Build Production Agentic AI
in Days, Not Months
Combine Cerebe cognitive services with the Sage agentic framework to ship Level 3+ autonomous AI products with persistent memory, multi-agent reasoning, and full observability — engineered through Dark Factory, our autonomous AI-native SDLC.
What ships you to production
Autonomous SDLC. Agentic scaffold.
Cognitive backend.
Dark Factory ships your code with deterministic gates and adversarial multi-model review. Sage scaffolds a production-grade agentic app on top. Cerebe provides the persistent memory + LLM routing + meta-learning that make agents actually useful.
The SDLC
Dark Factory
The autonomous AI-native software development lifecycle. Agents author, critic, validate, and ship with deterministic safety gates from PRD to production.
- Multi-vendor adversarial review (Cursor + Codex + Gemini + Grok)
- Per-SHA evidence binding for every gate verdict
- Declarative branch-protection with drift detection
- Cycle-doc traceability — every commit ties to an approved plan
- Trusted-surface rebind closes self-modifying-policy attacks
- SOC2-grade bypass trail — every override is an audited event
The Scaffold
Sage
The agentic application framework. Generates a complete FastAPI + Next.js + Helm project wired to Cerebe — production-grade from the first commit.
- FastAPI + LangGraph backend with ReAct loops + specialist delegation
- Next.js 14 frontend with conversation history and contextual AI
- Helm charts, ArgoCD GitOps, k3d local + GKE/EKS/AKS production
- Clerk SSO/SAML auth + OpenTelemetry observability built-in
- Database patterns: PostgreSQL + Alembic + async sessions
- Opinionated where it matters; ejectable everywhere it doesn't
The Engine
Cerebe
The cognitive services platform. Persistent memory, LLM routing, prompt management, multi-agent coordination, and meta-learning — through one API.
- Hybrid memory fabric: working, episodic, long-term (Qdrant + Neo4j)
- Capability-based LLM routing — switch models without code changes
- Versioned prompts with A/B evaluation (LangSmith integration)
- PLRE meta-learning loop: Plan → Learn → Reflect → Evolve
- Multi-agent deliberation with shared scratchpad
- Cloud, VPC, or fully on-prem — your data, your residency
Why Momentiq
The best of every approach,
none of the trade-offs.
vs. Manual SDLC
Automated review with deterministic gates
Teams shipping with Cursor and Copilot still review every PR by hand. Dark Factory automates the review with deterministic gates — the critic refuses APPROVED without evidence, and CI re-enforces the same invariants on the pushed SHA. Humans direct; agents implement.
vs. AI Frameworks
Production from day one
LangChain, CrewAI, AutoGen give you building blocks. Sage gives you a deployable product on day one: auth, observability, conversation history, polished UI, infrastructure — already built and wired to Cerebe.
vs. No-Code Builders
Real code you own
Lovable and Replit generate prototypes locked in their runtime. Sage generates standard FastAPI + Next.js + Helm. You modify it, deploy it anywhere, and own every line.
vs. Enterprise Platforms
Ship in days, not quarters
Salesforce Agentforce and Microsoft Copilot Studio lock you into their ecosystems. Momentiq is cloud-agnostic, on-prem deployable, and you keep your data, your models, and your engineering velocity.
Get Started
Build at AI-native velocity.
Join the early access program. We work directly with teams to scaffold their first agentic product with Sage, wire it to Cerebe, and stand up the Dark Factory pipeline that ships it.