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cs.AI2026
ContextRender: From Execution Dependencies to Agent Context
Savini Kashmira, Jayanaka L. Dantanarayana, Lingjia Tang +1
LLM agents performing long-horizon tasks accumulate tool results that later steps may need. Passing the full history to every invocation is costly even when it fits within the cont…
cs.AI2026
Kernel Forge: An Agent Harness for LLM-based Generation and Optimization of CUDA Kernels
Joshua Brodsky, Dhravid Kumar, Savini Kashmira +4
Machine learning models are increasingly embedded in everyday software, and most of their runtime is spent in a small set of compute kernels such as matrix multiplication, convolut…