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The final article in the Beyond Memory series - what a fully mature continuous learning system would look like, the remaining hard problems, and what success actually means for an agent that genuinely improves over time.
Most AI agents are like very smart interns - they do useful work but never actually get better at their job. Self-improving agents change that by learning from every task they perform in their specific environment.
Accept to save reading progress, unlock continue-where-you-left-off, and allow a hosting-support ad at the end of posts. Anonymous session signals still help the live memory panels; we never publish reader IDs.
