awmine
Mine what your agents did -- outcomes, lessons and procedures out of the transcripts they left behind.
The Aither World is an operating system for agents — a Linux you can hand to one, the runtimes it works in, and the tools it works with. awmine is one of its 71 bricks — each installs on its own, runs offline, and needs no account. 5 more are in development and 15 are planned.
The problem
Every agent session leaves a transcript, and almost every transcript is thrown away. The correction a human made at turn 40, the retry that finally worked, the six-command sequence three sessions each re-derived -- all of it sits in JSONL nobody reads, while the next session starts from zero.
that a session's lesson survived the session
a row per outcome, a candidate per lesson, and the transcript line each one came from
Adopt it
pip install git+https://github.com/Aitherium/awmine.gitPoint it at one transcript directory and read back what those sessions learned, with the line each lesson came from.
Pairs with
awtollawmawdataawdecideawskillsawrise
Pairing is composition, never dependency — awmine installs and runs on its own.
The rest of the Aither World
Every brick below is live, drawn from that repository's own published manifest.