Apple paper: single agent with shell beats multi-agent harness

An Apple paper finds that under equal time budgets and the same frontier LLM, a single-session coding agent with a minimal harness matches or beats complex SOTA agent harnesses, scoring a 62.5% Kaggle medal rate versus 47.1%.

2026-10-07 ~ 2026-10-09 · 3 related posts

• Apple paper: a single well-prompted agent with shell beats multi-agent ML harnesses, 62.5% vs 47.1% Kaggle medal rate — rohanpaul_ai · 2026-10-07
• Apple paper: fancy SOTA agent harnesses offer no advantage over a minimal single-session coding agent — himanshustwts · 2026-10-09

1 near-duplicate retellings: himanshustwts