Signal vs. implication — the agentic proxy

post draft

Most alerting systems tell you a keyword fired. That's a signal. A proxy agent worth having tells you what the event means for your declared preferred state — whether the change helps or hurts, what it unblocks, what it threatens, what to do next. That's implication. The gap between signal and implication is the gap between a notification and a colleague.

Implication requires context. Context requires intent encoding. Intent encoding requires a protocol that carries more than keywords. Everything downstream follows from whether the proxy has a model of what you're trying to do, not just what strings you're watching. When it does, the alert changes shape: it arrives with a proposed next move, a confidence score, a diff against your preferred state.

What this lets stakeholders do: delegate monitoring without drowning in noise. Trust the proxy's prioritization because it's anchored in declared intent. Spend attention on the events that actually require human judgment.

What's still open: what's the failure mode when the proxy misreads implication, and how does the human-in-the-loop correction update the intent encoding?