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Andrew Huberman@huberman-protocolsweb
Appliquer la règle des 85 % dans l'apprentissage

what it claims

To optimize learning and neuroplasticity, you should aim for an error rate of approximately 15% during practice, which corresponds to a success rate of 85%.

holds up

This concept is based on a study published in 'Nature Communications' (Wilson et al., 2019), which used machine learning models to test different difficulty rates.

noli's read

This concept is based on a study published in 'Nature Communications' (Wilson et al., 2019), which used machine learning models to test different difficulty rates. The researchers concluded that the 'sweet spot' for rapid learning is indeed around an error rate of 15.87%. This is a robust computational and behavioral study that supports the idea that if a task is too easy, neural change is not sufficiently stimulated, and if it is too difficult, the learning process stalls. Its application to human learning is consistent with the principles of cognitive psychology, notably 'desirable difficulty.' However, it is important to note that this 15% figure is a theoretical mathematical estimate and not an absolute universal rule for every individual or every skill. The analysis is therefore scientifically grounded, although its concrete application in daily life requires a certain degree of flexibility.

the sources

  1. 1NIH Office of Dietary Supplements 2026
  2. 2Manson JE et al. 2019
  3. 3Bhatt DL et al. 2019
  4. 4Khan SU, Lone AN, Khan MS, et al. 2021
  5. 5Liao Y, Xie B, Zhang H, et al. 2019
  6. 6hubermanprotocols.com (fan reference guide)

Claimed by Andrew Huberman. Noli grades the claim, never the person.

Decoded by Noli · July 18, 2026 · the original post

What the graded evidence says

Effect
CV events, high-risk patients on high-dose EPA (REDUCE-IT) — -25% relative (high-risk only)
Measured on
REDUCE-IT: 8,179 statin-treated high-risk patients

What’s uncertain

Strong for a specific medical use; modest for everyday wellness.

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