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Seven applications, three core platforms, four infrastructure products, fifteen unchanged Forge15 modules, twenty-one Garmo Solvers modules, eleven synthesis products, and Bench, Bio and Discovery Core. Families, workspaces and research records are not counted twice.
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SpinForge + Atlas
Optimization software for turning a supported decision model into a checked candidate solution, with execution planning included.
↗SpinRoute
QUBO-based inference routing for supported cache-locality and mixture-of-experts load-balancing workflows.
↗SpinMem
Optimal data-placement software for memory-bound LLM inference across L2, HBM, CXL and NVMe.
↗SpinKernel
GPU kernel optimization as a QUBO, with supported configuration selection and code generation.
↗SpinSovereign
Turnkey sovereign-AI infrastructure with supported compliance and placement rules expressed as QUBO constraints.
↗SpinProof
AI-performance assessment software that profiles a workload, prioritizes optimization changes and checks their effect on model quality.
↗SpinCache
KV-cache compression and direct-decode software for supported long-context LLM serving.
↗GARMO UCS
A native constraint-search engine for supported logical, integer and engineering decision models.
↗GarmoForge
Structure-aware optimization software for selecting a supported solving approach and improving or repairing candidate decisions.
↗UNISOLVE
One headless solver platform for compatible method selection, mixed-capability solving and source-bound result checks.
↗StateForge
A GPU-native persistent-state engine connecting supported live-data, computation, indexing, transaction and persistence workflows.
↗KX MemoryForge
A multi-tier LLM KV-cache runtime for compressing, offloading and restoring cache in a supported memory and storage environment.
↗GridForge
AI compute-fabric planning software that maps workloads against power, cooling, memory, network and silicon resources.
↗AgentForge
An operating layer for generating, scheduling, validating, storing and replaying agentic-AI workloads across CPU/GPU infrastructure.
↗LatForge
Lattice-basis reduction software with independent checks of the returned basis.
↗modalg
Exact linear-algebra software for supported determinant and linear-solve problems, without floating-point rounding in the returned exact answer.
↗ANNForge
Approximate nearest-neighbor search over large vector collections, with recall checked against exact reference queries.
↗sketchstream
Streaming frequency and distinct-count estimation designed for large streams with a small memory footprint.
↗GraphForge
Graph-analysis software for PageRank, connected components and shortest paths, with independent result checks.
↗SATForge
Boolean satisfiability software with independent rechecking of returned satisfying assignments.
↗bnb_certified
Exact 0/1 knapsack optimization with a checked optimality conclusion when the supported proof completes.
↗ValueForge
Markov decision-process computation with a stopping certificate for supported state-value estimates.
↗krylov_scale
Matrix-free linear-system and extreme-eigenvalue computation with independent true-residual checking.
↗SpectralForge
Large FFT, convolution and supported spectral-PDE computation with independent consistency checks.
↗TomoForge
Signal and image reconstruction from noisy linear measurements, with a checked data-fit residual.
↗sinkhorn_ot
Memory-conscious discrete optimal-transport computation with checks of the source and target marginal constraints.
↗enkf_scale
Ensemble-based data assimilation that updates a high-dimensional state estimate using incoming observations.
↗certmc
Monte Carlo derivative-pricing and transport-integral estimates with a confidence interval.
↗certcount
Log-partition estimation for supported Ising models, with a reported uncertainty interval.
↗SpinForge Warp
Differentiable annealing that lets a learning workflow backpropagate through optimization.
↗AMDE + ALCHEMI
Physics-grounded drug-discovery scoring through GPU molecular dynamics.
↗Neural Schedule
Learned temperature schedules for annealing through a Fourier neural operator.
↗GARMO Scientist
An autonomous discovery product organized around perceive → hypothesize → experiment → learn.
↗Annealed Splatting
Hybrid 3D reconstruction using annealing for structure and gradients for parameters.
↗QC Bridge
A quantum–classical optimization bridge for warm starts, validation and hybrid workflows.
↗Gödel Optimizer
A self-evolving optimizer that improves its optimization algorithms.
↗Materials Factory
A self-improving materials-data pipeline built on the SpinForge core.
↗Embodied Optimizer
Physical optimization in which a robot solves combinatorial problems.
↗Token Factory
GPU-fleet scheduling formulated as a QUBO to maximize tokens per watt.
↗Recursive Engine
The synthesis meta-system through which its eleven products improve one another.
↗SpinForge Discovery Core
The shared computational engine behind AMDE and SpinForge Bio.
↗SpinForge Bio
Protein binder design producing a ranked candidate panel for downstream synthesis and evaluation.
↗SpinForge Bench
A distinct offering focused on certified Gset optimality.
↗MaxSAT
Satisfy hard clauses while optimizing weighted soft requirements.
↗CertCut
Solve Max-Cut/Ising problems with independently checkable optimality evidence where completed.
↗CP
Constraint programming for supported XCSP3 models and scheduling.
↗Partition
Divide a supported graph or hypergraph while evaluating its partition objective.
↗VRP
Plan vehicle routes under supported CVRP and VRPTW requirements.
↗SMT
Check supported bit-vector and integer-arithmetic requirements.
↗Router
Select compatible computational backends, race them and apply execution guards.
↗QBF
Solve quantified Boolean formulas with their quantifier order retained.
↗TSP
Find tours for supported traveling-salesman problems.
↗Presolve
Preprocess supported CNF before MaxSAT execution.
↗Conic
Solve supported linear, quadratic and second-order-cone models.
↗CertOT
Solve optimal-transport and assignment problems with the appropriate checks.
↗MINLP
Evaluate supported mixed-integer nonlinear models from OSiL/PIP inputs.
↗CertBQP
Optimize binary quadratic choices subject to linear constraints.
↗certnum
One product for certified MDP values, partition-function bounds and model counting.
↗MIP
Select a mixed-integer programming path for a supported constrained model.
↗Krylov
Solve matrix-free linear systems with a recomputed true-residual certificate.
↗HOBO
Optimize higher-order binary models with three- and four-body terms.
↗Toroidal
Solve supported toroidal and planar spin-glass instances exactly.
↗Batch
Execute thousands of supported tiny QUBO or SAT instances in a batch.
↗Unroute
Prove early when a supported routing or flow problem cannot be routed.
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