It has a rotation calendar, call-ins, overtime tracking, time off and paycheck estimates, and his crew was already asking for features. He built it by talking to Grok Bot and Cursor, a sign that workforce tools are starting to come from the workforce.
Andreas Schierenbeck wants customers to sign framework agreements and reserve capacity years ahead, since a data center can be built in 1 to 3 years while the generation and transmission to serve it take about 10. Hitachi Energy began building a large power transformer factory in Vadodara in July.
Every calculation is a DuckDB SQL query that Bagel shows you, so the answer can be audited. The README says it keeps the model in front of your logs and never in the robot's control loop.
For inspection and robotics teams sitting on drone, crawler or IoT recordings: get answers without writing queries, and check the query when it matters.
A coding agent such as Codex CLI or Claude Code drives the robot, learns the task from its own tries and compiles what worked into a robot program. The agent is the programmer, not the operator, and plain code is something a plant can review.
For automation engineers and integrators who program robot cells: what you validate is ordinary code, not a live agent.