Skip to content

Research Ledger

The research ledger records how judgments change, not how many papers were read.

Entry template

```markdown

YYYY-MM-DD · Topic

Claim: Initial judgment: New evidence: Evidence level: L0 / L1 / L2 / L3 / L4 Judgment change: Confidence: 0–100% Next experiment: ```

First working hypothesis

Important AGI progress comes from jointly expanding representation, prediction, feedback, and closed loops—not only from increasing parameter count.

This is a working hypothesis to test, not the site's final conclusion.