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Claude Opus 4.8 · API · High effort (default)
Evidenceacceptedvendor_reported

SWE-bench Pro

Claude Opus 4.8 System Card — SWE-bench Pro

ev_2026_07_opus48_swe_pro

Result
Configuration

How it was measured

Exact model
claude-opus-4-8
Reasoning
high
Agent harness
anthropic_internal_swe_pro_eval
Tool access
agentic coding tools (vendor)
Prompting
vendor system-card protocol

SECONDARY STR — vendor SWE-bench Pro.

Caveats

Known limitations

  • Vendor-reported; not mini-SWE-agent standardised.
Weighting

Evidence weight factors

The engine weights each evidence row by these factors (0–1) when fusing scores — higher is more trusted.

relevance0.95
quality0.55
recency0.95
health0.85
comparability0.75
reliability0.65
Benchmark

SWE-bench Pro

Harder SWE-bench variant with multi-file diffs from actively maintained repositories; used by vendors and labs as an agentic coding stress test.

Benchmark source →