quality-check

To run pre-release quality assurance, you trigger a deterministic checklist validation that scans content, GitHub artifacts, and agent instructions for style compliance, privacy leaks, and formatting errors before publication.

Pre-flight QA for agent instructions and Telegram posting is a final review process that enforces deterministic style rules, checks for personal data leakage, and verifies idempotent behavior before release.

You check PDF formatting and content compliance by applying a strict validation checklist that scans for forbidden patterns, verifies PDF design standards, and detects leaked credentials or personal data.

Yes, the quality check process validates idempotent behavior in AGENT.md files by enforcing deterministic agent instructions and verifying guardrails against breaking existing user systems.

Yes, you can use multi-target review modes to run the appropriate publication checklist for Telegram posts, GitHub releases, paid group content, or combinations of these deliverables simultaneously.

Automated checklist validation for release readiness focuses strictly on deterministic rules like style, formatting, and privacy constraints, meaning it enforces compliance but does not perform subjective content evaluation.