The Measurement Revolution
Redefining Intelligence from Asset to Verified Flow
A Technical Brief for Professor Yann LeCun · AMI Labs & Meta AI
📑 What's Inside
Section 1
The Measurement Crisis
Why the field confuses scale with intelligence, and the categorical error of asset-based metrics
Section 2
Intelligence as Flow
The fundamental redefinition: I = Σ wᵢ(dGᵢ/dt) with thermodynamic necessity proof
Section 3
JEPA's Topological Closure
Why I(C;R) ≈ 0 causes latent drift and prevents verification against reality
Section 4
The Grounded Loss Function
L_total = L_JEPA + λ·L_semantic with topological puncture φ: R → C
Section 5
Digital Synaptic Web
99.75% sparse architecture achieving O(1) retrieval at 100,000× efficiency gain
Section 6
Causal Reasoning
Computing P(Y|do(X)) via 4D Semantic Spacetime and typed predicates
Section 7
Active Refusal
The safety primitive: when confidence < θ, verify against external reality
Section 8
Integration Path
Three-phase deployment: wrapper layer, joint training, distributed federation
Questions? Let's Discuss
The Measurement Revolution
Redefining Intelligence from Asset to Verified Flow
A Technical Brief for Professor Yann LeCun · AMI Labs & Meta AI
📑 What's Inside
Section 1
The Measurement Crisis
Why the field confuses scale with intelligence, and the categorical error of asset-based metrics
Section 2
Intelligence as Flow
The fundamental redefinition: I = Σ wᵢ(dGᵢ/dt) with thermodynamic necessity proof
Section 3
JEPA's Topological Closure
Why I(C;R) ≈ 0 causes latent drift and prevents verification against reality
Section 4
The Grounded Loss Function
L_total = L_JEPA + λ·L_semantic with topological puncture φ: R → C
Section 5
Digital Synaptic Web
99.75% sparse architecture achieving O(1) retrieval at 100,000× efficiency gain
Section 6
Causal Reasoning
Computing P(Y|do(X)) via 4D Semantic Spacetime and typed predicates
Section 7
Active Refusal
The safety primitive: when confidence < θ, verify against external reality
Section 8
Integration Path
Three-phase deployment: wrapper layer, joint training, distributed federation
