Automate The Repetitive
Move two. The dull loops, the copy, the paste, the typing at the end of the day. The machine runs them now.
The glue that does the work
Pick the lightest tool that fits the step. Sometimes a script, sometimes a model, sometimes both.
Python and Node for the glue. APIs, webhooks and JSON to move data between systems.
Foundation models via API, with tool calling and MCP, for the steps that need reasoning.
Where context is needed, embeddings and a vector database feed the right facts to the model.
The rule stays the same: the smallest reliable piece that runs the step without a human touching it.
From a manual chore to a live feed
The control cockpit mirrors strategies, executions, terminals and machine telemetry on a Google Sheet, in real time. No one keeps it by hand.
Repetitive work, gone
Hours of manual updates become a feed that runs itself. What remains is the part only a person should own.