Structure and parameters are different decisions
A parameter update alone may not address a weak structural choice.
Annealed Splatting combines structure search with continuous parameter refinement.
Synthesis / Layer 1 / ESPINFORGE / A GARMO LABS COMPANY
Annealed Splatting
Hybrid 3D reconstruction using annealing for structure and gradients for parameters.
Customer outcomeDesign and discover ↗
THE PRODUCT, IN PRACTICE
Choose the structure.
Refine the reconstruction.
A 3D reconstruction contains both structural choices and continuous parameters. Annealed Splatting assigns different computational roles to those two parts: annealing for structure and gradients for parameters. The customer evaluates the resulting reconstruction against the supplied scene evidence.
- BUILT FOR
- 3D reconstruction, visualization and computational-imaging teams.
CHALLENGES → PRODUCT RESPONSEThe problem you face.
The problem you face.
What the product changes.
YOUR CHALLENGEWITH ANNEALED SPLATTING
A visual result needs a relevant target
An attractive reconstruction is not necessarily the one that best represents the input.
Define scene evidence and reconstruction-quality measures before comparing the supported output.
Quality and compute are linked
Additional search can improve a reconstruction while increasing cost.
Evaluate total reconstruction time, memory and quality together.
WHAT YOU GETA defined capability.
A defined capability.
A useful result.
Hybrid reconstruction
A 3D reconstruction workflow joining annealing and gradients.
Structural search
Annealing handles the product’s supported structural choices.
Parameter refinement
Gradients refine the continuous parameters in that workflow.
A reconstruction to evaluate
Review the output against the agreed input and quality criteria.
EXAMPLE CUSTOMER WORKFLOW
Reconstruct a scene with mixed decisions
A team wants structural search and parameter fitting in the same reconstruction workflow.
Illustrative customer use—not a new benchmark or completed customer deployment.- 01→
Provide the supported scene inputs and quality target.
- 02→
Use annealing for structure and gradient refinement for parameters.
- 03→
Compare reconstruction fidelity and complete execution cost.
FIT & ACCEPTANCEStart with the task.
Start with the task.
Agree the useful outcome.
- What you bring
- Supported scene/reconstruction inputs, target quality, compute environment and comparison baseline.
- What a useful evaluation measures
- +Reconstruction quality against the agreed evidence
- +Numerical consistency
- +Runtime and memory
- Delivery
- License the selected capability, commission an implementation, or agree an operated service. Infrastructure and additional engineering are specified separately.
QUESTIONS BEFORE BUYINGA clear scope.
A clear scope.
A clear relationship.
What is the important boundary?−
The README table establishes hybrid 3D reconstruction, not universal scene coverage, a specific sensor interface or a measured speedup on all scenes.
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?+
An existing product in the SpinForge portfolio. Request the release, available invocation interfaces and setup for your selected workflow; this publication does not invent executable commands or MCP tool names.
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.
PRODUCT RELATIONSHIPS
Related, not interchangeable.
SpinForge Warp
Differentiable annealing that lets a learning workflow backpropagate through optimization.
Recursive Engine
The synthesis meta-system through which its eleven products improve one another.
TomoForge
Signal and image reconstruction from noisy linear measurements, with a checked data-fit residual.
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 connectionsSTART WITH THIS PRODUCT
Use the software directly or ask us to scope the implementation.