24 Oct 2026·2 min read
Your First 30 Days of AI Code Governance (A Practical Rollout Plan)
A phased rollout plan for introducing AI code security without breaking developer velocity. Observe, warn, gate — in 30 days.
Blog
Analysis and field notes from the Cyblox team.
1-9 of 27 posts
17 Oct 2026·2 min read
Hybrid + On-Prem AI Code Security: A Reference Architecture
How to deploy AI code security controls in regulated, air-gapped, or hybrid environments without losing pre-merge governance or review evidence.
10 Oct 2026·2 min read
Metrics That Matter: Measuring AI Code Risk Without Counting “AI Usage”
How to measure the security posture of AI-assisted development without vanity metrics. A KPI framework for AppSec, engineering, and compliance leaders.
3 Oct 2026·2 min read
Building Review Evidence: What to Capture in PRs for Auditability
For regulated organizations, proving that AI-generated code was reviewed is a governance requirement. Here is the lightweight evidence model that works.
26 Sept 2026·3 min read
When Tests Pass but Security Fails: Patterns AI Gets Wrong
Common security mistakes in AI-generated code that compile, test, and still ship risk. A pattern catalog for Node/TS and Python reviewers.
19 Sept 2026·3 min read
Licensing & Provenance: The Overlooked Risk in Generated Code
AI-generated code introduces provenance ambiguity. Here is how to manage licensing, attribution, and policy alignment before merge.
12 Sept 2026·3 min read
Policy-as-Code for AI-Generated Code: Block vs Warn vs Review
A practical framework for governing AI-assisted code without creating bottlenecks: what to block, what to warn, and what still needs human judgment.
5 Sept 2026·3 min read
Dependency Drift: How AI Tools Expand Your Attack Surface
AI-assisted development quietly introduces new dependencies, version bumps, and build hooks. Here is how to govern dependency changes before they reach production.
4 Sept 2026·3 min read
Bot Defense KPIs and Governance: How to Prove It Worked
If you cannot measure outcomes and explain enforcement decisions, bot defense becomes a permanent tuning exercise. Here is the KPI model that holds up.