Published on PyPI
metabrain
Memory gets noisy unless it has to prove itself.
The problem
Most memory tools remember. Almost none of them learn. Storage without a promotion gate becomes noise.
What I built
A zero-dependency SQLite layer that closes the loop: patterns graduate into hypotheses, outcomes test them, and only what holds up becomes preference.
Proof
Published: pip install metabrain. Zero dependencies by design.
What I learned
The graduation loop (pattern, then hypothesis, then tested preference) is the same shape as good consulting: observe, propose, verify.
Designing knowledge systems with quality gates and shipping them as installable packages.
Stack
Python · SQLite · Zero-dependency
- status
- Published · PyPI + GitHub
- stack
- Python · SQLite · Zero-dependency
- install
- pip install metabrain
- license
- MIT
Links
Memory should prove itself before it gets promoted.