Compilation Infrastructure

The Compilation Layer for Deterministic Software

DevMatrix is the deterministic compilation layer between specification and production infrastructure. Define systems in DMX, compile through 119 quality gates and 100+ cognitive passes. Every artifact is reproducible, traceable, and provenance-verified. Everything beyond the Compiler Wall is zero-randomness.

119 Gates200+ Emitters100+ Passes49 Technologies

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Technical Preview · Application required

crm.dmx

spec CRM {
  module Contacts {
    entity Contact {
      name: String @required
      email: Email @unique
      company: Ref<Company>
      tags: List<Tag>
    }

    api REST {
      endpoints: [CRUD, search, bulk]
      auth: JWT
      rate_limit: 100/min
    }
  }

  compile {
    target: python_fastapi
    db: postgresql
    quality_gates: 100
  }
}

The Compilation Pipeline

A multi-phase compilation pipeline — like LLVM for enterprise systems. Six deterministic stages transform a DMX specification into verified, deployable infrastructure.

Specification

Define system architecture in DMX — entities, APIs, data flows, security policies, infrastructure topology.

Validate

Syntax and correctness verification. Every reference, type, and constraint checked.

Compile

100+ cognitive passes across 16 phases. Pure IR transforms — no side effects, fully deterministic.

Emission

200+ emitters targeting Python/FastAPI, SQL, Docker, infrastructure configs. Java/Spring Boot (WIP).

Quality Gates

119 automated gates: BLOCK (fatal), WARN (advisory), INFO (telemetry). OWASP, performance, compliance.

Test & Provenance

38,000+ auto-generated tests. Full Merkle-tree provenance — complete traceability from spec to code.

Specification

Define system architecture in DMX — entities, APIs, data flows, security policies, infrastructure topology.

Validate

Syntax and correctness verification. Every reference, type, and constraint checked.

Compile

100+ cognitive passes across 16 phases. Pure IR transforms — no side effects, fully deterministic.

Emission

200+ emitters targeting Python/FastAPI, SQL, Docker, infrastructure configs. Java/Spring Boot (WIP).

Quality Gates

119 automated gates: BLOCK (fatal), WARN (advisory), INFO (telemetry). OWASP, performance, compliance.

Test & Provenance

38,000+ auto-generated tests. Full Merkle-tree provenance — complete traceability from spec to code.

Read the full pipeline specification →

Compilation Stack

Compiles to 49 production technologies

One DMX specification, full-stack output across languages, frameworks, and infrastructure.

Python

FastAPI

Java

Spring Boot

PostgreSQL

Redis

Docker

Kong

Python

FastAPI

Java

Spring Boot

PostgreSQL

Redis

Docker

Kong

Python

FastAPI

Java

Spring Boot

PostgreSQL

Redis

Docker

Kong

Python

FastAPI

Java

Spring Boot

PostgreSQL

Redis

Docker

Kong

SQLAlchemy

Pydantic

Celery

Prometheus

ClickHouse

Alembic

Nginx

JUnit

SQLAlchemy

Pydantic

Celery

Prometheus

ClickHouse

Alembic

Nginx

JUnit

SQLAlchemy

Pydantic

Celery

Prometheus

ClickHouse

Alembic

Nginx

JUnit

SQLAlchemy

Pydantic

Celery

Prometheus

ClickHouse

Alembic

Nginx

JUnit

Compiler Infrastructure

The compilation layer that transforms declarative specifications into verified, production-grade infrastructure. Every component below operates deterministically.

DMX Specification

A declarative specification language for describing complete system architectures — entities, APIs, data flows, security policies, and infrastructure topology.

The Compiler Wall

The architectural boundary between probabilistic input and deterministic output. LLM involvement terminates at spec authoring. Everything beyond the wall — parsing, passes, emission, verification — is zero-randomness infrastructure.

Verification Gates

119 automated verification gates across three severity tiers. OWASP compliance, performance validation, architectural correctness, and security policy enforcement — applied to every compilation artifact.

Test Infrastructure

38,000+ tests generated per compilation across contract, behavior, security, and validation tiers. Full Merkle-tree provenance ensures traceability from specification to every emitted artifact.

System Primitives

Tenant isolation, row-level security, event-driven architecture, saga orchestration, and cross-module communication — compiled as first-class infrastructure primitives, not bolted-on patterns.

Compilation Observability

Real-time compilation telemetry, quality gate reporting, and artifact tracking. Full observability into every stage of the compilation pipeline.

A Different Category

AI app builders generate code. DevMatrix compiles infrastructure. These are fundamentally different architectures with fundamentally different reliability guarantees.

Dimension	DevMatrix	Lovable	Replit Agent	Devin	v0
Architecture	Deterministic compilation infrastructure	LLM prompt → React app	AI agent + cloud IDE	Autonomous AI engineer	LLM prompt → Next.js app
Reproducibility Guarantee	Guaranteed — same spec, same artifact, every compilation	Non-deterministic	Non-deterministic	Non-deterministic	Non-deterministic
Verification Layer	119 automated gates	None built-in	None built-in	Self-review (LLM)	AutoFix model (errors only)
Test Infrastructure	38,000+ auto-generated per compilation	None	Manual / suggested	Partial, non-deterministic	None
Artifact Provenance	Merkle-tree verified — spec to artifact	None	None	None	None
Backend Infrastructure	Full — FastAPI + DB + auth + middleware (Spring Boot WIP)	BaaS only (Supabase)	LLM-generated (variable quality)	LLM-generated (variable quality)	Minimal (Next.js API routes)
Frontend Layer	Roadmap — backend-first compiler	React + Tailwind	LLM-generated (any framework)	LLM-generated (any framework)	Next.js + Tailwind + shadcn
Deployment Primitives	Docker, Compose, Kong, Nginx, Traefik, configs	Managed (no control)	Managed (Replit hosting)	Manual setup required	Managed (Vercel only)
Source Ownership	100% yours — clean architecture, full source	Accessible via GitHub sync	Accessible (export)	Accessible (your repo)	Accessible via GitHub sync
Deployment Portability	Any provider — Docker portable	Locked to Supabase + Netlify	Locked to Replit (or export)	Any (manual deploy)	Locked to Vercel
Reproducibility	Byte-identical across runs	Varies per prompt	Varies per prompt	Varies per run	Varies per prompt
Enterprise Compliance	OWASP, SOC 2, HIPAA, PCI DSS, GDPR, ISO 27001	None	None	None	None

Read the full architectural comparison →

What is DMX?

DMX is a purpose-built specification language for declaring complete software platforms. One .dmx file describes entities, APIs, business flows, state machines, security policies, and infrastructure — the compiler handles the rest. Write directly (zero LLM) or use LLM-assisted authoring with critic validation. ~$68 one-time LLM cost for 17 microservices — zero marginal cost after compilation.

At a Glance

microservice_patient.dmx

service "microservice_patient" {
  version     = "1.0.0"
  port        = 8002
  api_prefix = "/v1"
  database    = "microservice_patient_db"
  compliance ["SOC2", "GDPR"]
  depends_on {
    microservice_identity imports [Workspace]
  }
}
entity Patient {
  @aggregate_root
  @tenancy(workspace, workspace_id)
  @soft_delete
  id             UUID         @pk @default($computed.uuid)
  workspace_id UUID         @fk(Workspace.id) @not_null
  first_name   String(100) @not_null
  last_name    String(100) @not_null
  email          String(255) @unique @sensitive
  status         Enum(ACTIVE, INACTIVE) @default("ACTIVE")
  created_at   DateTime    @default($computed.now)
}
api {
  POST "/patients" {
    permissions = ["patients:write"]
    request {
      first_name String(100) @required
      last_name  String(100) @required
      email        String(255)
    }
    response @entity(Patient) @status(201)
  }
  GET "/patients" {
    permissions = ["patients:read"]
    response @paginated(Patient)
  }
}

Read the Language Reference Explore the Pipeline Try It Now

Compilation Targets

One DMX spec, 49 technologies. DevMatrix compiles your specification into production-ready code across this entire stack.

Stable42 technologies

Partial7 technologies

Languages & Frameworks

Python 3.8+Stable
17 emitters
FastAPIStable
app, routes, middleware, CORS
Java 11+WIP
28 emitters
Spring Boot 3.xWIP
controllers, security, config
SQL (DDL/DML)Stable
entities + migrations

Databases

PostgreSQLStable
entities, Alembic, RLS
ClickHouseStable
DDL, query client, PII pipeline
RedisStable
async client, health, rate limit

ORMs & Data Layer

SQLAlchemy 2.0Stable
models, relationships
Spring Data JPAWIP
entities, repos, mappers
Pydantic v2Stable
request/response schemas
AlembicStable
Python migrations
LiquibaseWIP
Java migrations
Repository patternStable
Python + Java

Auth & Security

JWT (HS256/RS256)Stable
Python + Java
RBACStable
role-based access control
ABACStable
attribute-based policies
Row-Level SecurityStable
tenant isolation
CSRF / Security HeadersStable
CSP, HSTS
Rate LimitingStable
Redis-backed
Service-to-Service AuthStable
JWT key exchange
TOTP / 2FAWIP
IR + security emitter

APIs & Communication

REST APIsStable
FastAPI + Spring controllers
WebSocketsStable
real-time emitter
Inter-service HTTPStable
httpx async client
Service ContractsStable
JSON contract generation

Containers & Infra

DockerStable
Python + Java Dockerfiles
Docker ComposeStable
platform-wide orchestration
Kong API GatewayStable
routing + rate limiting
NginxStable
reverse proxy
TraefikStable
load balancer
.env TemplatesStable
auto-generated configs

Observability

PrometheusStable
metrics emitter
OpenTelemetryWIP
Java observability
JaegerStable
distributed tracing
Structured LoggingStable
JSON format
Health ChecksStable
liveness + readiness
Audit TrailWIP
middleware-based

Testing

pytestStable
unit + fixtures + conftest
JUnit 5WIP
tests + flows + infra
Integration TestsStable
dedicated emitter
Test Fixtures / SeedersStable
auto-generated

Business Logic

State MachinesStable
Python + Java emitters
Multi-step WorkflowsStable
service generation
Feature FlagsStable
service guards
Sequence GeneratorsStable
invoice numbering etc.
External AdaptersStable
generic HTTP calls
Multi-Tenant ConfigStable
entity, schema, routes
Distributed SagasWIP
saga steps + compensation

Async & Event-Driven

Redis StreamsStable
event bus
Celery TasksWIP
background jobs
Background JobsStable
service emitter
Task QueuesStable
service emitter

Storage

Object Storage (S3)WIP
upload logic
Cache StrategyWIP
Redis-backed

Build & Config

requirements.txtStable
Python deps
pom.xml (Maven)WIP
Java build
application.ymlWIP
Java config
Run / Seed ScriptsStable
auto-generated

Infrastructure Access

Access the compiler at every scale. From evaluation to dedicated infrastructure.

Technical Preview

Evaluate the compilation pipeline with a single compilation.

—

1 Platform
1 compilation
1 module
5 entities
Community support
Core verification gates

Apply

Startup

Coming Soon

For teams integrating deterministic compilation into their workflow.

—

1 Platform
Unlimited compilations
Up to 5 modules
50 entities
Engineering support
Full verification gates
Test infrastructure generation

Enterprise

Coming Soon

Dedicated compilation infrastructure with custom SLAs.

—

Unlimited Platforms
Dedicated compilation cluster
SLA guarantee
Custom emitter integrations
SSO / SAML
On-premise option
Dedicated engineering support

Frequently Asked Questions

Get in Touch

Have a question about DevMatrix? Want to discuss enterprise solutions? We'd love to hear from you.

Email

[email protected]

Location

Marbella, Spain

Serving customers worldwide

The Compilation Layer for Deterministic Software

The Compilation Pipeline

Specification

Validate

Compile

Emission

Quality Gates

Test & Provenance

Specification

Validate

Compile

Emission

Quality Gates

Test & Provenance

Compiles to 49 production technologies

Compiler Infrastructure

DMX Specification

The Compiler Wall

Verification Gates

Test Infrastructure

System Primitives

Compilation Observability

A Different Category

What is DMX?

At a Glance

Compilation Targets

Languages & Frameworks

Databases

ORMs & Data Layer

Auth & Security

APIs & Communication

Containers & Infra

Observability

Testing

Business Logic

Async & Event-Driven

Storage

Build & Config

Infrastructure Access

Frequently Asked Questions

What is DMX?

How is this different from code generation?

What languages/frameworks does it support?

Is DevMatrix tied to a specific domain or industry?

How does DevMatrix relate to AI coding assistants?

What is the Compiler Wall?

How much does a compilation cost?

Can I customize the generated code?

Is my spec data secure?

What does deterministic compilation mean?

Get in Touch

Email

Location