AI article
Stop Shuffling Markdown Files: What Happens When Long-Term Agent Memory Moves into Weights
Community description: Every developer building multi-session agents eventually ends up maintaining a small, fragile library...
Dev.to | Oct 15, 2026 | Reid Marlow
Automated excerpt
Third, context windows degrade reasoning density. Crucially, the model itself generates the target responses while conditioned on the context. The frozen model receives the source context as a teacher.
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