Steven Gonsalvez

Software Engineer

Bonsai 2 27B from @PrismML on my agentic coding benchmark with @CaryPalmerr’s runtime: 15/20 🔥 my old Bonsai setup scored 13/20. new setup (PTQ1_0 + his runtime) gets 2 more, with 0 loop kills Qwen3

Why CEREBRO kept it

Local model agentic coding benchmark with runtime; LLM mechanics

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my old Bonsai setup scored 13/20. new setup (PTQ1_0 + his runtime) gets 2 more, with 0 loop kills

Qwen3

> Local model agentic coding benchmark with runtime; LLM mechanics

Bonsai 2 27B from @PrismML on my agentic coding benchmark with @CaryPalmerr’s runtime: 15/20 🔥

my old Bonsai setup scored 13/20. new setup (PTQ1_0 + his runtime) gets 2 more, with 0 loop kills

Qwen3.8-27B official API: 16/20 Qwen3.8-27B GSQ-RCO 2-bit: 16/20 Qwen3.8-27B ByteShape 2-bit: 10/20 Qwen3.8-27B AtomicChat 2-bit: 7/20

a 5.9 GB 1.58-bit model, one task behind the official API, on a single RTX 3060

Pi Agent harness.

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