# Discovery context and bounded local evidence

The October 14, 2026 Daily Dose of Data Science HANDS-ON email supplied discovery links. Its relevant canonical product destinations (links 4–8 in the sanitized intake) were https://www.coderabbit.ai/; they did not identify a case repository, revision or executable test trace in that inspected link set. This is not a statement that no demonstration exists elsewhere. Personal tracking parameters and recipient information are omitted. No restricted CodeRabbit extraction was repeated. Newsletter app outcomes and adoption metrics remain unverified.

The public decision-gate.mjs download contains the same hand-constructed adapter/test logic as the archived review, with only the local command path replaced by a portable command. The original archived source hash was dc3bbd8897f54a46627de72971f34107bb9aebb9a73a55f14fe61e8f983d44c3. The public script is separately hashed and rerun before publication. It makes no network requests and dispatches no tools.