\"\"\"Simple self-improvement loop: analyzes memory entries and updates a score table.\"\"\" import json, time, random class SelfImprover: def __init__(self, memory_store): self.memory = memory_store self.scores = {} def analyze_and_update(self): entries = self.memory.tail(100) # toy heuristic: count types counts = {} for e in entries: t = e.get('type','unknown') counts[t] = counts.get(t,0) + 1 # update scores randomly influenced by counts for k,v in counts.items(): self.scores[k] = self.scores.get(k, 1.0) * (1.0 + 0.01*v) return self.scores