Content
50%Weight 40%Scale 1-5Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
A well-organized, information-dense reference for a narrow library, with a usable core snippet and precise numeric rules. It is held back by an oversized inline API symbol dump, prose-only coverage of the native client and hybrid patterns, and a dense spec-style main section that buries operational guidance.
Suggestions
Move the "Relevant API Surface" symbol list into the referenced API docs (API.md/axir-api.json) and keep only the 5-8 most-used symbols inline, saving substantial context tokens.
Add short runnable snippets for the two other advertised use cases — the native client (system_one/list_models) and the two-program hybrid — since these are currently prose-only.
Break the "Typesafe / Jev" prose wall into labeled subsections or a step list (choose signature type -> set threshold -> forward -> verify probability constraints) so the constraints act as checkable validation points.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The body is compact and assumes competence, but the "Relevant API Surface" section inlines a ~40-symbol comma-separated list ("Ax.s", "Ax.f", ... "MultiServiceRouter", "ProviderRouter") that duplicates the `API.md`/`axir-api.json` files already cited in Package Facts, and several spec sentences could be tightened ("this policy is local and never sent", "Ax never truncates or pretends to count native tokens exactly"). Not 4 because the inline API dump is a clearly trimmable token cost; not 2 because there is no padding explaining concepts Claude already knows. | 3 / 5 |
Actionability | There is one executable snippet (Core Pattern) and concrete parameter rules ("Set provider trueThreshold (or true_threshold) to a finite value in [0,1], default 0.5"), but core features like the native client ("system_one / systemOne / SystemOne and list_models / listModels / ListModels"), balancers, and the two-program hybrid are described only in prose with no code or steps, deferring to src/examples/java/generation/. Not 4 because key common cases lack inline executable detail; not 2 because the core pattern plus precise numeric rules are genuinely concrete. | 3 / 5 |
Workflow Clarity | "When To Use" gives clear selection rules ("Use Jev for typed decisions with ordinary Ax signatures", "Use native questions for probabilities..."), but the main "Typesafe / Jev" section is a dense prose wall with no sequencing, and operational guidance (e.g. validating that probabilities "sum to one within an inclusive 0.01 tolerance") is embedded mid-paragraph rather than presented as checkable steps. Not 4 because guidance for the core tasks is implicit in prose rather than sequenced; not 2 because the decision rules and guardrails do give a usable order of operations. | 3 / 5 |
Progressive Disclosure | No bundle files exist (references/, scripts/, assets/ are absent), so scoring rests on the body: section headers are clear, and Package Facts signals API.md, axir-api.json, axir-capabilities.json, and examples/, but those files are not part of this bundle and the ~40-symbol API surface list is inline content that clearly belongs in a separate reference file. Not 2 because the structure is real and references are signaled in Package Facts; not 4 because content that should be separate is inlined and the referenced paths are not navigable bundle files. | 3 / 5 |
Total | 12 / 20 Passed |