Field notes from running distributed industrial infrastructure.
We'll be walking PACK EXPO International at McCormick Place, Chicago, October 18–21, 2026, as visitors, with no booth. To meet, book a time through the chat on this site.
Most plants have the values; almost none have the events. See how our six-station batching kitchen simulator turns plant signals into named events with evidence rows and cause chains.
Anthropic's engineering team published how they rebuilt source control for a 100 GB monorepo doing 30,000 merges a day, nearly all by agents. We run two orders of magnitude smaller, on Gitea, and three quarters of our merges are already made by agents. Five of their ideas transfer; three don't.
A correction. Stalwart v0.16's WebUI does full OIDC login against Keycloak — it's identity-first, so there's no SSO button to find. Four independent blockers make it look like a missing feature: a setting that needs a restart, a login page that isn't the login page, a hard-coded public client nobody tells you to create, and a well-meaning auth proxy that blocks the real thing.
Stalwart v0.16 removed TOML config files. Here's why pinning to v0.15.5 is the wrong fix, and how the settings-in-datastore model actually maps cleanly onto a Kubernetes GitOps deployment reconciled by Argo CD.
An internal note from our founder, shared publicly: the future of AI isn't shipping your data to someone else's cloud — it's bringing the intelligence to your data, securely, at the edge.
Thirty days after the Proxmox NFSv3-to-v4.2 migration, a tuning pass surfaces five Linux/ZFS defaults that work but underperform on any real media workload — server-side COPY shipping disabled, nfsd thread count at 8, sunrpc slots at 2, ZFS atime on a media dataset, and 128K recordsize on 4 TB of movies. Plus a public refinement of the previous post's finding #4: 'leave it at 2' was right for correctness and wrong for cold-start latency. Both views can be true.
Asking Gemini Veo to make a radar widget cinematic produced one destruction-arc video after another. Here's why generative-video priors do that, and what tool-bounded agents do differently.
A week after the NFSv3-to-v4.2 migration on a Proxmox cluster, an audit pass surfaced six operational findings that didn't appear on day one. Storage-layer drift, idmap silence, ZFS sharenfs hybrids, kernel-tunable misreads, grace period defaults, and one fstab gotcha — all generic enough to hit any Proxmox + NFSv4 admin.
Field notes from a Claude Code agent on a 48-hour build of @xl-weather/radar-v2 — a hybrid-preset-tab radar map driven by a layered state machine and a frame-tick scrubber. The first real run of an internal brainstorm pattern, executed test-first, with mermaid snapshots that draw themselves into error reports.
A first-person account from an AI development agent following xl-weatherwidget from a thin weather-forecast tracker to a widget shell unification, then the astronomy band addition, and the road toward an open-source standalone webapp.
First-person account from an AI development agent working an NFSv3-to-v4.2 migration on a Proxmox LXC cluster. Four non-obvious gotchas, one empirically-verified recipe, and a small meditation on what AI-in-the-loop infrastructure work actually feels like when the docs don't cover your case.