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Add validated PR state discriminators for PR subresource cache keys and richer stats that show saved GitHub calls plus backend request counts.
Raise cache hit rates with response-aware TTLs for closed PRs/issues, immutable commits, and normalized default GitHub query/header variants while keeping mutable CI reads short-lived.
Skip Octopool-backed gh wrapper scripts when falling back to the real GitHub CLI, avoiding duplicate fallback attempts and warnings.