Overnight coding agent on Bonsai 27B

2026-10-271× RTX 4070 SUPER (12 GB)Outcome: fail

throughput & task outcome

52 tok/s (avg)

Setup

Bonsai 27B on a 12 GB RTX 4070 SUPER — not the 5090 video rig. I let an overnight agent loop with tools to push on a game codebase.

What I measured

  • Average decode 52 tok/s
  • 27 outer iterations
  • 1,146 tool calls
  • Test suite: 176/176 passed
  • Task board: 0/36 done
  • Deliverable: the game came out blank

What went wrong

Passing tests masked the actual goal. The harness checked functions; nobody checked whether anything rendered on screen or whether tasks moved.

Lesson

Tests green ≠ product done. Next run adds a rendered screenshot gate and a task-completion gate before we call it a win.

What’s next

Publish the gated run the same way — numbers and failure mode included.

Method
Overnight autonomous coding run: Bonsai 27B local agent with tool access; metrics from run logs.
Caveats
Different GPU class than video benchmarks; tests passed but product tasks did not.

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