IVRESS

Use optimization and simulation models in your desktop, Web or mobile application. Use the same high-level objects (like Problem, Solver, Variable and Function), collections, properties and methods across different programming languages. The same object-oriented API is exposed "over the wire" through Web Services WS-* standards to remote clients in PHP, JavaScript, C# and other languages. Procedural languages can use conventional calls that correspond naturally to the properties and methods of the Object-Oriented API. Linear and quadratic programming, mixed-integer programming, smooth nonlinear optimization, global optimization, and non-smooth evolutionary and tabu search are all included. The world's best optimizers, from Gurobi™, XPRESS™ and MOSEK™ for linear, quadratic and conic models to KNITRO™, SQP and GRG methods for nonlinear models "plug into" Solver SDK. Easily create a sparse DoubleMatrix object with 1 million rows and columns.

FLUX.2 [max] is the flagship image-generation and editing model in the FLUX.2 family from Black Forest Labs that delivers top-tier photorealistic output with professional-grade quality and unmatched consistency across styles, objects, characters, and scenes. It supports grounded generation that can incorporate real-time contextual information, enabling visuals that reflect current trends, environments, and detailed prompt intent while maintaining coherence and structure. It excels at producing marketplace-ready product photos, cinematic visuals, logo and brand assets, and high-fidelity creative imagery with precise control over colors, lighting, composition, and textures, and it preserves identity even through complex edits and multi-reference inputs. FLUX.2 [max] handles detailed features such as character proportions, facial expressions, typography, and spatial reasoning with high stability, making it suitable for iterative creative workflows.