Open to opportunities

Manuel Kolanjian

@manuelkolanjian

AI Developer and Software Engineer building production-grade LLM systems with structured outputs, RBAC, and usage analytics.

Lebanon

Message

What I'm looking for

I’m looking to build governed, production-ready AI features—structured outputs, reliability testing, RBAC, and measurable analytics—especially in ERP-focused products where intelligent automation and predictive capabilities create real client value.

I’m an AI Developer and Software Engineer who designs and ships AI-powered systems that reliably integrate into real backend workflows. I built a production-grade decision intelligence platform that turns unstructured inputs into structured, actionable outputs using LLMs—backed by prompt engineering, validation, and token-usage analytics.

I specialize in turning AI capabilities into governed, measurable features: I implemented structured output handling, validation mechanisms, and role-based access control (RBAC) across AI features and backend operations. I also focus heavily on API integration quality—testing edge cases, ensuring predictable response structure, and validating reliability across third-party services.

From self-hosting on Linux VPS (Nginx, staging/production, automated backups) to end-to-end ownership of architecture, development, DevOps, and testing, I bring a strong delivery mindset. I’m excited to apply this experience to Azkatech’s ERP ecosystem—embedding intelligent automation and predictive features that deliver measurable client value.

Experience

Work history, roles, and key accomplishments

Current

AI Systems Engineer

Current

Self-Employed

Jan 2025 - Present (1 year 4 months)

Designed and built SoliDecision, a production-grade decision intelligence platform integrating LLMs into backend workflows with structured outputs, RBAC, and token-usage analytics. Self-hosted on a Linux VPS and delivered API validation, edge-case testing, and end-to-end deployment automation.

Prompt Engineering RBAC Token Usage Analytics REST API Development Data Validation Playwright Testing Linux VPS Deployment

Current

Manager

Current

Sama Anjar Resort

Jan 2025 - Present (1 year 4 months)

Oversee daily operations, budgeting, and marketing while translating operational needs into structured workflows. Applied business-process intuition aligned with functional ERP consulting contexts.

Operations Management Budgeting Marketing Workflow Design Business Process Mapping Process Optimization

Web Developer (C# .NET MVC)

Onsite S.A.L

Jul 2024 - Dec 2024 (5 months)

Developed and maintained web application features using C# and .NET Core MVC with a focus on data integrity and reliable workflow execution. Integrated Google Sheets API and Office 365 to automate form submissions, email workflows, and data synchronization.

C# .NET Core REST API Development Sheets API Data Integrity Encryption Decryption Flows JsPDF Certificate Generation Automation

QA / Automation Specialist

Onsite S.A.L

May 2023 - Jul 2024 (1 year 2 months)

Executed functional, regression, and integration testing across multiple release cycles, including API testing for request/response structure and data consistency. Built Playwright E2E and API automation suites, and managed defect tracking and retesting in Jira with developer collaboration.

API Testing Regression Testing Integration Testing Test Automation Test Case Maintenance