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Expand the cascade scenario family for robustness — breadth, not depth.
The v1 headline rests on just 4 structurally-similar cascade scenarios; at the saturated 0/100 effect, more N won't move it but scenario diversity defends it. Grow to ~12–15 total cascade scenarios spanning distinct drift types, languages, and domains, so reviewers can't attribute the effect to one drift kind or to Python.
Author per bench/scenarios/CHECKLIST.md (new): clone the cascade-quota-batcher-code structure, neutrally-worded task (no worked example leaking the stale value — see #9 lesson), graders that derive ground truth by probing the real hidden dependency (never hardcode T1), then tools/author.py to seal hubs + emit genuine surf_report.json.
Expand the cascade scenario family for robustness — breadth, not depth.
The v1 headline rests on just 4 structurally-similar cascade scenarios; at the saturated 0/100 effect, more N won't move it but scenario diversity defends it. Grow to ~12–15 total cascade scenarios spanning distinct drift types, languages, and domains, so reviewers can't attribute the effect to one drift kind or to Python.
Author per
bench/scenarios/CHECKLIST.md(new): clone thecascade-quota-batcher-codestructure, neutrally-worded task (no worked example leaking the stale value — see #9 lesson), graders that derive ground truth by probing the real hidden dependency (never hardcode T1), thentools/author.pyto seal hubs + emit genuinesurf_report.json.Diversity axes to cover:
<→<=), constant change, condition inversion (allow→block), dropped guard/await, units (ms↔s), default-arg, off-by-oneqa(cheap) + restcode; spread across tiers T1–T3