Makes AI-generated code enterprise-deployable. Deterministic, auditable, model-agnostic.
Security verification is our first vertical — if Circle-IR can catch real-world vulnerabilities, it can verify any compliance requirement.
Multi-file, cross-function vulnerabilities from production codebases.
The benchmark most tools score lowest on.
The missing layer between LLM generation and production deployment. Autonomous improvement until your code is enterprise-ready.
Write what "correct" means in plain language — not code. Specs become the ground truth and audit trail. specifica.org →
Model-agnostic. Works with Claude, GPT-4, Gemini, or any coding assistant. Generates code against your specifications.
Extracts logic facts from generated code and verifies against specs. Deterministic, auditable, reproducible. If violations found, the agent autonomously refines until correct.
Currently supporting Java & JavaScript/TypeScript. Python, Rust in early stages of testing.
Join the waitlist for early access to the infrastructure layer that makes autonomous coding work in regulated environments. Starting with security, expanding to full compliance (PCI-DSS, HIPAA, SOX).
No spam. We'll only email you when we're ready for beta testers.