Justin

Key Skills

Software

AWS SageMaker

Top Subject Matter

Agentic AI for security auditing in cloud (VPC configuration verification)

Technical valuation

budgeting precision auditing

Top Data Types

Text

Image

Computer Code Programming

Top Task Types

Transcription

Text Summarization

Text Generation

Object Detection

Data Collection

Freelancer Overview

DevOps Engineer Intern (DevOps Micro Internship by Pravin Mishra) — Agentic AI auditing subagents and automated evaluati. Brings 3+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal, Proprietary Tooling, and N. Education includes Post Graduate Degree in Information Technology, National Open University (2013) and Bachelor of Science, Nnamdi Azikiwe University (2018). AI-training focus includes data types such as Computer Code and Programming and labeling workflows including Function Calling, Evaluation, and Rating.

Labeling Experience

DevOps Engineer Intern (DevOps Micro Internship by Pravin Mishra) — Agentic AI auditing subagents and automated evaluation workflows

Function Calling

Worked on agentic AI auditing subagents to support security checks of VPC configurations and reduce manual auditing effort. Implemented agent workflows using the SAY-DO-LOG framework and Model Context Protocol (MCP) for structured agent execution. Integrated the auditing agents into deployment pipelines to enable automated runs as part of cloud operations. • Designed security-auditor subagent behaviors within the SAY-DO-LOG framework • Used MCP to provide context and enable agentic function interactions • Reduced manual auditing time for VPC configuration reviews • Ensured deployment automation via CI/CD pipelines

2026 - Present

Estimator and Cost Consultant — Precision auditing and evaluation using structured cost estimation outputs

Applied analytical frameworks to support technical valuations and precision auditing of cost estimates for large-scale projects. Produced Bills of Quantities (BOQ) for complex tenders with emphasis on accuracy to prevent budget overruns. Translated budgeting and reporting improvements into repeatable methods used for cloud FinOps and infrastructure efficiency. • Developed BOQ and budgeting artifacts for tender cost estimation accuracy • Performed technical valuations and data-driven cost advice for stakeholders • Improved project tracking efficiency using structured reporting for data integrity • Extended precision auditing methodology to cloud FinOps and infrastructure efficiency

2024 - Present

Education

Work History