awknowledge — the guide

awprism(tool, public)

Turn a failure into ranked hypotheses — and say what would confirm each one.

Name

awprism — Turn a failure into ranked hypotheses — and say what would confirm each one.

The problem it solves

Debugging with an agent collapses onto the first plausible story, because nothing forces a second. The cost is not the wrong guess, it is the hours spent proving it — measured repeatedly here, where five hypotheses were spent on a service that was genuinely correct, and where a symptom named the wrong component so consistently that "the symptom names the INNOCENT service" had to be written down as a standing rule.

Instead of trusting / you check

instead of trusting: the first explanation that fits
you check: the ranked alternatives, and the observation that separates them

Adopt it alone

Hand it a failure and get back ranked candidate causes, each with the one observation that would rule it in or out.

Install

install

pip install awprism

Commands

commands

awprism

Where it sits in the path

Not on the path yet — reference only.

Links

Source on GitHub · Its own page

Generated 2026-10-29 09:32Z 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.pythonawdkBuild 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.