tool · pip install awrecurse

awrecurse

Answer a question over a context far larger than the window — recursively, with the trace kept.

The problem

A context window that overflows does not raise. The middle is dropped, the model answers fluently from the ends, and the reply looks exactly like one drawn from the whole document. The failure is a SILENCE — no error, no truncation warning, no shorter answer — and the only signal is that it is quietly wrong about the part nobody checked.

instead of trusting

that everything you pasted in was actually read

you check

which slices it opened, and what it concluded from each

Adopt it

pip install awrecurse

Ask a question about a document far bigger than your model's context, and get an answer that names which parts it actually read.

Pairs with

awreason awm awfind

Pairing is composition, never dependency — awrecurse 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.