The Path › Man pages › awreason

awreason(tool, public)

A portable reasoning client — sessions, phases, thoughts, and the chain that produced the answer.

Name

awreason — A portable reasoning client — sessions, phases, thoughts, and the chain that produced the answer.

The problem it solves

An agent that reasoned well and an agent that reasoned badly return the same shape: one paragraph. So a wrong answer is indistinguishable from a right one until it has been acted on, and the only available debugging tool is asking again. The structure exists inside the model turn and is discarded at the boundary, which is why nothing downstream can ever check it.

Instead of trusting / you check

instead of trusting
a confident paragraph
you check
the phases it went through, and every tool call it made to get there

Adopt it alone

Run one hard question as a session you can open up afterwards — the phases, the thoughts, the tool calls — instead of a paragraph you have to take on faith.

Install

install
pip install awreason

Where it sits in the path

  • Not on the path yet — reference only.

See also

awdk · awfind · awbrowse · awm

Links

Source on GitHub · Its own page

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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

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