Cut AI coding defects by 33% #mcpserver #aicoding #aiagents #grafana #aitools

We spend thousands of dollars "token maxing" and running endless debugging cycles just to walk our LLMs through a problem.

But is the AI actually failing, or are we just withholding the right environment?

Giving your AI assistant its own sandbox to test hypotheses might just be the missing link in your development workflow.

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Grafana Labs: https://grafana.com/