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THURSDAY, 22 OCTOBER 20261,992 channels on the wireFree edition

AI & Tools desk — breakout report

Why Nobody Has Solved Continual Learning

LangChain's upload has reached 11.4K views — about 3.7× the ≈3.1K this channel typically draws at the same age.

Key facts

  • •3.7x LangChain's own 90-day median — this channel normally draws about 3.1K views at the same age.
  • •11.4K views so far, published 6 days ago.
  • •Category: Science & Technology · Language: en · Quality: HD · Captions: yes
  • •"Breakout" is measured against this exact channel's trailing 90-day median at matching video age — not a generic niche average.

Updated 2026-10-16 21:50 UTC

Video thumbnail: Why Nobody Has Solved Continual Learning
Watch on YouTube ↗ · LangChain · 208K subscribers

View trajectory

Views this upload has gathered since it published, last measured about 96h in — from our own tracking.

0h 4d after publish 11.4K views

Published Oct 16, 2026 · 6 days ago. How breakouts are measured →

From the creator

Charlie O'Neill, Co-Head of Model Training at Baseten, explains why the train step in the own-your-intelligence loop is still unsolved once you update a model continually instead of once. He walks through the trade-offs: SFT can install new knowledge but is off-policy, and repeated SFT causes catastrophic forgetting…

Category: Science & Technology · Language: en · Quality: HD · Captions: yes

Topics: Knowledge

Tags: The Learning Loop, LangChain, continual learning, AI agents, Charlie O'Neill, Baseten, reinforcement learning, RL, SFT, supervised fine-tuning, fine-tuning, distillation

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