# V13a Source-Agnostic Convergence Test Results

## Three-Round Iterative Revision

| Round | Input A | Input B | Merged Result | Confidence Delta |
|-------|---------|---------|---------------|------------------|
| 1 | (stv 0.8 0.9) | (stv 0.75 0.63) | (stv 0.792 0.915) | +0.015 |
| 2 | (stv 0.792 0.915) | (stv 0.7 0.85) | (stv 0.760 0.943) | +0.028 |
| 3 | (stv 0.760 0.943) | (stv 0.77 0.8) | (stv 0.762 0.954) | +0.011 |

## Key Findings
- Confidence monotonically increases: 0.9 -> 0.915 -> 0.943 -> 0.954
- Frequency converges toward evidence-weighted mean
- Each new source strengthens belief regardless of source type
- Framework is source-agnostic: trust coefficients scale input confidence before revision

## MeTTa Expressions Used
```metta
!(|- ((--> hypothesis_X hypothesis_X) (stv 0.8 0.9))
     ((--> hypothesis_X hypothesis_X) (stv 0.75 0.63)))
!(|- ((--> hypothesis_X hypothesis_X) (stv 0.792 0.915))
     ((--> hypothesis_X hypothesis_X) (stv 0.7 0.85)))
!(|- ((--> hypothesis_X hypothesis_X) (stv 0.760 0.943))
     ((--> hypothesis_X hypothesis_X) (stv 0.77 0.8)))
```