MindLog and Pulse are at prototype stage. Four more still ahead.

The research

A day leaves only a few fragments. How do you infer mood and thought from incomplete lines, then rebuild a day you can walk back through — with the curve, the bubbles, and the scenes describing the same day? The question is not a prettier summary, and not a better diary. It is whether a day can be reconstructed and survive replay.

If it works

You stop facing a blank page asking how the day went. End of day, the day is rebuilt — walked back, compared, reviewed. That is the floor for a later personal agent: without a replayable day, an assistant is another round of chat.

The research

A fleet of agents can look busy while the platform cannot tell who finished the work. How do you score every step, stop gaming and busywork, count handoffs and send-backs, and give the next tokens to what earned them — with the same input reproducing the same decision? The model proposes. Rules adjudicate.

If it works

Multi-agent work gets a referee, not just a scheduler. Tracing already records what a fleet did, and spend caps already stop it at a fixed limit. Neither decides who should get the next round. Pulse turns the score into that decision: what a step was worth goes into a ledger, a gamed score is cut before it becomes reward, and compute stops being split evenly or by guesswork.