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def definition def or abbrev high

jcost_deriv

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J-cost derivative is defined by the closed-form expression (1 - x^{-2})/2. Researchers analyzing monotonic convergence of RS ground states cite this when proving that gradient steps reduce J-cost for x away from 1. The definition is obtained by direct differentiation of the convex J(x) = (x + x^{-1})/2 - 1 expression.

claimThe derivative of J-cost is given by $J'(x) = (1 - x^{-2})/2$.

background

The PhysicsComplexityStructure module frames RS physics complexity through J-cost minimization. J(x) = (x + x^{-1})/2 - 1 is strictly convex with unique global minimum at x = 1, making ground-state verification linear-time. The derivative supplies the local slope for gradient analysis around this minimum. Upstream results on simplicial ledgers and option programs embed this cost function into ledger dynamics and mechanism design.

proof idea

One-line definition that encodes the analytic derivative of J-cost obtained by term-by-term differentiation of (x + x^{-1})/2 - 1.

why it matters in Recognition Science

This definition supports the sign theorems jcost_deriv_pos_of_gt_one and jcost_deriv_neg_of_lt_one together with jcost_gradient_descent_converges, which establish that the gradient points toward x = 1. It fills the IC-005.6 slot confirming the unique critical point in the complexity summary. Within the RS framework it underpins the claim that local J-cost minimization is O(1) per step, consistent with eight-tick octave dynamics.

scope and limits

formal statement (Lean)

  83noncomputable def jcost_deriv (x : ℝ) : ℝ := (1 - (x⁻¹)^2) / 2

proof body

Definition body.

  84
  85/-- **THEOREM IC-005.6**: J'(1) = 0 — the gradient vanishes at the ground state.
  86    This confirms x = 1 is the unique critical point (and global minimum). -/

used by (4)

From the project-wide theorem graph. These declarations reference this one in their body.

depends on (7)

Lean names referenced from this declaration's body.