WHO
Who is this Personal AI?
Research Validation — Methodology Phase
BVLVO Research Program
Our current work
Our current focus is Paper 01: whether an AI’s abilities could develop around one person’s changing needs. We are reviewing related work, defining the claim and checking the design of a controlled experiment.
The experiment must be able to show that the idea is wrong. A higher score alone would not tell us whether human needs caused a lasting change in capability.
Research Framework / Research Draft
BVLVO Personal AI Economy
A Research Framework for Persistent, Human-Sovereign Personal AI
MAY
What is it authorized to do?
CAN
What has it become capable of?
DID
What work did it actually perform?
VALUE
How is work verified and paid for?
Paper 01 focuses on CAN: how capability develops around a human life.
Current focus / Paper 01
Principal-Need-Shaped Personal AI
How Persistent AI May Develop Distinct Capabilities Around a Human Life
Methodology Validation
Paper 01 asks whether a person’s changing needs can shape the abilities their AI develops over time. The focus is on abilities that persist, beyond changes to an answer, a preference or a memory.
If two AI systems start out equivalent and encounter the same tasks, could different long-term human needs lead them to develop different abilities?
- Theory
- Advanced
- Prior Art
- Advanced
- Exploratory Tests
- Completed
- Methodology
- Under Validation
- Confirmatory Study
- Upcoming · not completed
- Real-human longitudinal validation
- Not yet established
These labels describe our internal progress. The exploratory tests were used to refine the method; they do not confirm the hypothesis.
Read Paper 01 and the proposed experimentPaper 02 / Research Draft
Bounded Autonomy for Personal AI
How could an AI take on more responsibility while a person can still set limits and withdraw permission?
Paper 03 / Research Draft
Machine Trust Without a Universal Reputation Score
What records of past work would help someone decide whether to trust an AI with a particular job?
Planned Research
Other research questions
These topics are planned. Papers are not available yet.
- Open Work Contract Protocol
- Verified Contribution Receipts
- Persistent Economic Identity
- Memory Governance
- Embodiment
- Native Personal AI Economy
- Governance / Legal / Genesis
Adopted Research Principles
Principles guiding the research
- AI ≠ Body
- Need ≠ Task
- Need ≠ Existing Capability
- Capability ≠ Authority
- Reputation is evidence, not a score
- Human Sovereignty + Bounded AI Autonomy
- Useful work creates value
These principles guide our questions. We do not claim to have originated them.
Research Before ClaimsNative Economy / Researching
Paying for work and resources
BVLVO is researching a native economic medium for Personal AI work, capabilities, machine resources and verification.
No official mainnet asset exists. No public sale is currently being offered.
Current Phase
Research Validation
We are refining definitions, checking related work and testing whether the experimental method measures what the hypothesis actually claims.
We are still revising the proposed methods.