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@VictorTaelin

I too have considered compaction to be the next generation of model design
Incremental compaction
a,b = compact(a,B) - for use in long threads keeping most of the context
Recursive compaction
c = compact(a,b) - to distill skills
Skills gonna be the KV cache rather then text