The Path › Man pages › awresearch

awresearch(tool, public)

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

Name

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

The problem it solves

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 / you check

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

Adopt it alone

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

Install

install
pip install awresearch

Where it sits in the path

  • Not on the path yet — reference only.

See also

awfind · awbrowse · awreason · awgraph · awgym

Links

Source on GitHub · Its own page

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 osaitherium.comThe Living OS these four repos are cut from. Open, no login.pythonAither ADKBuild AI agent fleets — 3 lines, any backend, local or cloud.markdownawskillsPortable agent skills — self-contained procedures an agent loads on demand.markdownawknowledgeHow to run a coding agent so the result survives — the laws, with evidence.cudaaitherkvcacheNear-optimal KV cache quantization for LLM inference — sub-byte compression.powershellAitherZeroPowerShell 7+ automation framework — numbered, self-describing scripts.writingThe BlogHow all of it is actually built, measured and operated.pythonawrunA priority-aware queue and dispatcher for agentic runs and ad-hoc CI builds. It also judges whether the runner pool is big enough for the queue it is draining, and can ask a host to grow it -- reserving capacity is zero-sum, so a saturated pool needs more of it, not a different share of it.

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.