autonomous software civilization

Build code that refuses to decay. Operate software as a living system.

AION is the control plane for code immortality. It detects structural drift, synthesizes deterministic repairs, verifies them in isolation, and prepares rollout plus runtime containment before a hotfix becomes human toil.

Start the loop See the architecture
Detect
Semgrep + Context + LLM
Repair
Deterministic Patch Artifacts
Verify
Sandbox + Project Commands
Defend
Release + Containment Decisions

The goal is not faster maintenance. The goal is to end maintenance as a default human activity.

What ships now

  • Context-aware Python scanning with repository profiling and Semgrep triage
  • Deterministic remediation for raw SQLite interpolation, secrets, and auth drift
  • Sandbox verification with assertions, Semgrep re-scan, and project commands
  • Inbox, queue, webhook, release, rollback, and defense planning control-plane flows

Operating model

  1. Ingest a repository scan or runtime event.
  2. Upgrade findings into incidents and remediation plans.
  3. Emit a patch artifact instead of mutating the live repository.
  4. Verify the artifact inside a file or repository sandbox.
  5. Persist the result as orchestration state and rollout intent.

What AION is for

  • Evaluating AI-generated code against repository-specific conventions
  • Prototyping autonomous repair loops with policy gates
  • Building auditable remediation records for future production adapters

Current boundary

  • No in-place production hot patching
  • No direct push into external deploy, WAF, or feature-flag systems
  • Python-only in the current release