---
title: HOBO: Higher-Order Binary Optimization | SpinForge
url: https://spin-forge.com/solvers/hobo
description: Optimize higher-order binary models with three- and four-body terms.
---

Garmo Solvers SPINFORGE / A GARMO LABS COMPANY

# HOBO

Optimize higher-order binary models with three- and four-body terms.

[Explore the family](https://spin-forge.com/solvers) [Talk about your workload](https://spin-forge.com/contact)

Customer outcome [Build better plans and decisions](https://spin-forge.com/platform/checked-decisions)

THE PRODUCT, IN PRACTICE

## Optimize higher-order binary models
with three- and four-body terms

Optimize higher-order binary models with three- and four-body terms. It is an available module in Garmo Solvers 1.0.2, accessed through the common garmo CLI and garmo-mcp server. Every returned answer is rechecked against the original input; mathematical claims are certified or explicitly labeled uncertified.

BUILT FOR

Engineering, optimization and software teams with discrete optimization workloads.

CHALLENGES  PRODUCT RESPONSE

## The problem you face.
What the product changes.

YOUR CHALLENGE WITH HOBO

01

### The problem needs the right operation

The supported higher-order binary objective.

Optimize higher-order binary models with three- and four-body terms.

02

### A result must answer the original question

An answer detached from its original constraints or input is difficult to rely on.

The suite rechecks the answer against the original input and identifies the applicable result state.

03

### The comparison needs a defined scope

A capability or benchmark result is not a universal promise for a different workload.

Evaluate the selected input, resource budget, complete cost and required certificate against your baseline.

WHAT YOU GET

## A defined capability.
A useful result.

01

### Selected solving capability

Optimize higher-order binary models with three- and four-body terms.

02

### Original-input result

A candidate assignment, objective and applicable checks.

03

### Common access

Use the released garmo CLI and garmo-mcp server; headless execution fits scripts and automated workflows.

04

### Explicit certificate status

Optimality and infeasibility claims carry a certificate or are labeled uncertified.

GARMO SOLVERS 1.0.2 / REPORTED STUDY

## No comparison recorded

Capability recorded; no head-to-head result in the supplied summary.

Source: owner-supplied release account. These are retained study results, not tests rerun for this publication or universal competitor rankings.

[Read the full comparative evidence](https://spin-forge.com/results/garmo-solvers)

EXAMPLE CUSTOMER WORKFLOW

## Use HOBO in a defined workflow

A customer has a supported model and wants an accepted result without adopting every other module.

Illustrative customer use—not a new benchmark or completed customer deployment.

1. 01

Provide the original input and define the useful outcome.

2. 02

Run the selected module under its supported resource and interface scope.

3. 03

Review the returned answer, original-input checks and completion state.

FIT & ACCEPTANCE

## Start with the task.
Agree the useful outcome.

What you bring

The supported higher-order binary objective.

What a useful evaluation measures

- + Accepted original-model result
- + Appropriate certificate or disclosed uncertified state
- + Total time, memory and operating cost

Delivery

License the selected capability, commission an implementation, or agree an operated service. Infrastructure and additional engineering are specified separately.

QUESTIONS BEFORE BUYING

## A clear scope.
A clear relationship.

**What is the important boundary? − **The current release describes three- and four-body models; historical LABS wording is not a new unrestricted domain claim.

**How is it priced? + **$45,000/year is the retained standalone price proposal for its named scope. The platform plans buy qualified workflows and capacity, not a second charge every time a compatible method is selected. Existing bundle inclusions do not expand automatically.

**How do we get access? + **Available through garmo CLI and garmo-mcp, including headless execution. Product-specific inputs, runtime dependencies, budgets and result checks remain explicit.

PUT THE PRODUCT TO WORK

## Tell us what needs to improve.

Bring a task, an accepted outcome and the environment in which the product needs to work.

[Discuss this workflow ](https://spin-forge.com/contact?product=solvers%2Fhobo&brief=Product%3A+HOBO%0AOur+challenge%3A%0AOur+workload%2Finput%3A%0AExpected+result%3A%0AAcceptance%3A+Accepted+original-model+result%3B+Appropriate+certificate+or+disclosed+uncertified+state%3B+Total+time%2C+memory+and+operating+cost%0AEnvironment+and+delivery+preference%3A%0A)

PRODUCT RELATIONSHIPS

## Related, not interchangeable.

[RELATED PRODUCT

### UNISOLVE

One headless solver platform for compatible method selection, mixed-capability solving and source-bound result checks.](https://spin-forge.com/unisolve)

ONE PLATFORM

## Choose a qualified workflow.

Select the capability you need directly or include its compatible role in a qualified platform workflow. Production scope identifies release, environment, capacity and support; a product count is not an entitlement.

[Explore monthly plans](https://spin-forge.com/plans) [See the system connections](https://spin-forge.com/system-synergies/product-map)

START WITH THIS PRODUCT

Use the software directly or ask us to scope the implementation.

[Software access](https://spin-forge.com/plans?product=solvers/hobo) [Have us do the work](https://spin-forge.com/contact?product=solvers/hobo&delivery=engineering)
