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The training buffer (.tenet/training-buffer.jsonl) captures every agent action and its outcome. This data trains the policy head and provides experiment history for future runs.

Format

Each line is a training tuple:

Data Sources

Tuples come from three sources:

Querying the Buffer

Mining Tuples

The tuple miner extracts learning data from journals:

Buffer Health

Check the nightly scorecard for buffer stats:

When Policy Head Retrains

The policy head retrains when the buffer has 50+ new tuples since last training. This happens automatically in the nightly loop, or manually: