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Esha Pahwa

Intern Machine Learning Engineer specializing in LLM agents and multimodal reasoning

Corvic AICarnegie Mellon UniversityMountain View, CA2 Years ExperienceIntern Level

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About

LLM/agent engineer who built a production code-generation agent at Corvic AI that lets non-technical users query CSV/tabular data in natural language by generating and executing Python. Focused on making LLM systems reliable and scalable via schema-aware validation, sandboxed execution-feedback retries, prompt caching/embeddings, async execution, and high-throughput data processing with Polars; also partnered with Adobe product/marketing to ship brand-aligned AI content generation for email and push notifications.

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Key Strengths

  • Built and deployed an LLM code-generation agent for natural-language querying of structured data
  • Reliability engineering for LLM outputs via schema-aware validation loops and execution-feedback retries
  • Scalability optimization using prompt caching, embeddings, async components, and Polars for large CSV throughput
  • Strong orchestration experience with LangChain and Ray for tool coordination and parallelization
  • Evaluation rigor: explicit metrics (accuracy/latency), modular testable design, unit + end-to-end replay tests, human-in-loop reviews
  • Pragmatic model/retrieval/prompt selection using small eval sets, baseline benchmarking, and iterative A/B testing
  • Effective collaboration with non-technical stakeholders to translate LLM behavior into brand/personalization requirements

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Experience

Machine Learning InternCorvic AI · May 2025 – Aug 2025internship
Research Assistant — Multimodal Reasoning and RoboticsCarnegie Mellon University · Jan 2025 – May 2025part-time
Member of Technical Staff — Generative AI TeamAdobe Inc. · Jul 2023 – Aug 2024
Research Associate (Machine Learning and Optimization Team)Google Research · Jan 2023 – Jul 2023

Education

Carnegie Mellon Universitymaster, Machine Learning (2025)
BITS Pilanibachelor, Computer Science (2023)
BITS Pilanimaster, Chemistry (2023)

Awards

  • Adobe Spot Award for Innovation - Adobe Inc.
  • Adobe Women-in-Tech Scholarship 2022
  • Grace Hopper Celebration Scholarship 2021

Skills

Machine LearningDeep LearningLarge Language Models (LLMs)Retrieval-Augmented Generation (RAG)HTMLEmbeddingsPythonSQLJavaLangChainOpenAI APIPyTorchTensorFlowScikit-learnOpenCV

Languages

English

Publications

5 publications

Vision-Language ModelsInference-Time Compute ScalingImage RestorationComputer Vision (Crowd Counting, Activity Recognition)Medical Report Generation

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Esha PahwaIntern Machine Learning Engineer specializing in LLM agents and multimodal reasoning