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Sourabh Kalra

Sourabh Kalra

Prompt Systems Engineer - AI Prompt & Output Quality Workflow Design

India flagHisar, India
$25.00/hrIntermediateScale AIProdigy

Key Skills

Software

Scale AIScale AI
ProdigyProdigy

Top Subject Matter

LLM Prompt Architecture
AI Systems
Structured Output Validation

Top Data Types

TextText
DocumentDocument

Top Task Types

Prompt + Response Writing (SFT)Prompt + Response Writing (SFT)
Text GenerationText Generation
Text SummarizationText Summarization

Freelancer Overview

Prompt Systems Engineer - AI Prompt & Output Quality Workflow Design. Brings 3+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal and Proprietary Tooling. Education includes Bachelor of Business Administration, Guru Jambheshwar University (2024). AI-training focus includes data types such as Text and labeling workflows including Prompt + Response Writing (SFT).

IntermediateEnglishHindiPunjabi

Labeling Experience

Prompt Systems Engineer - AI Prompt & Output Quality Workflow Design

TextPrompt Response Writing SFT
Built structured prompt architectures and validation workflows for LLMs to ensure consistent and reliable output generation. Designed guardrails, fallback logic, and evaluation prompts to improve the clarity, structure, and quality of model responses. Enabled non-technical users to operate AI systems by simplifying interfaces and embedding AI output validation workflows. • Developed layered prompt systems for output evaluation and reliability. • Implemented human-in-the-loop checkpoints for escalation and validation. • Embedded constraints and evaluation prompts to identify subpar outputs. • Built multi-step LLM workflows enabling efficient content generation and error reduction.

Built structured prompt architectures and validation workflows for LLMs to ensure consistent and reliable output generation. Designed guardrails, fallback logic, and evaluation prompts to improve the clarity, structure, and quality of model responses. Enabled non-technical users to operate AI systems by simplifying interfaces and embedding AI output validation workflows. • Developed layered prompt systems for output evaluation and reliability. • Implemented human-in-the-loop checkpoints for escalation and validation. • Embedded constraints and evaluation prompts to identify subpar outputs. • Built multi-step LLM workflows enabling efficient content generation and error reduction.

2024 - Present

Education

G

Guru Jambheshwar University

Bachelor of Business Administration, Business Administration

Bachelor of Business Administration
2024 - 2024

Work History

I

Independent

Prompt Systems Engineer

Hisar
2024 - Present