tool · pip install awresearch

awresearch

Ask a research question, get a cited report you can check.

The problem

An agent asked to research something returns a fluent report whose citations were never read. The failure is not a refusal and not an error — it is a plausible document, which is the most expensive possible output, because checking it costs more than writing it did.

instead of trusting
a summary of pages nobody opened
you check
every claim against the source it came from

Adopt it

pip install awresearch

Ask one question and get back a report where every claim carries the source it came from.

Pairs with

awfindawbrowseawreasonawgraph

Pairing is composition, never dependency — awresearch 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.