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awrecurse(tool, public)

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

Name

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

The problem it solves

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 / you check

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 alone

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

Install

install
pip install awrecurse

Where it sits in the path

  • Not on the path yet — reference only.

See also

awreason · awm · awfind · awembed

Generated 2026-09-14 00:48Z from the ecosystem registry. A field here that is wrong is wrong in the registry — fix it there and this page follows.

One estate, 8 doors

These projects are organs of the same system — the same identity plane, the same agent runtime, the same operational discipline. Follow any of them.

The ecosystem this belongs to

Every Aitherium repository publishes an aither-manifest.json beside its page, and each surface reads all of them — so the network is browsable from any node in it.