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https://arxiv.org › abs
Four mechanisms survive selection and form SoL Pi spanning action execution context compaction observation
https://github.com › ByteDance-Seed › EdgeBench
EdgeBench is a benchmark of 134 real world tasks for evaluating how autonomous AI agents learn from real world environments
https://nvlabs.github.io › SoL-Pi
SoL Pi scales recursive auto research to reduce agent cost tokens and turns while preserving useful work
https://cspaper.org › openprint
On the 51 task EdgeBench evaluation SoL Pi achieves performance comparable to Pi across GPT 5 6 Sol and Opus 5
https://lumienai.com › news › edgebench-ai-agent...
ByteDance Seed has published EdgeBench a structured benchmark for evaluating AI agents across 51 tasks
https://arxiv.org › html
Figure 4 shows per task learning curves for 18 representative tasks illustrating how different models improve on the same task over
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