The assistant works on a staging sheet and proposes changes with reasons, but it can't write to Maximo. A person presses commit, one record goes first as a check, and an Excel diff report is saved. This is a vendor product under the BSL 1.1 license, free for test environments.
For maintenance and reliability teams: clean up asset and work order data in bulk without giving an AI write access.
A browser tool that models, solves and reports linear static 3D frames, MIT licensed. The author's example shows an agent designing a timber roof from IFC through to report and drawings, and he also sells a course on building such agents.
For project and structural teams: a place to test agent-run frame checks on simple structures.
Mistral released Timestral, its first family of time-series foundation models, in four sizes from 5M to 209M parameters. Mistral says the largest ranks first among pretrained zero-shot models on the GIFT-Eval, TIME and fev-bench benchmarks, and that it runs on a standard server CPU without a GPU. Its own example is forecasting plant sensors such as pump vibration, temperature and pressure, so the claims are worth testing on your own data.
It pulls Modbus, BACnet, OPC UA, S7 and other plant protocols at the edge, then exposes that data to an AI assistant over MCP while publishing northbound on MQTT, Sparkplug B and OPC UA.
For controls: stand up a single binary on a gateway PC, register tags, and let Claude or another MCP client read live OT data without a custom middleware project.