Claude-Ctrl (ClauDEX v5.0)

2026-05-14 · source · source ↗ · raw capture · wiki page

Transforms Claude Code into a deterministic control plane by enforcing operational policies through runtime-backed hooks rather than relying solely on prompt-level guidance. Implements workflow governance with SQLite-backed decision-making.

Core Philosophy

"An instruction that lives only in model context is not a constraint." Moves enforcement to event-based hooks that mechanically deny unsafe paths regardless of what the model remembers.

"LLMs are not deterministic systems with probabilistic quirks. They are probabilistic systems" -- requires deterministic enforcement boundaries rather than contextual suggestions.

Workflow Loop

Planner -> Guardian (provision) -> Implementer <-> Codex Critique -> Reviewer -> Guardian (land)

Automatic routine landing after reviewer, test, scope, and lease gates pass. Explicit approval reserved for destructive operations.

Enforcement Model

Role Structure

Key Concept

Self-Evaluating Self-Adaptive Programs (SESAPs): probabilistic systems constrained to deterministically produce desired outcome ranges.

1,566 commits, Python (81.6%), Shell (14.6%), 180 stars.