Problem before model
Begin with the workflow, user, objective, and constraints.
ABOUT / CEREBRIX.DEV
Engineering intelligence into useful software.
Cerebrix.dev is a custom AI and software consulting company focused on systems that are useful, dependable, maintainable, and ready for real operational environments.
We work across AI engineering, software development, integration, model adaptation, prompt engineering, testing, and deployment.
01 / OUR PERSPECTIVE
The model is only one part of the system.
Production AI depends on the software around it: data pipelines, retrieval, permissions, interfaces, tools, business rules, evaluations, monitoring, human review, and operational ownership.
Cerebrix.dev approaches AI as a systems-engineering discipline rather than an isolated model integration.
02 / PRINCIPLES
Production over prototype
Design for deployment, maintainability, support, security, and improvement.
Evidence over hype
Use evaluations, testing, monitoring, and measurable outcomes.
Security by design
Build permissions, validation, auditability, and escalation into architecture.
Quality throughout
Test software, data, retrieval, prompts, model behavior, tools, and workflow.
03 / WHAT WE PROVIDE
Strategy through optimization, under one delivery model.
[ AI strategy ][ Agent engineering ][ RAG systems ][ LLM adaptation ][ Prompt systems ][ Web and mobile ][ Enterprise integration ][ Quality engineering ][ Deployment ]
LET'S DEFINE THE RIGHT SYSTEM
Build something useful, dependable, and ready to operate.
Start with the problem, operating environment, and outcome that matter.