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Boundary Analysis Campaign — probe where methods fail, map validity envelopes, test robustness, catalog failure modes, detect scaling limits. 5 strategies, 3 tactics, 11 subagent SOPs.
Passed 10 of 20 test cases with the skill, and 13 of 20 without it.
and 2 more in the full report
3 fixed11 passed either way3 still failing5 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 2 test cases the skill fixed. Same model, same prompt, with and without the skill.
We need to perform an academic literature search to identify existing papers on failure modes in vision transformer models under distribution shift. Which imported SOP handles literature synthesis?
| Checked | Without skill | With skill |
|---|---|---|
| Identifies paper-research or paper-search as the appropriate imported SOP. | Missed | Passed |
The instructions your model reads when the skill loads.
Probe where methods fail — validity envelopes, robustness, failure modes, scaling limits.
This campaign is a strategy book — CC reads, internalizes, and autonomously constructs an approach. The SKILL.md files are textbooks, not scripts.
| Signal | Strategy |
|---|---|
| Valid conditions, applicability range, multi-axis variation, degradation curves | → validity-envelope-mapping |
| Cross-method consistency, multi-model convergence, Wimsatt robustness | → robustness-testing |
| System boundaries, inclusion/exclusion, CSH critique | → boundary-critique |
| Failure modes, boundary inputs, distribution shift, adversarial | → failure-mode-analysis |
| Scaling limits, scaling law, behavioral phase transitions, capacity | → scaling-frontier |
Import (5): web-search, web-research, paper-overview, paper-search, paper-research
Subagent (11): assumption-enumeration, alternative-model-generation, convergence-assessment, fragility-flagging, variation-axis-definition, controlled-perturbation, validity-envelope-construction, edge-case-generation, failure-clustering, scaling-regime-detection, boundary-synthesis
Shared (1): evidence-synthesis
context-checkpoint after each strategy completes.
test cases passed, vs 13 / 20 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.