Language Agent
Ada maps computation models.
Scans syntax, type system, runtime, error model and ecosystem, then maps each language into the shared Pcaml vocabulary.
- Language -> Pcaml IR
- Paradigm comparison
- Distinctive 20% extraction
Pengyi Caml / AI-native engineering meta-layer
Pcaml turns Data, Type, State, Invariant, Interface and Boundary into language-specific implementations, tests and benchmark gates.
Four-agent studio
Language Agent
Scans syntax, type system, runtime, error model and ecosystem, then maps each language into the shared Pcaml vocabulary.
Design Agent
Builds domain models, state transitions, interfaces and module boundaries before implementation starts.
Review Agent
Compares code against Pcaml IR, searches for broken contracts, hostile edge cases and claims that lack evidence.
Builder Agent
Generates small implementations, test fixtures and benchmark runs from the explicit model instead of improvising code.
System Design IR
OrderState materialization
Build flow
Domain model and constraints enter the system.
Types, states, invariants and interfaces become explicit.
The target implementation follows the shared model.
Tests, benchmarks and human review decide promotion.
Evidence state
Docs, IR direction and agent contracts exist.
Local validation script and TypeScript order invariants.
No OCaml runtime or cross-language parity is claimed yet.