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George Juraj Salapa

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#artificial intelligence Preprint Oct 2026

kw-bench: Breaking Frontier Harnesses on Real-World Tasks

Each new generation of frontier model pushes the edge of what is possible. Inside a harness -- a loop, a shell, a filesystem, the ability to write and run its own code -- a model can take on increasingly difficult work. A growing body of work treats the coding-agent harness as infrastructure for knowledge work rather t...

George Juraj Salapa · 0 citations
Review Aug 2026

Applying Anthropic Primitives at Large Enterprises: Harness Paradigm for Knowledge Work

Frontier models have collapsed the cost of writing custom code: a niche problem a specialist sees in their own domain now costs an afternoon. The cost of reviewing and maintaining that code hasn't collapsed. Each solution drifts from the next; understanding one means reading its codebase from scratch. Large enterprises...

George Juraj Salapa · 0 citations

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