Testing shows coding harnesses can be harmful or hugely helpful depending on the model

JoshPurtell · x · 2026-11-07

Josh Purtell tested pi, swe-mini, and claude code harnesses against gpt-6-luna, inkling 2 small, and inkling small. Counterintuitive finding: non-codex harnesses were neutral or harmful for luna and inkling small, but massively helpful for inkling 2 small. Whether an external coding harness pays off depends heavily on the specific model — worth benchmarking per model before wiring one in.

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