---
title: SpinForge Synthesis | SpinForge
url: https://spin-forge.com/synthesis
description: An existing product family built on the SpinForge core. Explore differentiable optimization, scientific evaluation, autonomous discovery, algorithm…
---

SPINFORGE SYNTHESIS SPINFORGE / A GARMO LABS COMPANY

# 11 products.
3 layers.
1 self-improving system.

An existing product family built on the SpinForge core. Explore differentiable optimization, scientific evaluation, autonomous discovery, algorithm improvement and the Recursive Engine that connects the family.

[Meet Recursive Engine](https://spin-forge.com/synthesis/recursive-engine) [Talk about your workload](https://spin-forge.com/contact)

THE ACTUAL PRODUCT FAMILY

## Find the part
that serves your work.

11 existing products

LAYER 1

Five foundational products

[A / LAYER 1

### SpinForge Warp

Differentiable annealing that lets a learning workflow backpropagate through optimization.](https://spin-forge.com/synthesis/warp) [B / LAYER 1

### AMDE + ALCHEMI

Physics-grounded drug-discovery scoring through GPU molecular dynamics.](https://spin-forge.com/synthesis/amde-alchemi) [C / LAYER 1

### Neural Schedule

Learned temperature schedules for annealing through a Fourier neural operator.](https://spin-forge.com/synthesis/neural-schedule) [D / LAYER 1

### GARMO Scientist

An autonomous discovery product organized around perceive  hypothesize  experiment  learn.](https://spin-forge.com/synthesis/garmo-scientist) [E / LAYER 1

### Annealed Splatting

Hybrid 3D reconstruction using annealing for structure and gradients for parameters.](https://spin-forge.com/synthesis/annealed-splatting)

LAYER 2

Five connected applications and optimizers

[F / LAYER 2

### QC Bridge

A quantum–classical optimization bridge for warm starts, validation and hybrid workflows.](https://spin-forge.com/synthesis/qc-bridge) [G / LAYER 2

### Gödel Optimizer

A self-evolving optimizer that improves its optimization algorithms.](https://spin-forge.com/synthesis/godel-optimizer) [H / LAYER 2

### Materials Factory

A self-improving materials-data pipeline built on the SpinForge core.](https://spin-forge.com/synthesis/materials-factory) [I / LAYER 2

### Embodied Optimizer

Physical optimization in which a robot solves combinatorial problems.](https://spin-forge.com/synthesis/embodied-optimizer) [J / LAYER 2

### Token Factory

GPU-fleet scheduling formulated as a QUBO to maximize tokens per watt.](https://spin-forge.com/synthesis/token-factory)

LAYER 3

The cross-product meta-system

[K / LAYER 3

### Recursive Engine

The synthesis meta-system through which its eleven products improve one another.](https://spin-forge.com/synthesis/recursive-engine)

The eleven products are real products in the owner-supplied README table. SpinForge Warp and Embodied Optimizer are included; names from a different architecture diagram are not substituted. “Self-improving” is the family’s stated architecture, not a universal performance rate.

OWNER-CONFIRMED DEPENDENCY

## A shared engine.
Distinct discovery outcomes.

[SHARED ENGINE SpinForge Discovery Core](https://spin-forge.com/discovery/core)

[APPLICATION / AMDE Physics-grounded scoring

AMDE is part of the single AMDE + ALCHEMI synthesis entry.](https://spin-forge.com/synthesis/amde-alchemi) [APPLICATION / SPINFORGE BIO Protein binder design

The separately named candidate-design application.](https://spin-forge.com/discovery/bio)

Bench has no asserted Discovery Core dependency. Recursive Engine is the synthesis meta-system, not another name for this engine.

IN THE WIDER PLATFORM

## Existing products.
New connections to qualify.

[SYSTEM CONNECTION

### Checked improvement feedback

The existing Recursive Engine and Gödel Optimizer inform the connection; cross-family integrations still have explicit acceptance boundaries.](https://spin-forge.com/system-synergies/checked-improvement) [RESEARCH

### The geometry of answers

Understand the analysis role separately from candidate scores.](https://spin-forge.com/research/overlap-lab) [THE FULL INVENTORY

### 64 named entries

Explore every application, engine and module without counting wrappers twice.](https://spin-forge.com/catalog)