Foundry is a deterministic system: it never guesses. When agent output is ambiguous, incomplete, or deviates from the expected format, Foundry responds with a fixed escalation path rather than proceeding silently.
max_retries
retry_policy.max_retries
BLOCKED
The supervisor halts the entire pipeline immediately on:
CURSOR_EXEC_FAILURE
OUTPUT_FORMAT_INVALID
RESOURCE_EXHAUSTED
Foundry never auto-resolves ambiguity by making assumptions. The operator sets intent via tasks and acceptance criteria: if that intent is unclear to the agent, the system surfaces it rather than inventing an answer. This is strict determinism in practice.