Autonomous Ad Budget Allocation with LLM x Mathematical Optimization: A 'Zero-Hallucination' Marketing AI Architecture using LangGraph and PuLP

Is it really safe to let an LLM directly control a company's advertising budget?When marketers or business leaders ask this ...
Hacker

I Built a Budget Optimiser That Showed Me the Cost of My Own Rules

I explore how AI, optimisation and uncertainty can be turned into decision systems that work beyond the model. For a long time I thought the hard part of a data project was getting the right answer.
GitHub

mixed-integer-programming

Mathematical Optimization in Julia. Local, global, gradient-based and derivative-free. Linear, Quadratic, Convex, Mixed-Integer, and Nonlinear Optimization in one simple, fast, and differentiable ...
GitHub

linear-programming

Linear algebra, eigenvalues, FFT, Bessel, elliptic, orthogonal polys, geometry, NURBS, numerical quadrature, 3D transfinite interpolation, random numbers, Mersenne ...