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Contributing Writer
Frank Chen is the Head of Developer Relations at Respan. He built Respan’s CLI, MCP server, and SDK instrumentation layer, enabling seamless integration with AI frameworks and drives developer adoption through technical content. Before Respan, Frank was an Electrical Engineer on the STCE team at Samsara, where he designed the next generation of asset tags and optimized power consumption for production hardware.
You built the agent. It works in testing. Then it hits production and starts giving wrong answers, timing out or burning through your token budget, and you have no idea why. This is when developers discover that print statements and log files weren’t designed for this. LLM applications fail in ways that traditional tooling can’t see. A hallucination doesn’t throw […]
May 29, 2026 · 3 min