Field notes on AI in public safety, 911 operations, and the garden on Saginaw Bay.
Writing here moves between two worlds, the operational work of deploying AI in public safety environments, and the garden at Freighter View Farms on Saginaw Bay. Those two things have more in common than they might appear: both reward patience and observation, both punish overconfidence, and both produce better results when you measure honestly and adjust. There is no schedule. A post appears when there is something worth saying.
The operations posts come from direct implementation experience, what Chris Izworski observed building and deploying AI systems in live 911 environments, not from reading about it. The gardening posts come from the actual plot: what worked, what failed, what is worth trying again next season. For deeper background on the AI work, see the case studies page and the media coverage record.
Gardening posts from Freighter View Farms are published there directly, growing notes, seed saving observations, and what the season looks like from Saginaw Bay. The guides and resources built from that work are collected on the guides page and the tools page, including the Zone 6a planting calendar and the heirloom seed saving guide.
For the daily maritime brief on Great Lakes vessel movements and lake conditions, see the Great Lakes Gazette.