The Deterministic Core Architecture for AI-Augmented Applications
Interesting diagnosis of AI statelessness, but six artifacts aren't directly accessible.
Detect architectural erosion from AI-generated code. Static analyzer for pattern fragmentation, architecture violations & mutant duplicates.
Catches architectural erosion that Ruff and Semgrep miss entirely.
Python teams using AI coding tools in monorepos
SonarQube · CodeQL · Semgrep
Interesting diagnosis of AI statelessness, but six artifacts aren't directly accessible.
Tracks architecture drift and convention consistency where SonarQube only checks static rules.
Deterministic codebase mapping beats LLM-guessed structure for AI context.
Educational tutorial for a GitHub Actions + Claude workflow; production solution already exists as Dosu.
Static analysis for AI inconsistency patterns when linters only check single files.
Catches AI code debt deterministically with AST analysis when linters only check style.