By cable2600Source:
[Hacker News AI](https://news.ycombinator.com)Article URL: [https://www.youtube.com/watch?v=zWJ-g5u9Rqs](https://www.youtube.com/watch?v=zWJ-g5u9Rqs)
Comments URL: [https://news.ycombinator.com/item?id=48963642](https://news.ycombinator.com/item?id=48963642)
Points: 17
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source & further reading
machinebrief.com — original article
LeanTTA: A Backpropagation-Free and Stateless Approach to Quantized Test-Time Adaptation on Edge Devices
Operon: Incremental Construction of Ragged Data via Named Dimensions
Monitor-Validity Failures: LLM Safety Evidence Paths at Evolving Framework Boundaries