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Lightweight Knowledge Graph Pipeline for Semantic Code Exploration
Building an open-source AST and dependency graph crawler that indexes multi-package repositories for high-confidence multi-agent reasoning.
6 min read
Vector chunking often shatters software engineering context by separating function definitions from their call sites and type definitions.
By augmenting embeddings with a graph of symbols, import paths, and module hierarchies, agentic assistants achieve 3x higher accuracy on complex refactoring queries.
Core Takeaway
Effective modern AI architectures thrive on unified real-time state, deterministic schema execution, and thoughtful micro-interaction pacing.