-native, so it can connect to the tools you already use.
- Every recall explains itself. You see why a memory surfaced, and named domains keep one project’s context from bleeding into another.
Static notebooks and retrieval indexes usually preserve what was written. Curator is designed to track what changed after it was written, so the memory can evolve with you.
Wired into the stack, your agent finally knows everything that matters
There are two halves to ground truth, and Curator owns the one everyone forgets:
- TheAuditor knows your code cold; Curator knows you, so together the agent guesses about neither.
- Warden acts with both in context, the facts about the code and your current standards, so it edits the way today’s you would.
- Arbiter orchestrates the operation and feeds your memory into the right job at the right moment.
- BenchProctor holds the security findings the stack relies on to a proven standard.
Don’t let agents guess about your code. Don’t let them guess about you. Let the agent act with both. That loop, code truth into self truth into safe action into orchestration into proof, is something a lone memory plugin bolted onto one editor will never touch.
Read the same case from each of their seats: TheAuditor, Warden, Arbiter, and BenchProctor.
The old way is already over
An agent fed a frozen snapshot of last-year’s-you isn’t remembering. It’s reverting you. The teams whose agents keep getting better aren’t prompting harder; their tools inherit every standard they raise, across every project, automatically.
Get in early
Curator is a working pre-release product now entering IP hardening, licensing, and public packaging preparation. Follow the release preparation, then read the memory category nobody shipped and resume with what you know now.
The whole stack, in its own words: TheAuditor · Warden · Arbiter · Curator (you’re here) · BenchProctor
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