For small models, ipython is all you need: single-tool harness ties production-grade scaffolds on TB-Lite

yb2698 · x · 2026-10-14

The root post of the series: a single-tool harness can tie some complex production-grade harnesses on Terminal-Bench Lite — less scaffolding means better small agents. The benchmark is Terminal-Bench Lite from the openthoughts team (fast, same signal as TB 2.0, easier for small models), run with unsloth's Qwen3.5-9B GGUF weights on 7GB VRAM, reproducible on consumer laptops. Follow-ups cover tool-call distribution, prompt growth, stochasticity analysis, and a four-round ipython harness iteration.

Related event: Single-tool ipython harness matches complex frameworks in small-model agent experiments(15 posts)→

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