Balasubramanian S

AI/LLM Developer Tools & Distributed Data Platforms

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Technical articles on AI/LLM integration, distributed systems, and developer tooling.


2026

March

Stop Letting Your Coding Agent Hallucinate Private APIs — Build an MCP Server That Feeds It Real Signatures
March 6, 2026

AI coding agents are remarkably capable on public codebases. But the moment you point them at your team’s internal libraries — the proprietary SDKs, the custom frameworks — they start guessing. And they guess wrong. This article explores how to build an MCP server that feeds agents real bytecode signatures from private Maven dependencies.

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