Enables generating falsifiable fleet hypotheses, compiling them into minimal bounded probe plans with control cohorts, and evaluating observations to return supported, refuted, or inconclusive verdicts.
Enables agents and security automation to adjudicate proposed defense mutations against a sealed, canonicalized attack scenario, enforcing reproduction, impact-screening, regression, and proven-improvement gates before promoting at most one candidate. Every verdict, rejected candidate, and rejection reason is sealed into a recomputable SHA-256 Merkle evidence root and hash-linked lineage that can be independently verified without trusting the server.
Enables security remediation as one auditable transaction: freezing pre-change exposure, computing blast radius, gating on policy and approval, binding execution receipts, verifying post-state, and rolling back on failure, all sealed in a SHA-256 evidence chain.
Enables deterministic what-if analysis of exposure remediation by simulating bounded interventions against a sealed baseline graph, then ranking scenarios by weighted risk, reachable attack surface, and cost while marking Pareto-efficient options.
Enables analysis of normalized scan findings as immune signals to discover co-occurring fleet threat patterns, synthesize non-executing defensive recipes, recall successful outcomes, and plan adjacent-cohort targeting via MCP tools.