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Odrzywolek gave us the beautiful compression. Lietz is telling us where the compression actually comes from—and why the real work happens before we ever hit the continuous branch.
What if every button on your scientific calculator—exp, ln, sin, √, +, ×, even π and i—could be replaced by a single binary operation and the number 1? That’s the bombshell claim of Andrzej Odrzywolek’s 2026 arXiv paper “All Elementary Functions from a Single Operator.” He introduces the EML gate, eml(x, y) = exp(x) − ln(y), and proves it (with constant 1) generates the entire scientific-calculator repertoire as binary trees. Think NAND gate for continuous mathematics: one repeatable node, S → 1 | eml(S, S), that turns expressions into uniform circuits perfect for symbolic regression, analog computing, and gradient-based discovery of closed-form formulas.
But hold on—Justin K. Lietz’s companion paper “Quotient Descent and the EML Operator: Why Continuous Composites Are Not Primitives” (April 22, 2026) says: not so fast. EML isn’t a true primitive at all. It’s a “continuous-shadow composite” that only appears after you project away the real foundation: Phase Calculus’s discrete lifted state Ξ = (A, q, θ, κ, c) evolved by the three operators {Q, B, L}. Visible recurrence on the calculator is weaker than exact return to the carried state. The continuous exp and ln we love are lawful descendants via the exact quotient criterion Π ◦ E = G ◦ Π, not the source.
In this episode we put the two papers head-to-head:
If you’ve ever wondered why math feels both endlessly redundant and mysteriously powerful—or if you’re excited about the next leap after NAND for Boolean logic—this episode will rewire how you see elementary functions forever.
By Justin LietzOdrzywolek gave us the beautiful compression. Lietz is telling us where the compression actually comes from—and why the real work happens before we ever hit the continuous branch.
What if every button on your scientific calculator—exp, ln, sin, √, +, ×, even π and i—could be replaced by a single binary operation and the number 1? That’s the bombshell claim of Andrzej Odrzywolek’s 2026 arXiv paper “All Elementary Functions from a Single Operator.” He introduces the EML gate, eml(x, y) = exp(x) − ln(y), and proves it (with constant 1) generates the entire scientific-calculator repertoire as binary trees. Think NAND gate for continuous mathematics: one repeatable node, S → 1 | eml(S, S), that turns expressions into uniform circuits perfect for symbolic regression, analog computing, and gradient-based discovery of closed-form formulas.
But hold on—Justin K. Lietz’s companion paper “Quotient Descent and the EML Operator: Why Continuous Composites Are Not Primitives” (April 22, 2026) says: not so fast. EML isn’t a true primitive at all. It’s a “continuous-shadow composite” that only appears after you project away the real foundation: Phase Calculus’s discrete lifted state Ξ = (A, q, θ, κ, c) evolved by the three operators {Q, B, L}. Visible recurrence on the calculator is weaker than exact return to the carried state. The continuous exp and ln we love are lawful descendants via the exact quotient criterion Π ◦ E = G ◦ Π, not the source.
In this episode we put the two papers head-to-head:
If you’ve ever wondered why math feels both endlessly redundant and mysteriously powerful—or if you’re excited about the next leap after NAND for Boolean logic—this episode will rewire how you see elementary functions forever.