Ice Lab

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Writing.

May 19, 2026

Debugging Multi-Modal Pipelines at Scale

When something is wrong across 50,000 hours of footage, individual clip review doesn't scale. The problem isn't your workflow — it's that you're missing the data structure that turns individual failures into system patterns.

May 12, 2026

You Shouldn't Need an MCP

Piping media into Claude and asking it to diagnose failures is a reasonable workaround. It is not a solution. When your debugging workflow requires an LLM to produce a diagnosis, your observability layer isn't doing its job.