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Continues Learning is indeed a big deal.
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Continues learning does not mean you need a continuously learning LLM—this can be a property of a system.
But:
The bitter lesson says a data‑scaled meta‑learner that learns to learn will beat our hand‑engineered scaffolds.
https://x.com/revishvilig/status/2001001161508446451
“from Deputy commander of Ukraine’s HATRED reconnaissance battalion:
The war evolves roughly every six months. At the moment, it is entering a new era — the widespread introduction of artificial intelligence.”