Whitepaper / Network and Trust

Security and Risk

Ghast AI addresses commercial accountability for a defined service outcome. Secure execution also depends on data protection, runtime controls, payment infrastructure, and financing risk management.

Risk boundaries

Risk Design response Boundary
Vague promise Claim and evidence requirements Only narrow, testable claims enter Verification
Failed or partial delivery Verification, payment hold, and challenge Evidence can be incomplete or ambiguous
Weak Creator incentives Creator Bond and breach slash Economic accountability aligns incentives but does not guarantee delivery
Frivolous challenge Challenge Bond and duplicate-challenge controls Economic friction reduces but cannot eliminate coordinated abuse
Reviewer error or collusion Evidence-based review, conflict rules, and appeals Conclusions remain bounded by the available evidence
Workflow or data leakage Selective disclosure and access controls Runtime permissions and data security remain essential
Compromised agent or tool Runtime permissions and security Protocol covers only properties in the claim
Non-deterministic output Bounded criteria and tolerances Objective verification varies by service
Contract or custody failure Contract and custody controls Technical and custody risk cannot be eliminated
Financing loss Capability eligibility, senior/junior loss allocation, and Underwriting Stake Capital remains at risk and returns are not guaranteed
Related-party or circular activity Counterparty attribution and revenue-quality filters Sybil identities and collusion can still distort observed demand

Verification boundary

“Verified” means that evidence met a particular claim through the applicable process. Its scope is exactly that claim: delivery speed, correctness, benchmark execution, profitability, and workflow integrity are separate properties unless the Defined Claim explicitly covers them.

Capabilities therefore use narrow, testable claims. Verifiable Delivery applies where meaningful criteria and evidence can be defined.

Runtime and infrastructure security

Execution by agents can introduce unauthorized tool use, prompt injection, credential exposure, malicious inputs, and unintended external actions. Runtime protection requires sandboxing, permissions, secrets management, monitoring, and human approval alongside claims and Settlement controls.