Vikneeshwaran K.

Key Skills

Software

Other

Top Subject Matter

LLM observability

Monitoring Domain Expertise

Evaluation Domain Expertise

Top Data Types

Text

Top Task Types

Text Generation

Prompt + Response Writing (SFT)

Freelancer Overview

AI/ML Team Lead, Ventragate Technologies (10/2025 – 04/2026). Brings 2+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal, Proprietary Tooling, and Other. Education includes Bachelor of Technology, Dr. N.G.P Institute of Technology (2025) and Higher Secondary Certificate, St. Antony's Hr. Sec School (2021). AI-training focus includes data types such as Computer Code and Programming and labeling workflows including Evaluation, Rating, and Text Generation.

Labeling Experience

Senior Associate I, UnbindCode / Ventragate Technologies (01/2026 – Present)

Prompt + Response Writing (SFT)

Contributed to building and migrating AI builder workflows using code-based integrations for production use. Worked on automating application rebuilding and re-deployment as part of AI migration tooling. Supported development activities involving LLM workflow orchestration and evaluation. • Assisted in UnbindCode migration activities. • Supported rebuilding workflows on owned infrastructure. • Worked with LLM-related application logic. • Helped ensure functionality aligned with production requirements.

2026 - Present

AI/ML Team Lead, Ventragate Technologies (10/2025 – 04/2026)

Led AI/ML initiatives that included monitoring, tracing, and evaluating LLM applications to produce actionable insights. Worked on automating workflows with LLMs for production-grade AI-native observability. Supported quality measurement loops for OpenAI/Anthropic/Azure/OpenAI/Gemini style model interactions. • Built evaluation pipelines for LLM outputs. • Designed observability components (monitoring and tracing). • Automated workflow generation using LLMs. • Collaborated with teams to assess model performance in production.

2025 - 2026

AI/ML Engineer, Ventragate Technologies (03/2025 – 10/2025)

OtherText Generation

Developed generative AI and agentic AI capabilities as part of AI/ML engineering responsibilities. Implemented systems that generate responses and support automated AI-driven workflows. Contributed to building and improving model behavior using prompt-driven and code-based integrations. • Delivered agentic AI functionality within applications. • Implemented text generation features for AI workflows. • Worked on LLM integration using cloud infrastructure. • Supported iterative improvements based on evaluation feedback.

2025 - 2025

Education

Work History