The problems
others can't solve.

Advanced mathematics, physics, chemistry, and economics for organizations facing complexity beyond conventional consulting. shown, not claimed.

Consultations are 30 minutes, confidential, and without obligation.

Real problems don't respect disciplinary boundaries.

Every engagement draws from the full spectrum. The notation below is not decoration — it is the actual working language of each practice.

Modeling & Optimization

Optimization, differential equations, stochastic modeling, game theory — frameworks built on proof, delivered with full methodology.

Physics & Engineering Analysis

Fluid dynamics, thermodynamics, structural and signal analysis — computational physics applied to real engineering constraints.

Applied Chemistry

Reaction kinetics, molecular modeling, and process optimization for chemical and materials problems.

Economics & Market Analysis

Econometrics, pricing optimization, risk quantification, auction and game theory for strategic decisions.

Data Science & AI

Bayesian inference, causal analysis, forecasting, experimental design — the rigor that separates insight from noise.

Systems Engineering

Complex systems design, control theory, signal processing, and multi-domain integration.

Watch an optimizer find minima it has never seen.

Gradient descent over Himmelblau's function — four minima, one landscape. Adjust the learning rate and watch stability trade against speed.

LIVE — GRADIENT DESCENT, COMPUTED IN-BROWSER
THE UPDATE RULE
LEARNING RATE ηη = 0.008
CAUTIOUSUNSTABLE
f(θ) CURRENT0.000
STEPS0

Four ways in — each one smaller than the last.

You should never have to commit to a large engagement to find out whether we can help.

STEP 1 · FREE

Consultation

30 minutes with a mathematician — not a salesperson. An honest read on whether the problem is ours to solve.

STEP 2 · FIXED PRICE

Feasibility Diagnostic

A two-week assessment ending in a written attack plan: the mathematics, the approach, the risks, and what a full engagement would take.

STEP 3 · FIXED SCOPE

Project Engagement

Defined deliverables, milestone-based, fully documented — you know the price before we begin.

STEP 4 · ONGOING

Retainer & Advisory

Continuous access for organizations with recurring quantitative needs; strategic advisory for executive teams.

Call (405) 806-0399·Info@ArcAngles.Art

Bring us the problem
everyone else declined.

A 30-minute conversation with a mathematician about your challenge — and an honest answer about whether we can help.

Arc Angles Art, LLC · Oklahoma