Current Phase / Research Validation
Research and development
We have drafted the research framework and run exploratory simulations. We are now checking whether the proposed experiment can separate the effects of long-term needs from learning through tasks.
What we are working on
Paper 01 · Methodology Validation
Paper 01 asks whether a person’s changing needs could shape what their AI learns to do. We have finished the exploratory simulations and are reviewing the method. A confirmatory study has not been completed; evidence from long-term use with real people has not been established.
Framework, Paper 02 and Paper 03 · Research Draft
These drafts set out the wider research questions. We still need to check them against earlier work, define their claims more precisely and test them.
Read the research summariesHow the work has changed
Concept exploration
Early work explored token, vesting and reserve-control prototypes. This engineering history does not establish a validated Personal AI economy.
First theoretical framework
The focus broadened to AI that stays with a person over time: how it develops abilities, gets permission to act and earns trust through work. V1.1 and V0.2 refer to earlier document versions, not levels of validation.
Research Validation — Methodology Phase
Exploratory simulations helped us revise the method. We are checking that method before a confirmatory study. The pilot runs do not prove the theory.
The earlier testnet records are available below. They document that work at the time; they do not validate the current research.