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KNOWS Tests Browser Work After Search
The KNOWS paper turns web-agent evaluation from finding information into producing a usable document, spreadsheet or slide deck...
OSWorld-Pro Exposes Click Failures
OSWorld-Pro turns desktop automation into a step-by-step audit. The paper extends OSWorld-style computer-use evaluation with process checks, so a model...
SciAgentArena Maps Science Agent Limits
SciAgentArena turns biomedical research assistance into an interactive agent benchmark, not a static science quiz...
Bazaar Shows Pricing Agents Miss Profit
[Bazaar](https://arxiv.org/abs/2608.00102) is a benchmark submitted on 30 July 2026 for testing whether a language-model merchant can learn customer...
Can SheetCompass Read Real Workbooks?
SheetCompass tackles a production problem that ordinary table prompts often hide: spreadsheets are spatial workbooks, not flat text files. The paper was...
SWE-Bench ProMax Tests Refactoring Depth
SWE-Bench ProMax moves coding-agent evaluation from single-issue repair towards large, behaviour-preserving refactors. The paper was submitted on 10...
SWE-Bench Mobile Exposes Agent Variance
SWE-Bench Mobile tests coding tools against industry mobile-development work rather than public Python bug fixes. Its uncomfortable result is that the...
EcoAgent-Bench Prices Escalation Choices
EcoAgent-Bench is a 6 August 2026 benchmark for a deployment question that ordinary task-success scores blur: when should a tool-using system spend more,...
Chip-Design Agents Need Token ROI, Not Demo Flows
FluxBench landed on arXiv on 20 July 2026 with a useful warning for chip-design teams: two agents can start from the same foundation model and still...
Industrial Agents Hit the Factory Floor
Industrial agents are reaching factories through maintenance, data governance and OT workflows. Rollout depends on integration and safety boundaries.