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conjfrnk / blackbird

Benchmark updated: 8/13/202630 Tasks
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A minimal, macOS-native terminal emulator.

Languages

Swift74.2%Rust20%Shell4.5%C0.7%Metal0.2%Python0.1%Other0.3%

Harness

1

Mini-SWE-agent
17 / 30

$3.55

11m29s

2

Mini-SWE-agent
16 / 30

$0.70

5m52s

3

Mini-SWE-agent
15 / 30

$0.07

4m03s

Key Takeaways

  • Muse Spark 1.2 with Mini-SWE-agent resolves 16 of 30 tasks, one behind Claude Opus 5 and one ahead of GPT-5.6 Luna.
  • GPT-5.6 Luna with Mini-SWE-agent resolves 15 of 30 tasks at $0.07 per test, the lowest supplied cost.
  • Claude Opus 5 with Mini-SWE-agent reaches 17 of 30 tasks at $3.55 per test, while Muse Spark 1.2 reaches 16 at $0.70.

Cost Analysis

Cost / Test vs. Accuracy
ACCURACYCOST

Average Token Use / Test

Token Usage
InputOutputReasoningCache readCache write
Claude Opus 5
3.6M
Muse Spark 1.2
3.4M

Cost is the clearest tradeoff in this comparison. Claude Opus 5 leads at 56.67% for $3.55 per test. Muse Spark 1.2 is the lower-cost option at 53.33% for $0.70 per test.

Latency Analysis

Latency vs. Accuracy
ACCURACYLATENCY

Average Response Time / Test

Response Time
Claude Opus 5
11m 29s
Muse Spark 1.2
5m 52s
GPT-5.6 Luna
4m 3s

Latency separates several models with similarly strong scores. Claude Opus 5 leads at 56.67%, while GPT-5.6 Luna is fastest at 4m 3s with 50.00% accuracy.