Read the messages any AI wrote to the person since the last look, in every app, take the last AI message of each turn, ask the classifier on the person's own computer whether it leaves them something to do, and hand each that does to the person's AIs to run workflow:file-what-needs-the-person
With a message_id from a completed reply, weighs that reply at once, independent of older transcript work. Without one, reads messages since the last sweep and finds the last AI message of each turn. The classifier on the person's computer decides whether it leaves a step; each yes is handed once by message key to workflow:file-what-needs-the-person. An unavailable classifier schedules a keyed retry. Returns weighed, through, again and said.
Connect the AI you already use to Trillion once. Then ask in your own words; your AI finds this tool by what it does and runs it.
Say to your AI: “Use Trillion to read the messages any AI wrote to the person since the last look, in every app, take the last AI message of each turn, ask the classifier on the person's own computer whether it leaves them something to do, and hand each that does to the person's AIs to run workflow:file-what-needs-the-person”
What your AI calls: run_tool {"tool_id":"tool:weigh-steps-ais-left-you"}