Research
The role of memorization and knowledge is to cache & reuse past cognitive work. It should be leveraged as a way to speed up cognition, not a…
Francois Chollet argues that memorization and knowledge function as a cache for previously completed cognitive work, allowing it to be reused efficiently rather than recomputed. The purpose of storing
Francois Chollet argues that memorization and knowledge function as a cache for previously completed cognitive work, allowing it to be reused efficiently rather than recomputed. The purpose of storing knowledge is to accelerate thinking and problem-solving, not to serve as a substitute for reasoning or intelligence itself. This perspective aligns with Chollet's broader views on the distinction between true intelligence and the mere retrieval of stored information.
Related
- Simply retrieving a reasoning trace looks a lot like human reasoning, until it's time to navigate uncharted territory. If you memorized all …
- Cram Less to Fit More: Training Data Pruning Improves Memorization of Facts
- Thinking Deeper, Not Longer: Depth-Recurrent Transformers for Compositional Generalization [R]
- Good design is the art of packing 1,000 'hows' into a single 'what'. Good design is compression: making the numerator trend towards infinity…
- Simplicity is a very strong signal of model quality. Galileo's heliocentric model was directionally correct, but its predictive power was qu…
Source: Francois Chollet (X) | 2026-04-14