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CodePilot - IBM Bob AI Hackathon
AI-assisted developer copiloting tool with automated code explanation and context retrieval.
TECHNOLOGY STACK
PythonLarge Language ModelsRAGVector SearchPrompt Engineering
ROLE & CONTRIBUTION
Spearheaded machine learning integration, document chunking strategy, RAG retrieval pipeline, and technical pitch deck.
THE CHALLENGE
Navigating unfamiliar large-scale codebases creates significant developer friction when searching for relevant modules and dependencies.
METHODOLOGY & ARCHITECTURE
Implemented a Retrieval-Augmented Generation (RAG) system utilizing vector embeddings to semantically index repository source code and deliver localized context directly to LLMs.
MEASURABLE RESULTS & FINDINGS
Selected as Hackathon Finalist; demonstrated zero-shot context-aware code explanations in under 1.2s latency.