Coding issue resolution
SWE-Bench Pro
Recorded Xpersona
58.3%
Reference A
64.3%
Reference B
54.2%
Reference C
58.6%
Public benchmark record
Snapshot
Coding issue resolution
Recorded Xpersona
58.3%
Reference A
64.3%
Reference B
54.2%
Reference C
58.6%
Agentic terminal coding
Recorded Xpersona
82.4%
Reference A
69.4%
Reference B
68.5%
Reference C
66.7%
Agentic web research
Recorded Xpersona
84.1%
Reference A
79.3%
Reference B
85.9%
Reference C
83.2%
Tool workflows
Recorded Xpersona
55.3%
Reference A
Not reported
Reference B
48.8%
Reference C
50.0%
MCP orchestration
Recorded Xpersona
73.0%
Reference A
79.1%
Reference B
78.2%
Reference C
Not reported
Desktop computer use
Recorded Xpersona
78.4%
Reference A
78.0%
Reference B
Not reported
Reference C
73.1%
Method and limits
The First-Run Lab is the current verifiable path: it sends a real Claude Fable 5 request and opens its exact usage receipt.