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Sandip GiriSG
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Sandip Giri

@sandipgiri

AI engineer who shipped enterprise RAG at Ardemas and created Kodra, an open-source autonomous coding agent.

India
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At Ardemas, I built ProPilot, a multi-tenant enterprise RAG platform for contract analysis, with hybrid search, PII protection, and workspace-scoped document Q&A. Its document ingestion engine preserved structural boundaries across 500+ parsed documents, lifting Ragas answer correctness from 0.68 to 0.82.

I also built a Ragas evaluation harness for the hybrid retrieval pipeline, improving faithfulness from 0.71 to 0.89 and context precision from 0.64 to 0.83. I enforced SSO-based authentication and strict tenant isolation across a production vector knowledge base.

Kodra is my open-source AI coding agent for VS Code. I designed its ReAct runtime and workspace tools, and built local codebase RAG that indexes 5K+ files without cloud dependency.

At TechSaksham, I developed and deployed AI prototypes for client workflows, applying LLM pipelines and model integration. I also automated data preprocessing and integrated AutoML workflows, reducing the deployment cycle by 30%.

Experience

Work history, roles, and key accomplishments

AR

AI Developer Intern

Ardemas

Apr 2026 - Aug 2026 (4 months)

Built ProPilot, a multi-tenant enterprise RAG platform for contract analysis, powered by Llama 4 (109B), with hybrid search, PII protection, and workspace-scoped document Q&A. Engineered a fault-tolerant document ingestion engine and a Ragas eval harness, improving retrieval metrics.

TE

AI Intern

TechSaksham

Jan 2025 - Mar 2025 (2 months)

Developed and deployed AI prototypes under Microsoft & SAP's CSR initiative, applying LLM pipeline development and model integration to improve operational efficiency. Reduced deployment cycle by 30% by automating data preprocessing and integrating AutoML workflows.

Education

Degrees, certifications, and relevant coursework

DS

Deogiri Institute of Engineering and Management Studies

B.Tech, Computer Science

Pursuing a B.Tech in Computer Science, expected to graduate in June 2026.

Coursera logoCO

Coursera

Machine Learning Specialization, Machine Learning

Completed the Machine Learning Specialization by Andrew Ng.

DeepLearning.ai logoDE

DeepLearning.ai

Prompt Engineering for LLMs, Prompt Engineering

Completed the Prompt Engineering for LLMs course.

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