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Abhishek Diru

Abhishek Diru

Content Operations Lead | AI Training & LLM Strategy

India flagMumbai, India
$25.00/hrIntermediateInternal Proprietary ToolingAppenClickworker

Key Skills

Software

Internal/Proprietary Tooling
AppenAppen
ClickworkerClickworker
Data Annotation TechData Annotation Tech
Google Cloud Vertex AIGoogle Cloud Vertex AI
HiveMindHiveMind
LionbridgeLionbridge
MindriftMindrift

Top Subject Matter

Medical/Healthcare OTC Regulatory Content and Compliance
Legal Services & Contract Review
Regulatory Compliance & Risk Analysis

Top Data Types

TextText
DocumentDocument
ImageImage

Top Task Types

Prompt + Response Writing (SFT)Prompt + Response Writing (SFT)
ClassificationClassification
SegmentationSegmentation
Entity (NER) ClassificationEntity (NER) Classification
Bounding BoxBounding Box
Text GenerationText Generation
Question AnsweringQuestion Answering
Fine-tuningFine-tuning
Data CollectionData Collection

Freelancer Overview

I am a Mid-Senior Operations Specialist with over 3 years of experience in architecting and auditing high-volume data pipelines. As an Assistant Team Lead at Tata 1mg, I managed the operational integrity of 200,000+ individual assets, where I successfully reduced error rates from 70% to under 2% by implementing structured AI prompt libraries and rigorous human-in-the-loop validation frameworks. My expertise lies in identifying 'failure modes' in complex workflows and translating operational logic into scalable AI training data. I hold a BBA and have a background in operations analytics, specializing in SKU validation, process mapping, and performance monitoring. I am adept at metacognitive writing, ensuring that model reasoning is hardened through clear, documented logical traces and data-driven feedback.

IntermediateEnglish

Labeling Experience

Project: AI-Driven Content Compliance & Quality Architecture

TextPrompt Response Writing SFT
Role: Lead Systems Architect / Quality Auditor Scope: Managed a large-scale project to audit 2 million+ healthcare data points for a top-tier digital health platform. Methodology: I developed a multi-stage SFT (Supervised Fine-Tuning) workflow. This involved creating domain-specific prompts to test the model’s ability to categorize SKUs, followed by detailed response evaluation to capture error traces in logical reasoning. Outcome: Through iterative feedback and prompt refinement, I built a 'Modular Factory' for content that allowed for 1,000+ monthly assets with 98% accuracy. My work focused on aligning model outputs with strict internal reporting standards and regulatory compliance, specifically in the business operations and healthcare domains.

Role: Lead Systems Architect / Quality Auditor Scope: Managed a large-scale project to audit 2 million+ healthcare data points for a top-tier digital health platform. Methodology: I developed a multi-stage SFT (Supervised Fine-Tuning) workflow. This involved creating domain-specific prompts to test the model’s ability to categorize SKUs, followed by detailed response evaluation to capture error traces in logical reasoning. Outcome: Through iterative feedback and prompt refinement, I built a 'Modular Factory' for content that allowed for 1,000+ monthly assets with 98% accuracy. My work focused on aligning model outputs with strict internal reporting standards and regulatory compliance, specifically in the business operations and healthcare domains.

2022 - Present

Education

I

Indian Institute of Planning & Management - Mumbai

Bachelor of Business Administration, Business Administration

Bachelor of Business Administration
Not specified

Work History

V

Vajra Global Consultancy

Senior Content Writer

Mumbai
2021 - 2022
M

Mginne Private Limited

Head Of Operations

Mumbai
2020 - 2021