Deployment red teaming
Find policy failures, jailbreak paths, and multimodal safety gaps before open-weight models reach customers.
Open-weight model safety
Use open-weight models with frontier safety
Cinder helps teams using or deploying open-weight models move fast without treating safety as a one-time report: red-team the product, operationalize the findings, and keep safeguards improving as use cases change.
Deployment readiness
A lightweight safety push for open-weight deployments.
The work starts with adversarial testing, then turns findings into the operating loop your team needs in production.
Safety eval operations
Turn adversarial findings into repeatable evals, QA sets, thresholds, and deployment-readiness evidence.
Guardrail improvement loops
Use synthetic red-team learnings to improve safeguards without treating any single report as the finish line.
Operational governance
Keep policy, product, security, and safety owners aligned on what is resolved, what is accepted, and what still needs review.