Ishan Maitra

Key Skills

Software

Google Cloud Vertex AI

Data Annotation Tech

Top Subject Matter

Technical AI Reasoning and Validation

Scientific Simulation and Multi-Agent AI Reasoning

Artificial Intelligence & Computer Vision

Top Data Types

Text

Document

Image

Top Task Types

Point/Key Point

Polyline

Text Generation

Question Answering

Text Summarization

Freelancer Overview

Founder & Lead Developer, AI Output Scoring & Validation. Brings 3+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal, Proprietary Tooling, and Google Cloud Vertex AI. Education includes Bachelor of Technology, Budge Budge Institute of Technology (2022). AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

Labeling Experience

Cloud & AI Developer, AI Simulation Validator

Google Cloud Vertex AIText

The position required orchestrating agent-based AI workflows and systematically evaluating the scientific integrity of simulated AI outputs. Automated validation tools were developed to test multi-step problem-solving scenarios for logic compliance. Through rigorous evaluation, AI reasoning quality was enhanced to match industry standards. • Evaluated over 100 AI simulations for correctness and standards alignment. • Developed Python-based tools to automate simulation validation. • Optimized multi-step logic testing for efficiency and accuracy. • Improved reasoning alignment through structured evaluation protocols.

The position required orchestrating agent-based AI workflows and systematically evaluating the scientific integrity of simulated AI outputs. Automated validation tools were developed to test multi-step problem-solving scenarios for logic compliance. Through rigorous evaluation, AI reasoning quality was enhanced to match industry standards. • Evaluated over 100 AI simulations for correctness and standards alignment. • Developed Python-based tools to automate simulation validation. • Optimized multi-step logic testing for efficiency and accuracy. • Improved reasoning alignment through structured evaluation protocols.

2025 - Present

Founder & Lead Developer, AI Output Scoring & Validation

Text

The role involved developing and applying structured scoring criteria to assess the accuracy and logical integrity of AI system outputs. Comprehensive testing and validation were performed on technical responses generated by AI models for correctness and reliability. Feedback on multi-step AI reasoning was meticulously recorded to refine future iterations. • Architected structured evaluation protocols to validate AI outputs. • Designed and performed high-integrity testing simulations. • Utilized numerical validation and scoring to enhance model reliability. • Collaborated with clients to deliver rigorous AI reasoned outputs.

The role involved developing and applying structured scoring criteria to assess the accuracy and logical integrity of AI system outputs. Comprehensive testing and validation were performed on technical responses generated by AI models for correctness and reliability. Feedback on multi-step AI reasoning was meticulously recorded to refine future iterations. • Architected structured evaluation protocols to validate AI outputs. • Designed and performed high-integrity testing simulations. • Utilized numerical validation and scoring to enhance model reliability. • Collaborated with clients to deliver rigorous AI reasoned outputs.

2024 - Present

Education

Work History