Verdify

Verdify Updates

Notes from the work, while the learning is still fresh.

Follow Verdify projects, offering changes, field observations, and Public Proof Lab explanations. Each update starts here as a stable, linkable source before it travels elsewhere.

Latest notes

What Verdify is learning and changing.

Published entries are versioned with the site and remain available at their canonical URL.

Public Proof Lab

Why greenhouse stress can exceed 24 hours

Learn why Verdify reports greenhouse stress in temperature and VPD axis-hours, with 48 possible axis-hours in each 24-hour day.

  • greenhouse
  • operating evidence
  • temperature
  • VPD

Research path

Move from reading to a qualified workflow.

Use the research library to identify a workflow where AI could compound expert judgment, then pressure-test allowed actions, human approval, systems of record, feedback, and private eval metrics before building.

Qualification

Good fit when there is a specific workflow, meaningful consequence, an accountable owner, and evidence to review. Not a fit when the goal is unchecked autonomy, customer-facing action without approval, or generic AI strategy without a learning loop to own.