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Ifeanyi O.

Ifeanyi O.

AI Product Management Cohort (Self-Directed Professional Development)

Canada flagLa Ronge, Canada

Key Skills

Software

Other

Top Subject Matter

LLM evaluation and AI output reliability (RAG, context windows, hallucinations, MCP)
Finance-domain LLM evaluation and rubric-based assessment
Legal Services & Contract Review

Top Data Types

TextText
DocumentDocument

Top Task Types

Text GenerationText Generation
Object DetectionObject Detection
RLHFRLHF
Fine-tuningFine-tuning
TranscriptionTranscription
Evaluation/RatingEvaluation/Rating
Prompt + Response Writing (SFT)Prompt + Response Writing (SFT)

Freelancer Overview

AI Product Management Cohort (Self-Directed Professional Development). Brings 17+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Other. Education includes Bachelor of Science, Abia State University (2010). AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

Labeling Experience

AI Output Evaluation (Finance Domain)

OtherTextText

Performed an independent Finance-domain AI output evaluation assessment using rubric application and structured task analysis. The assessment included complex prompt drafting and identification of LLM failure modes across acquisition and profitability scenarios. Deliverables emphasized standardized yes/no rubric criteria for checking whether AI-generated reasoning meets analytical standards. • Drafted yes/no rubric criteria in a standardized “Did the response…” format for evaluating business reasoning. • Identified analytical errors such as unreconciled market sizing, framework name-dropping without application, and hidden assumption stacking. • Analyzed sample tasks to determine appropriate evaluation coverage for finance reasoning. • Focused on separating correct framework application from superficial or ungrounded references.

2026 - Present

AI Product Management Cohort (Self-Directed Professional Development)

OtherTextText

Completed an AI product management cohort focused on evaluating and diagnosing LLM behavior and failures. The work covered retrieval-augmented generation (RAG), context window behavior, token limits, prompt structure, hallucinations, grounding, evaluations, and MCP integrations. Outputs included evaluation-driven frameworks for interpreting why AI responses fail and how to improve reliability. • Built working frameworks to diagnose failure modes such as loss of context, retrieval gaps, and instruction misalignment. • Applied evaluation principles to live model outputs across reasoning, analysis, and operational tasks. • Covered evaluation workflows for hallucination detection and grounding quality. • Integrated concepts related to MCP-enabled tool/agent interactions for evaluation contexts.

2025 - 2026

Education

A

Abia State University

Bachelor of Science, Economics

Bachelor of Science
2006 - 2010

Work History

S

Saskatchewan Housing Corporation

Project Manager

La Ronge
2025 - Present
P

Piwapan Wellness Centre

Project Manager

Saskatoon
2024 - 2025