Enforce artifact-contract, presence, dependency, freshness, and cross-reference correctness for the artifact graph.
Reuse prior work only when hashes, dependencies, and artifact semantics still support it.
Normalize remote configuration and connection hints into machine-readable, ambiguity-aware remote artifacts.
Run a bounded, evidence-heavy cribdrag workflow for suspected keystream reuse and XOR-style leakage.
Drive decode-first problems through explicit candidate generation, convergence tests, and branch stop conditions.
Map mixed decode-plus-crypto chains into explicit stages, transitions, and evidence-backed branch routes.
Build explicit vulnerability hypotheses with preconditions, discriminators, costs, scores, and attack-family context.
Inventory the challenge, classify the route, map the attack surface, and create the first durable state snapshot.