CodeRiskTools Blog
Practical risk controls for AI-assisted development
Guides, checklists, and alerts for reviewing AI-generated code, tightening CI gates, preventing secret leaks, and shipping safer WordPress/Gumroad product launches.
Latest CodeRiskTools posts
Seven current engineering playbooks per page, updated automatically after publication.
GitHub Code Quality GA: What to Verify Before Your Next Billing Review
GitHub Code Quality is generally available. Use this practical checklist to verify scope, active committers, usage costs, quality gates, coverage, and preview-to-GA state.
GitHub Actions Self-Hosted Runner Minimum Version Enforcement: July 31 Readiness Checklist
A source-backed inventory, canary, and rollback checklist for GitHub Actions self-hosted runner minimum-version enforcement.
GitHub Actions OIDC Immutable Subject Claims: A Migration Checklist
Review GitHub Actions immutable OIDC subject claims and migrate cloud trust policies without widening deployment access.
pull_request_target Checkout Defaults: A Safe GitHub Actions Migration Checklist
Review the July 16 pull_request_target checkout default change and validate privileged GitHub Actions workflows without confusing checkout with trust.
GitHub Code Quality Pricing: A Pre-GA Rollout Checklist
Estimate GitHub Code Quality cost and run a bounded, reversible rollout before the product’s scheduled July 20, 2026 general availability.
GitHub Archived Pull Requests: A Security Evidence Checklist
A reversible security and moderation workflow for GitHub’s archived pull requests, including evidence retention, secret handling, and readback checks.
GitHub Secret Scanning Webhook secret_category: Update Alert Routing Safely
A safe rollout workflow for GitHub secret scanning’s new secret_category webhook field, from schema-tolerant parsing to queue reconciliation.
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CodeRiskTools content is practical engineering guidance, not a guarantee of security, compliance, revenue, or production readiness. Validate every checklist in your own repository, stack, CI system, and release process.