What we build
Evaluation infrastructure for agent autonomy, with specialties in agent payments and zero-knowledge verification. Verification before trust, applied wherever being wrong has consequences.
Evaluation-Gated Autonomy
For teams putting AI agents into production who need autonomy to expand only as the system earns it.
We build the evaluation layer that decides when an agent has earned its next increment of autonomy. Eval harnesses score real behavior, trust ramps gate each step, and rollback stays available at every consequential decision. The system widens its own scope only as the evidence supports it.
- -Autonomy gets granted before behavior is measured
- -No score for when an agent has earned more scope
- -Regressions reach production undetected
- -No rollback when a decision carries real cost
- -Eval harnesses that score real agent behavior
- -Trust ramps that gate each increment of autonomy
- -Rollback available at every consequential decision
- -Scope that widens only as the evidence supports it
- -Expanding what an agent does without supervision
- -Moving agents from assisted to autonomous operation
- -Placing agent decisions where mistakes carry cost
- -Needing measured evidence before granting more autonomy
- Eval Harness Design: Scoring real agent behavior against production criteria
- Trust Ramp Implementation: Staged autonomy gates with rollback at each step
- Advisory: Evaluation strategy for production agent autonomy
Payment Infrastructure for Agents
For platforms that need agents to handle payments autonomously.
We build payment systems designed for AI agents using the x402 protocol and blockchain rails. Agents that pay for API calls, compensate other agents, and handle microtransactions under deterministic controls, with verification before any funds move.
- -Agent-to-agent payments
- -Autonomous API usage and billing
- -Micropayment infrastructure
- -Multi-agent marketplaces
Native agent payment flows
Base, Ethereum L2s
Agent payment integration
USDC and stablecoin infrastructure
- -Payment system design
- -x402 integration and implementation
- -Smart contract development for agent payments
Blockchain + ZK for Agent Systems
For teams that need verifiable, privacy-preserving, or on-chain agent capabilities.
We apply blockchain and zero-knowledge cryptography to agent systems: verifiable execution, private agent state, on-chain coordination, and cryptographic proofs of what an agent did.
- -Verifiable agent execution (prove the agent ran correctly)
- -Private agent state (agents that don't leak data)
- -On-chain agent coordination
- -Cryptographic audit trails for agent actions
Noir, Circom
Agent coordination on-chain
Infrastructure for provable execution
Semaphore and related systems
- -System design and architecture
- -ZK circuit implementation
- -Smart contract development
- -Integration with agent systems
Ready to put agents into production with autonomy you can trust?
Let's discuss your project.
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