
Available nowCLIMCPHeadless
Optimization software for turning a supported decision model into a checked candidate solution, with execution planning included.
Inside SpinForge + Atlas

One platform for checked decisions, AI serving, and compute and data operations.
Choose yourExisting products for differentiable optimization, scientific evaluation, algorithm improvement and the Recursive Engine.
SHARED ENGINE / APPLICATIONSDiscovery Core powers AMDE and Bio. Bench separately provides certified Gset optimality.
GARMO SOLVERS 1.0.2One garmo CLI, one garmo-mcp server and original-input result checking.
Checked decisions. Better AI serving. Connected compute and data operations. One platform agreement, with compatible methods and the shared foundation included in the qualified workflow.
Produce, explain, repair and revise a constrained plan with evidence tied to the original model.
Explore the configuration ↗02 / CUSTOMER STARTING POINTImprove useful throughput, memory use or latency at an accepted model-quality target.
Explore the configuration ↗03 / CUSTOMER STARTING POINTConnect work execution, retained state and resource allocation within a defined operating boundary.
Explore the configuration ↗04 / CUSTOMER STARTING POINTUse the synthesis family and discovery applications for candidate design, physics-grounded scoring and computational improvement.
The decision, the information and the machine can be considered together. Explore six cross-product opportunities to avoid unnecessary work or unlock a better operating configuration.
Find useful combinations that separate product tuning can miss.
S2Spend effort where additional information can change the accepted decision.
S3Retain useful work together with the conditions under which it can be reused.
S4Compare useful future responses—not only today’s winning score.
S5Change how an admitted problem is represented while retaining its original meaning.
S6Learn from authorized work without giving a prediction the authority of a proof.
Proposed integration pathways around existing products. Gains require matched customer-workload evaluation; the products remain independently available.
Commission the model, integration and acceptance work needed for your task. Existing products stay independently available.
Commission one supported decision model, a scoped conflict analysis and a comparison of permitted repairs.
02 / Scoped customer programCommission a revision-aware workflow that keeps models, assumptions, results and evidence connected as inputs change.
03 / Scoped customer programCommission a bounded performance improvement with source identity, numerical acceptance and the appropriate checking evidence.
Your terminal.
Your agents. Your workflows.
What gets routed. Where memory lives. Which method solves the problem. The choices behind computing are the work of SpinForge.
Seven applications, fifteen mathematical tools and four AI-infrastructure products. Alongside native constraint search, structure-aware optimization and specialist engineering for your environment.
The company behind the softwareKeep your existing software. Add the computation, checking or integration that makes the next step more useful.
Start with the capability you need. Build a deeper workflow when the work calls for it.
Seven precise tools for optimization and AI serving.
02Fifteen GPU tools, each with a separate result check.
03State, multi-tier memory, compute fabric and agent work.
04GARMO UCS, GarmoForge, UNISOLVE and the released 21-module Garmo Solvers suite.
05A defined improvement, implemented and evaluated.
06Integration, continuing engineering and OEM partnerships.
Explore one product. Put a workflow into production. Add engineering when the work calls for it.
See plans & scopeCustomer-hosted software. Infrastructure is separate. Compatible scope confirmed before activation.
From the decisions you make to the models you serve. Find the software for the part that matters.

Available nowCLIMCPHeadless
Optimization software for turning a supported decision model into a checked candidate solution, with execution planning included.
Inside SpinForge + Atlas
Available nowCLIMCPHeadless
Expert-routing and load-balancing software for mixture-of-experts AI serving.
Inside SpinRoute
Available nowCLIMCPHeadless
KV-cache and memory-tier placement software, supplied with a service interface and a vLLM integration hook.
Inside SpinMem
Available nowCLIMCPHeadless
GPU kernel autotuning and code-generation software for supported Triton tile configurations.
Inside SpinKernel
Available nowCLIMCPHeadless
GPU scheduling software that brings resource-placement policies, attestation and deployment records into the allocation workflow.
Inside SpinSovereign
Available nowCLIMCPHeadless
AI-performance assessment software that profiles a workload, prioritizes optimization changes and checks their effect on model quality.
Inside SpinProof
Available nowCLIMCPHeadless
KV-cache compression and direct-decode software for supported long-context LLM serving.
Inside SpinCacheSpinCache brings compression. SpinProof checks its effect on your model. Available together, with each application also licensed individually.
Discuss the combined offerFrom a lattice basis to a billion-edge graph. Fifteen tools across five disciplines, with exact, numerical and statistical checks kept distinct.
Four separate products for the state, memory, resources and operations that AI workloads depend on.
Available nowCLIMCPHeadless
A GPU-native persistent-state engine connecting supported live-data, computation, indexing, transaction and persistence workflows.
Available nowCLIMCPHeadless
A multi-tier LLM KV-cache runtime for compressing, offloading and restoring cache in a supported memory and storage environment.
Available nowCLIMCPHeadless
AI compute-fabric planning software that maps workloads against power, cooling, memory, network and silicon resources.
Available nowCLIMCPHeadless
An operating layer for generating, scheduling, validating, storing and replaying agentic-AI workloads across CPU/GPU infrastructure.
Use a core engine directly. Or qualify a coordinated workflow around the structure of your problem.
Available nowCLIMCPHeadless
Optimization software for turning a supported decision model into a checked candidate solution, with execution planning included.
Available nowCLIMCPHeadless
A native constraint-search engine for supported logical, integer and engineering decision models.
Available nowCLIMCPHeadless
Structure-aware optimization software for selecting a supported solving approach and improving or repairing candidate decisions.
Available nowCLIMCPHeadless
A native solver library, headless command-line program and MCP server that accepts supported models, selects compatible engines and independently checks accepted answers.
21 modules in Garmo Solvers 1.0.2, with shared access and original-input checks.
Explore the solver catalogOne solve-any entry point. The current 0.16.1 source G reports 82 profiles, 65 entry functions and current installed-package evidence. Broader supported scheduling, exact mathematics and LinearSession reoptimization. Accepted answers receive solver-specific and generic checks.
Inside UNISOLVELicense a product, commission an implementation or reserve a team for continuing optimization.
Establish a reproducible baseline, locate costly bottlenecks and define the implementation plan.
Improve a defined serving workload’s latency, throughput, memory use or cost under accepted quality requirements.
Evaluate and improve routing and load balance in a supported mixture-of-experts environment.
Profile a computational pipeline, tune or replace its bottleneck kernels, and deliver tested implementation changes.
Implement a resource-allocation workflow addressing capacity, placement restrictions, scheduling and operating policies.
Translate a real planning problem into a supported formulation, integrate customer data and deploy a usable decision workflow.
Improve a defined partitioning, routing or other supported optimization task inside an existing engineering environment.
Port a supported workload to a specified execution environment and verify correctness and performance on the target.
License a capability. Deploy a complete workflow. Or embed supported technology inside your own product. The scope follows the work.
One capability. A connected workflow.
A team to put it into practice.