Add DISC Mathematical Foundations, update portfolio stats (49 models, 22,598 total downloads)

README.md

@@ -180,7 +180,23 @@ Not intended for:
 *Part of the [Standalone Models](https://huggingface.co/reaperdoesntknow) by [Convergent Intelligence LLC: Research Division](https://huggingface.co/reaperdoesntknow)*
 
 
-### Related Models
+#
+## Mathematical Foundations: Discrepancy Calculus (DISC)
+
+SAGI's swarm intelligence dynamics connect to Discrepancy Calculus through **Discrepancy Mechanics** (Ch. 16 of the DISC monograph) — a reformulation of dynamics that replaces Newton/Lagrange with four discrepancy laws:
+
+- **DL0 (Co-Motion):** Agent kinematics via metric derivative and environment flow
+- **DL1 (Discrepancy Energy):** $E_{\text{disc}}[f] = \frac{1}{2}\int w(x)(Df(x))^2 d\mu(x)$ — stability through bounded discrepancy energy
+- **DL2 (Force as Discrepancy Gradient):** Trust routing gradients as Euler-Lagrange from discrepancy action
+- **DL3 (Reciprocity):** Symplectic invariance preserved across agent interactions
+
+The discrepancy operator $Df(x) = \lim_{\varepsilon \downarrow 0} \frac{1}{\varepsilon} \int_x^{x+\varepsilon} \frac{|f(t) - f(x)|}{|t - x|} dt$ quantifies the local mismatch in each agent's contribution. The trust mechanism between agents is operationally a discrepancy energy minimization: agents whose outputs have high mutual discrepancy are weighted down; agents converging on shared structure are amplified.
+
+Classical mechanics is recovered as a degenerate smooth limit of Discrepancy Mechanics — just as standard single-head attention is a degenerate limit of swarm routing.
+
+Full theory: *"On the Formal Analysis of Discrepancy Calculus"* (Colca, 2026; Convergent Intelligence LLC: Research Division).
+
+## Related Models
 
 | Model | Downloads | Format |
 |-------|-----------|--------|
@@ -199,7 +215,7 @@ Not intended for:
 | [Qwen3-0.6B-Distilled-30B-A3B-Thinking-SFT-GGUF](https://huggingface.co/reaperdoesntknow/Qwen3-0.6B-Distilled-30B-A3B-Thinking-SFT-GGUF) | 203 |
 | [Qwen3-1.7B-Coder-Distilled-SFT-GGUF](https://huggingface.co/reaperdoesntknow/Qwen3-1.7B-Coder-Distilled-SFT-GGUF) | 194 |
 
-**Total Portfolio: 41 models | 2,781 total downloads**
+**Total Portfolio: 49 models, 22,598 total downloads**
 
 
 *Last updated: 2026-03-28 12:58 UTC*