Conciseness

Exceptionally dense with non-obvious platform knowledge (budgets like 'up to 100 Executions', naming conventions, '9 Qwen 27B candidates produced 131 transient 500s in one Run') and no padding or explanation of known concepts. Not 5: several rules are stated twice — cost-before-every-Run appears in 'Talk like this' and again in 'Budget and cost', and output-name freezing appears in Phase 2 and again in 'Rules'.

Actionability

Names exact tools with arguments ('workflow_specs_validate', 'caseSelection: all', 'execution_reuse: never'), concrete naming patterns ('<slug>-spec', '<model> + <approach> (<change>) · cNN · <timestamp>'), and specific recovery policies, which is highly executable for an instruction-only skill. Not 5: key executable details (report template, preview upload path, Goal Card mapping) are deferred to guide files that are not present in the bundle, leaving minor gaps a reader cannot fill.

Workflow Clarity

Five phases with four explicit user checkpoints ('Never spend inference past a checkpoint before the user answers'), validation at every risky step (smoke before save, validate before run, readiness check, retry limits), feedback loops (fix-or-drop on smoke errors, retry_failed up to twice, split rejected joint Runs), tie-breaking by noise band, and a confirm-before-delete cleanup that discloses soft deletion and protects pre-existing resources. Not 4: validation and error-recovery checkpoints are explicit at every stage, not merely present.

Progressive Disclosure

The four guides ('intake.md', 'ground-truth.md', 'search.md', 'gotchas.md') are well-signaled with one-line scope descriptions, but none of them — nor the referenced '../draw-vision/SKILL.md' — exist in the bundle, so navigation dead-ends and deferred details are unreachable. The ~280-line inline protocol also carries detail that could live in those files. Not 4: this is more than a minor organization gap, since the bundle's only content is the overview itself.

Specificity

Lists multiple specific concrete actions — 'Build or improve a Roboflow Workflow', 'Build an example suite and scorecard the user approves, compare candidate Workflows, then tune and validate the winner' — with comprehensive coverage of the build/improve/measure/compare/tune/validate lifecycle. Not 4: the action list has no meaningful gaps for its domain.

Completeness

Explicitly answers both what ('Build an example suite and scorecard the user approves, compare candidate Workflows, then tune and validate the winner') and when ('Prefer this for open-ended business problems where the approach is unclear, or when comparing alternatives'), plus negative routing ('Use direct tools for straightforward builds and edits, Workflow Evals tools for measuring one existing Workflow once, and training skills for training a model').

Trigger Term Quality

Natural terms present: 'Roboflow Workflow', 'open-ended business problems where the approach is unclear', 'comparing alternatives', 'images or video'. Common user phrasings like 'find the best model', 'benchmark', or 'evaluate approaches' are missing, so coverage is good but not comprehensive. Not 3: the included keywords are natural and specific, not minimal.

Distinctiveness Conflict Risk

A clear niche (Roboflow Workflow selection via eval-driven search) with explicit boundaries against direct-build tools, one-shot Workflow Evals measurement, and training skills, minimizing conflict risk within the skill family. Not 4: it does not merely avoid overlap with closely related skills, it names and excludes them.