Emman B.
Senior AI Engineer
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About
Manuelito A. is an accomplished AI Engineer and Apps Security & MLOps Specialist, with over nine years of experience in designing data-driven, cloud-native systems across sectors such as finance, healthcare, logistics, and manufacturing. Known for expertise in developing comprehensive AI solutions, he has significantly reduced deployment cycles and manual workflows by leveraging Kubernetes, AWS Lambda, and Terraform technologies. His prowess in bridging business requirements with technical automation is evident through hands-on projects in fraud detection and predictive modeling. Manuelito’s role as a consultant with Barley L.U.T / GAFA involves managing financial portfolios for high-rise constructions and automating financial data pipelines with Snowflake architecture. His application support credentials highlight his ability to maintain software solutions for diverse clients, ensuring operational stability with advanced tools like Microsoft SQL Server. As a specialist in application security, Manuelito implements threat modeling and security automation, with a focus on protecting AI-driven systems.
Experience
AI Engineer | DevOps & Data Solutions Consultant
Barley L.U.T / GAFA · 2015 — 2026Served as an Accountant ANALYST for various construction projects, overseeing financial portfolios related to building, road, and bridge developments. Monitored job costs related to heavy equipment and materials, managed billing cycles using AIA G702 and G703 forms, and tracked retention withholdings across subcontractors. Conducted cash flow audits and coordinated with project managers to reconcile site logs with vendor invoices. Provided rigorous auditing of subcontractor compliance and developed automated data pipelines to enhance bookkeeping accuracy. Created financial summaries and predictive forecasts for project profitability.Snowflakes Data Engineer
Barley L.U.T / GAFA · 2015 — 2026Engineered automated Service-Oriented Architecture (SOA) data pipelines for SAP B1 and QuickBooks into a centralized Snowflake data warehouse using Medallion Architecture. Implemented data versioning and security while provisioning Azure ADLS Gen2 and Snowflake warehouses via Terraform. Coordinated Python ingestion processes for raw landing and rate limits handling. Enforced data quality tracking and schema management within the Snowflake environment. Reduced compute costs through optimized data access methods and automated notification systems.Application Support Specialist
Barley GAFA · 2015 — 2026Managed technical support and operational stability for high-priority client projects spanning logistics, e-commerce, and healthcare. Ensured system availability, leading incident and problem management efforts, including root cause analysis for complex issues. Utilized ServiceNow for ticket management and compliance with service level agreements (SLAs). Maintained enterprise database workflows with Microsoft SQL Server and facilitated CI/CD pipelines through GitLab and Jenkins. Provided tier-2 and tier-3 support for various SaaS platforms and performed code analysis and automation.Data System Manager
Barley L.U.T / GAFA · 2015 — 2026Assisted in building enterprise tech stacks focused on data management and predictive machine learning. Supported the implementation of MS SQL Server solutions and developed behavioral risk models in Julia. Aided in deploying predictive engines as REST APIs and optimizing event-driven workflows using Laravel and Redis queues. Implemented Change Data Capture (CDC) using Kafka for efficient data ingestion and monitored pipeline health.Application Security Management System
Barley L.U.T / GAFA · 2015 — 2026Specialized in application and product security, particularly in threat modeling, SAST, and DAST methodologies. Applied OWASP Top 10 standards for Large Language Models (LLM) to mitigate risks relevant to AI systems. Conducted secure code reviews and vulnerability management aligned with industry standards.AI Engineering & LLM Solutions
Barley L.U.T / GAFA · 2015 — 2026Engineered low-latency cloud architectures using AWS services such as SNS, SQS, and Lambda for AI workflows. Developed document synthesis engines and ingestion frameworks for various data sources, including SAP and IoT sensor data. Built fraud detection analytics pipelines using SQL and ML models.MLOps & Cloud Automation
Barley L.U.T / GAFA · 2015 — 2026Designed CI/CD pipelines for AI and ML projects and automated infrastructure provisioning with tools such as Terraform and Azure DevOps. Built and managed data lakes using Apache Spark and AWS services, streamlining data analytics processes.Data & Automation Engineering
Barley L.U.T / GAFA · 2015 — 2026Optimized SSIS and SQL Server workflows for efficient data processing. Executed web and GUI automation tasks using Selenium and PyAutoGUI, applying these frameworks in various cloud environments.IT Sales & Data Analyst
ABSID Consulting · 2010 — 2015Automated financial reporting pipelines to streamline operations, significantly reducing reliance on manual Excel processes. Developed SQL-driven dashboards integrated with Power BI for clients in accounting and ERP sectors.Planner
SFI Consulting · 2003 — 2010Conducted statistical analyses on sales and supply, utilizing Excel-based predictive models. Produced predictive reports for fraudulent transactions within the supply chain.
Skills & Expertise
Education
- M.S. Information Technology (Ongoing)L.I.T, Tacloban, Philippines · 2023 — Present
- B.A. EconomicsL.I.T, Tacloban, Philippines · 1996 — 2002