Don’t let headlines about bubbles distract you from the real avenues of progress being explored in AI every week, including what had been thought to be a long-term blocker - continual learning (learning on the fly).

https://app.grayswan.ai/ai-explained

This, plus models introspecting (hesitate before you berate), Nano Banana 2 possibly spotted, Chinese imagen and more.

AI Insiders ($9!): https://www.patreon.com/AIExplained

Chapters:
00:00 - Introduction
01:26 - Continual Learning (Nested Learning / HOPE)
07:00 - Introspection
10:54 - Image-Gen Progress

Nested Learning Post: https://research.google/blog/introducing-nested-learning-a-new-ml-paradigm-for-continual-learning/

Nested Learning Paper: https://abehrouz.github.io/files/NL.pdf

Original Titans Paper: https://arxiv.org/pdf/2501.00663

Siri News: https://www.bloomberg.com/news/articles/2025-11-05/apple-plans-to-use-1-2-trillion-parameter-google-gemini-model-to-power-new-siri

Introspection: https://www.anthropic.com/research/introspection

Full Paper: https://transformer-circuits.pub/2025/introspection/index.html#mechanisms

Earlier Work: https://www.anthropic.com/research/mapping-mind-language-model
https://transformer-circuits.pub/2024/scaling-monosemanticity/index.html

Release Post: https://x.com/AnthropicAI/status/1983584136972677319

https://lmcouncil.ai



Non-hype Newsletter: https://signaltonoise.beehiiv.com/

Podcast: https://aiexplainedopodcast.buzzsprout.com/