# Agentic

- [92% of AI-Generated Codebases Have Critical Vulnerabilities. Here's Why Agentic Review Is the Fix.](https://sdd.sh/2026/04/92-of-ai-generated-codebases-have-critical-vulnerabilities.-heres-why-agentic-review-is-the-fix..md): The 2026 AI Coding Impact Report reveals that 100% of engineering orgs are shipping more code thanks to AI — and security teams are drowning. 92% of AI-generated codebases contain critical vulnerabilities. The answer isn't less AI. It's better AI review.
- [Google Cloud Next 2026: A2A Goes Production, Jules Graduates — But the Autonomy Gap Remains](https://sdd.sh/2026/04/google-cloud-next-2026-a2a-goes-production-jules-graduates-but-the-autonomy-gap-remains.md): Google's Cloud Next 2026 delivered genuine infrastructure progress: A2A protocol in production at 150 organizations, Jules out of beta, Gemini Enterprise Agent Platform replacing Vertex AI. But integration breadth still isn't the same as autonomy depth.