Um to do that all effectively, you need to make sure that the models are able to

Um to do that all effectively, you need to make sure that the models are able to process that context and work with it correctly at the training time.

Why This Quote Matters

This quote was chosen because it states an explicit operating requirement and surfaces context management as an engineering concern. In the context of Road to 5 Million Tokens: Breaking Barriers in Long Context Training — Max Ryabinin, Together AI, it is a useful pointer into Agent Memory rather than just a memorable line: it captures a reusable engineering judgment readers can compare against the source transcript, slides, and related scheduled sessions.

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