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certnum

One product for certified MDP values, partition-function bounds and model counting.

Conceptual product artwork for certnum, not physical hardware
Conceptual product artworkDrag to explore ↔

THE PRODUCT, IN PRACTICE

Values, bounds and counts.
One numerical product.

certnum brings MDP value iteration, partition-function bounds and model counting into one current solver product. It originated from Forge15’s valueforge, certcount and satforge. Those original modules remain an unchanged, separate library.

BUILT FOR
Planning, probabilistic-modeling and counting teams.
CHALLENGES → PRODUCT RESPONSE

The problem you face.
What the product changes.

YOUR CHALLENGEWITH CERTNUM
01

The problem needs the right operation

The selected supported MDP, partition-function or counting input.

One product for certified MDP values, partition-function bounds and model counting.

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

One product for certified MDP values, partition-function bounds and model counting.

02

Original-input result

Values, bounds or counts with the operation-specific certificate.

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

The source identifies MDP error bounds, AIS partition-function bounds and model counting checked against OEIS; no head-to-head verdict is recorded.

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
EXAMPLE CUSTOMER WORKFLOW

Use certnum 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 selected supported MDP, partition-function or counting input.
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 three modes are capabilities inside one product, not three additional current solver products.

How is it priced?+

No new standalone price is supplied for this product; request a scoped proposal. 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 ↗
PRODUCT RELATIONSHIPS

Related, not interchangeable.

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 See the system connections
START WITH THIS PRODUCT

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

YOUR NEXT MOVELET’S MAKE IT COUNT

Put it
to work.

One capability. A connected workflow.
A team to put it into practice.

patrick@garmolabs.com

FIND YOUR CAPABILITY