AI-Powered Compiler

The Cognitive Software Compiler

From specification to production in minutes. Write a .dmx spec, compile to complete microservices with 119 quality gates, enterprise compliance, and zero boilerplate. Everything beyond the Compiler Wall is 100% deterministic.

119 Gates200+ Emitters100+ Passes49 Technologies

No credit card required · Free tier available

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
  }
}

How It Works

A cognitive compiler pipeline — like LLVM for enterprise software. From DMX specification to production-ready microservices in six deterministic steps.

01

Spec

Write your platform specification in DMX — entities, APIs, flows, security, infrastructure.

02

Validate

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

03

Compile

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

04

Emission

200+ code emitters. Targets: Python/FastAPI, SQL, Docker, configs. Java/Spring Boot (WIP).

05

Quality Gates

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

06

Test & Provenance

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

Compilation Stack

Compiles to 49 production technologies

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

PythonPython
FastAPIFastAPI
JavaJava
Spring BootSpring Boot
PostgreSQLPostgreSQL
RedisRedis
DockerDocker
KongKong
PythonPython
FastAPIFastAPI
JavaJava
Spring BootSpring Boot
PostgreSQLPostgreSQL
RedisRedis
DockerDocker
KongKong
PythonPython
FastAPIFastAPI
JavaJava
Spring BootSpring Boot
PostgreSQLPostgreSQL
RedisRedis
DockerDocker
KongKong
PythonPython
FastAPIFastAPI
JavaJava
Spring BootSpring Boot
PostgreSQLPostgreSQL
RedisRedis
DockerDocker
KongKong
SQLAlchemySQLAlchemy
PydanticPydantic
CeleryCelery
PrometheusPrometheus
ClickHouseClickHouse
AlembicAlembic
NginxNginx
JUnitJUnit
SQLAlchemySQLAlchemy
PydanticPydantic
CeleryCelery
PrometheusPrometheus
ClickHouseClickHouse
AlembicAlembic
NginxNginx
JUnitJUnit
SQLAlchemySQLAlchemy
PydanticPydantic
CeleryCelery
PrometheusPrometheus
ClickHouseClickHouse
AlembicAlembic
NginxNginx
JUnitJUnit
SQLAlchemySQLAlchemy
PydanticPydantic
CeleryCelery
PrometheusPrometheus
ClickHouseClickHouse
AlembicAlembic
NginxNginx
JUnitJUnit

Everything you need to ship

DevMatrix handles the entire compilation pipeline so you can focus on what matters — your product specification.

DMX Specification

Define your entire platform in a single declarative spec — entities, APIs, flows, security, infrastructure, and more.

Deterministic Compilation

The Compiler Wall separates probabilistic AI from deterministic infrastructure. Same spec, same output — every time. No hallucinations, no randomness.

119 Quality Gates

Every module passes 119 automated gates across BLOCK, WARN, and INFO severity levels. OWASP, performance, compliance, and architecture validation.

Auto-Generated Test Suite

38,000+ tests across contract, behavior, security, and validation tiers. Full Merkle-tree provenance from spec to code.

Multi-Tenant & Event-Driven

Built-in tenant isolation, row-level security, event bus, saga patterns, and cross-module communication.

Real-Time Monitoring

Monitor compilation progress, quality scores, and deployment status. Full observability out of the box.

DMX vs. AI App Builders

DevMatrix is not an AI app generator — it is a deterministic compiler. The difference is architectural, not incremental.

DimensionDevMatrixLovableReplit AgentDevinv0
ApproachDeterministic compilerLLM prompt → React appAI agent + cloud IDEAutonomous AI engineerLLM prompt → Next.js app
Determinism100% — same spec, same outputNon-deterministicNon-deterministicNon-deterministicNon-deterministic
Quality Assurance119 automated gatesNone built-inNone built-inSelf-review (LLM)AutoFix model (errors only)
Test Generation38,000+ auto-generatedNoneManual / suggestedPartial, non-deterministicNone
ProvenanceFull Merkle-tree traceabilityNoneNoneNoneNone
BackendFull — FastAPI + DB + auth + middleware (Spring Boot WIP)BaaS only (Supabase)LLM-generated (variable quality)LLM-generated (variable quality)Minimal (Next.js API routes)
FrontendRoadmap — backend-first compilerReact + TailwindLLM-generated (any framework)LLM-generated (any framework)Next.js + Tailwind + shadcn
InfrastructureDocker, Compose, Kong, Nginx, Traefik, configsManaged (no control)Managed (Replit hosting)Manual setup requiredManaged (Vercel only)
Code Ownership100% yours — clean architecture, full sourceAccessible via GitHub syncAccessible (export)Accessible (your repo)Accessible via GitHub sync
Deploy AnywhereAny provider — Docker portableLocked to Supabase + NetlifyLocked to Replit (or export)Any (manual deploy)Locked to Vercel
ReproducibilityByte-identical across runsVaries per promptVaries per promptVaries per runVaries per prompt
Enterprise ComplianceOWASP, SOC 2, HIPAA, PCI DSS, GDPR, ISO 27001NoneNoneNoneNone

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)
}
}

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

Simple, transparent pricing

Start free. Scale when ready.

Free
Explore DevMatrix with one compilation.
$0/forever
  • 1 compilation
  • 1 module
  • 5 entities
  • Community support
  • Basic quality gates
Start Free
Startup
Coming Soon
For startups building their first platform.
  • Unlimited compilations
  • Up to 5 modules
  • 50 entities
  • Email support
  • Full quality gates
  • Test suite generation
Pro
Coming Soon
For teams building production software.
  • Unlimited modules
  • Unlimited entities
  • Priority compilation
  • Advanced analytics
  • Full provenance
  • Dedicated support
Enterprise
Coming Soon
For organizations with custom requirements.
  • Dedicated infrastructure
  • SLA guarantee
  • Custom integrations
  • SSO / SAML
  • On-premise option
  • Phone support

Frequently Asked Questions

Get in Touch

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

Location

Marbella, Spain

Serving customers worldwide