Enterprise Guides for
Secure AI-Driven Development

Free, research-backed frameworks and practical tooling guides for implementing Gen AI coding safely with production-grade safeguards.

Sovereign Software Factory

The complete multi-layered defense architecture for AI-augmented development. Learn how to build systems where secure coding is the default path.

  • 4-Layer Defense Model
  • Trust Tier Framework (T0-T3)
  • Policy-as-Code with OPA/Rego
  • Golden Paths & IDPs
  • DORA Metrics Integration
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Vibe Coding Architecture

Practical tooling configurations and workflows for secure AI-assisted development. From pre-commit hooks to mutation testing.

  • Pre-commit Hooks (Husky, Gitleaks)
  • SAST Integration (Snyk, SonarQube)
  • Mutation Testing (Stryker/Pitest)
  • Property-Based Testing
  • Architectural Linters
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Standard 802.4 Governance

Formal governance invariants and safety standards for autonomous AI agents. Machine-enforceable policies for enterprise compliance.

  • Agentic Decision Taxonomy
  • Confidence Thresholds (0.8+ gate)
  • Rego Policy Examples
  • Immutable Audit Logging
  • Counterfactual Replay
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AI Risks Glossary

Comprehensive glossary of emerging risks and attack surfaces in AI-generated code. Know your enemy before you fight it.

  • Dependency Hallucination
  • Logic Hallucinations
  • Insecure Defaults (CORS, Crypto)
  • Tautological Tests
  • Geopolitical Bias
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Research-Backed Content

All guides are based on extensive research and real-world case studies

Key Statistics

  • 40% vulnerability rate: Nearly half of AI-generated code contains security flaws
  • 25% Lead Time reduction: AI-augmented pipelines with proper governance
  • 43% MTTR improvement: From 72 to 41 minutes with automated rollback

Source Materials