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Show HN: FrontierHarness Eval – 9 harness, same model, cost per pass varies 17x

FrontierHarness Eval, a new benchmark from Runta, tested nine AI coding harnesses on the same model and found median cost per successful task varies by 17x, with Claude Code v2.1.237 passing 19 tasks but reaching $18.34 per task, while OpenCode v1.18.19's cost rises to $3.24 per task when failed attempts are included. The evaluation, run on Runta agent runtimes with identical golden checkpoints, highlights that cache hit rate is not cost and quality and cost can diverge.

read1 min views2 publishedSep 2, 2026
Show HN: FrontierHarness Eval – 9 harness, same model, cost per pass varies 17x
Image: source

Median cost per successful task

Median cost per task

Median cache hit rate per successful task

Median time per successful task

Beyond the numbers #

  • 01 OpenCode: failures excluded. It only covers 15 passes. Count failed attempts and the number becomes $3.24 per task.

  • 02 Cache hit rate is not cost. A cached 300-turn failure can still burn more than a short cache miss.

  • 03 Quality and cost can diverge. Claude Code passes 19 tasks, but reaches $18.34 in cost per task.

Run your harness on Runta. #

If you want to test your own harness on Runta, we’ll give you $100 in credits to get started.

Tested harnesses #

Codex

v0.148.0

DeepSeek Harness

v0.1.0-rc.8

Claude Code

v2.1.237

Pi

v0.84.2

Oh My Pi

v17.4.0

Kimi Code

v0.37.2

Exo Harness

v0.1.0

OpenCode

v1.18.19

Hermes

v0.20.4

  • FrontierHarness v1.0 focuses on software engineering contexts and terminal-based tasks. It may not generalize to other areas of knowledge work.
  • Evaluated on Runta agent runtimes. All harnesses and the task environment are prepared once as a golden checkpoint. Every run is a fresh restore with identical vCPU, memory, disk size, disk contents, and memory state.
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