ai-sherpa/error-feedback-distributed-opt-repro

Retrofit to 6-claim decomposition: reproduce Empirical Laws 4.3/4.4 (EControl eta=0==EF21 exact + eta*=0 optimality), claim 6 toy->verified

Update logbook: Repro - A Tight Theory of Error Feedback Algorithms in Distributed Optimization

initial commit