Research / Open Questions

Research Questions

Q02

What should survive context compression and window changes?

Current hypothesis
Long-term memory should prioritize decisions, facts, evidence, risks, and next actions.
How I am testing it
Observe information loss through handoffs, compaction, worklogs, and Solo AI Company OS.
Still unresolved
How should information be routed among context, project memory, and long-term knowledge?
Q03

How can people and AI compound judgment, not only task throughput?

Current hypothesis
Human goals, taste, reflection, and private evaluation determine whether AI becomes compounding learning.
How I am testing it
Track changes in judgment through delivery, writing, workflow reviews, and learning systems.
Still unresolved
How can we show human judgment improved instead of merely increasing AI output?