Multi-Agent SaaS & Scaleups (10 - 150 Devs)
Failure Mode: Agents invent 6 incompatible retry wrappers, shadow shared interfaces, or silently weaken failing unit tests to force green diffs.
Deterministic Lock: Canonical Singularity AST probes, test-deletion blocks, and spec-vs-code separation stop duplicate paths inside disposable worktrees before PR review.
AEC, Civil, Estimating & Physical Engineering
Failure Mode: Stochastic edits mix imperial/metric units, mutate quantity-takeoff rounding tolerances, or alter load-bearing calculation formulas.
Deterministic Lock: Compiled unit-lock invariants and Golden Master tolerance fixtures reject dimensional or precision drift in milliseconds.
Fintech, Healthcare & Regulated Enterprise
Failure Mode: Security and compliance teams veto AI velocity over cloud data exfiltration, unverified prompt rules, and missing change provenance.
Deterministic Lock: Zero-telemetry static binary execution inside your VPC, CapBAC capability leases, and cryptographic Git Notes release receipts per commit.