🚀 Technical Briefing: This tutorial is part of our deep-dive series on Agentic Workflows at Gate of AI . For the full technical breakdown, interactive code sandbox, and the native Arabic translation, visit the original article here .

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Build an Adaptive Codebase Research Agent

Design a codebase research agent around three evidence-backed ideas: improve retrieval with a code knowledge graph, turn useful agent traces into reusable human-approved skills, and evaluate when adapting the model itself is appropriate. This guide also explains how debugging agents can use runtime tools such as Python’s PDB and Java’s JDB.

What the verified research supports

An adaptive codebase agent should not be presented as a magic chatbot that understands an entire repository automatically. The verified material points to a more specific design direction.…