---
title: ModelNative | Garmo Labs
url: https://garmolabs.com/software/modelnative
description: Multi-phase model planning, sharding, memory fit, calibrated latency/bandwidth support, SLO and cost/energy policy.
---

[Software](https://garmolabs.com/software) › IP-4888

AI & orchestration

# ModelNative

Multi-phase model planning, sharding, memory fit, calibrated latency/bandwidth support, SLO and cost/energy policy.

Commercial software Version 1.2.0

[Request evaluation](https://garmolabs.com/contact?products=software-ip-4888) [Run the software](https://garmolabs.com/demos/modelnative)

Live public engine · role map, not an execution capture.

THE TECHNICAL ROLE

## Built around a specific job.

ModelNative: Multi-phase model planning, sharding, memory fit, calibrated latency/bandwidth support, SLO and cost/energy policy. Delivered as CLI / SDK / API. Integrate the selected version at its documented input/output boundary; retain source and configuration identity with each result. Use the executable quickstart and bounded server adapter linked on this page.

01

Model↔Hardware Planner

02

Independent installation

03

CLI, Python SDK and server surfaces

04

Tenant, entitlement and evidence controls

SOFTWARE AVAILABILITY

## Live public engine

Run the bounded public workflow.

[Software Studio](https://garmolabs.com/software/studio) [Qualification record ](https://garmolabs.com/qualification/software-ip-4888) [Evaluation guidance ](https://garmolabs.com/knowledge/software-evaluation)

TECHNICAL OVERVIEW

## The details matter.

[Download the product brief](https://garmolabs.com/static/briefs/software-ip-4888.pdf)

Canonical identity

IP-4888

Responsibility

Multi-phase model planning, sharding, memory fit, calibrated latency/bandwidth support, SLO and cost/energy policy.

Delivery boundary

CLI / SDK / API

Evidence scope

Commercial software

Engineering boundary

Multi-phase model planning, sharding, memory fit, calibrated latency/bandwidth support, SLO and cost/energy policy.

Deployment

CLI / SDK / API; 1.2.0

Operational scope

Customer-specific performance, economics and physical effects require customer data and validation. Optional PostgreSQL live integration was not executed in the recorded release.

### Before integration.

ModelNative: Multi-phase model planning, sharding, memory fit, calibrated latency/bandwidth support, SLO and cost/energy policy. Delivered as CLI / SDK / API. Integrate the selected version at its documented input/output boundary; retain source and configuration identity with each result. Use the executable quickstart and bounded server adapter linked on this page.

- Versioned package and dependency lock
- Deployment environment and access controls
- Input/output schemas and integration examples
- Evaluation scope, support and update policy

The selected release must confirm:

- Environment and dependencies
- Version / build hash
- API compatibility
- License and support scope

Unpublished values are not inferred from family names or architecture targets.

[Discuss the integration](https://garmolabs.com/contact?products=software-ip-4888) [Read the integration guide ](https://garmolabs.com/developers/software-ip-4888)

Commercial software

## Know the release.
Know what it establishes.

Our records show product-specific tests within the 280-test commercial suite, 20,000 randomized cases and HTTP/ASGI/import/install campaigns. Source-bound external exercises are documented.

This is a controlled-portfolio summary, not a fresh execution of the chip qualification flow.

[Explore the evidence center](https://garmolabs.com/evidence) [Qualification record](https://garmolabs.com/qualification/software-ip-4888)

### Release-specific qualification

Customer-specific performance, economics and physical effects require customer data and validation. Optional PostgreSQL live integration was not executed in the recorded release.

Canonical record: P2 EXECUTABLE COMMERCIAL SOFTWARE / TEST SUITE + ADVANCED CAMPAIGN + HTTP/ASGI/IMPORT/INSTALL EVIDENCE; Immutable public model shape + synthetic hardware inventory: legal multi-engine placement where single-engine baseline had none.

A PATH THAT FITS THE PROJECT

## Build with ModelNative.

Technical scope, rights, support and release configuration are agreed before delivery.

evaluation

### Evaluate the named software release

Inspect the named release and establish technical fit.

[Discuss this scope](https://garmolabs.com/contact?products=software-ip-4888&scope=evaluation)

production

### Team or enterprise deployment

Agree deployment or design rights, deliverables and support.

[Discuss this scope](https://garmolabs.com/contact?products=software-ip-4888&scope=production)

custom

### Workflow and API integration

Define the customer-specific work and acceptance criteria.

[Discuss this scope](https://garmolabs.com/contact?products=software-ip-4888&scope=custom)

## Keep exploring.

AI & orchestration

[## TriReason](https://garmolabs.com/software/trireason)

Neural/exact/stochastic candidate orchestration with budgets, provenance and proof certificates.

Commercial software

AI & orchestration

[## Autonomous Silicon Engineer](https://garmolabs.com/software/autonomous-silicon-engineer)

Controlled engineering orchestrator using allowlisted actions, immutable audit records, evidence-gated state transitions and bounded repair rules.

Engineering software

## Your next big idea.
Let’s build it together.

Start with a chip, a software release or a single IP block.

[Talk to Garmo](https://garmolabs.com/contact) [Start exploring](https://garmolabs.com/developers)