Applied AI & LLM systems
Build AI assistants, agents, RAG workflows, structured outputs, tool calling, and business-data intelligence with validation and guardrails.
Applied AI · Full-Stack · Automation · Business Data
I build production AI, automation, and business data systems.
I'm Florian Assous, an Applied AI Engineer & Full-Stack Automation Consultant with 9+ years of experience building business automation, API integrations, data systems, internal applications, and reporting workflows.
Universal DB AI shares practical engineering guides and the approaches I use when working with AI, APIs, SQL, Odoo, automation, and production infrastructure.
Core technologies
LLMs & AI AgentsRAGTypeScriptNode.jsNext.jsReactPostgreSQLMySQLOdooREST APIsMake.comn8nDockerLinux
Live AI product
Speak To Your Database
An AI business-data intelligence application that lets teams ask questions about PostgreSQL, MySQL, and supported Odoo environments using natural language and receive explainable, SQL-verifiable answers.
It combines schema understanding, business metadata, LLM orchestration, tool calling, repeatable evaluation workflows, SQL validation, credential protection, and read-only database guardrails.
Problems I help solve
Most projects start with an operational problem rather than a technology choice.
- •You want to connect AI to real business data without building a fragile demo.
- •Your teams still copy data manually between CRMs, spreadsheets, forms, and internal tools.
- •Your reporting is difficult to trust because data is duplicated, incomplete, or spread across systems.
- •You run Odoo or other self-hosted business systems and need safer integrations, deployment, and backups.
Engineering focus
Automation & API integration
Connect CRMs, Odoo, spreadsheets, forms, emails, databases, and APIs with reliable automation and error handling.
Business data & reporting
Turn fragmented operational data into reliable SQL-backed reporting, dashboards, internal tools, and AI workflows.
Full-stack applications
Build business applications across frontend, backend APIs, databases, authentication, AI workflows, and deployment.
Odoo & infrastructure
Support Odoo integrations, self-hosted environments, PostgreSQL access, HTTPS deployment, backups, migrations, and security reviews.
Technical consulting
Turn an operational problem into a clear architecture, realistic scope, and maintainable implementation.
Practical engineering guides
Technical notes and checklists for working more safely with Odoo, infrastructure, automation, and business systems.
Secure Odoo on a VPS
An audit-first checklist for exposed ports, weak SSH, public PostgreSQL, and risky database manager routes.
Read guide →Host Odoo on a subdomain with HTTPS
Expose Odoo safely through Nginx, HTTPS, and correct proxy headers while keeping Odoo and PostgreSQL private.
Read guide →Odoo backups: database, filestore, modules
What a complete, restorable Odoo backup includes — and why a database dump alone is not enough.
Read guide →Safe Odoo sandbox environment
Build a separate environment to test automation, migrations, and restores without touching production.
Read guide →Odoo migration planning
Review modules, data, and integrations with rollback thinking before attempting a version upgrade.
Read guide →Need help with a project?
I also work with companies on remote consulting, freelance, subcontracting, and project-based engineering engagements.
•Applied AI & LLM Development
•Full-Stack AI Applications
•Automation & API Integration
•SQL, Data Intelligence & Reporting
•Odoo Integration & Technical Consulting
•Infrastructure & Security Reviews
Have an AI, automation, data, API, or Odoo problem?
Send me the business problem, the systems involved, and what you want the final workflow to achieve. I can help assess the architecture and turn it into a practical implementation.