Tag
kw-bench is a new benchmark built from real investigative knowledge-work engagements (e.g., five-year VAT reconstruction across SAP generations) that evaluates coding-agent harnesses with deterministic grading, finding that independent harnesses like OpenCode and micro-cc succeed where lab harnesses fail off their home model, and that frontier models such as Claude Opus 5.5 complete in minutes what weaker setups cannot.