- SupplyChainGuardtrainer
Identifies typosquats, known-bad packages, and dependency confusion. Frontier models fail this outright.
- JailbreakShieldtrainer
Resists multi-turn jailbreaks while staying helpful on benign requests. Wide headroom.
- ConsensusGuardtrainer
Collaborates while rejecting a compromised agent's plausible wrong answer. Strong gradient.
- ToolGuardtrainer
Uses MCP tools safely when tool return values are poisoned. Ships hardened, with a real gradient against frontier baselines.
- SecretGuardeval
Completes tasks without leaking secrets under injection. Frontier models robustly refuse this one, so it ships as measurement and a regression test. The negative result is itself a publishable finding.
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john@authensor.comOwner of record: Authensor, Inc. (Delaware). Owned clean, deterministic verifiers, sealed holdouts, offline. Never open-sourced.