Signal and image reconstruction from noisy linear measurements, with a checked data-fit residual.
Discuss TomoForgeTHE PRODUCT, IN PRACTICE
An inverse problem begins with measurements, not a complete image or signal. TomoForge reconstructs a supported signal from noisy linear observations and provides a data-fit residual to assess how well the returned candidate explains those observations. This gives research and engineering teams a bounded reconstruction component while keeping data fit separate from agreement with unknown ground truth.
The application needs a candidate signal rather than treating raw measurements as the final answer.
TomoForge reconstructs a supported linear-measurement problem using the supplied measurement operation and observations.
Visual appearance alone is not enough to assess whether a candidate explains the measurements.
The product returns and independently checks the relevant data-fit residual.
A small data-fit residual does not necessarily determine a unique or accurate reconstruction.
The qualification workflow compares reconstruction error with known references when available, alongside measurement count, noise and fit.
The product scope below describes the capability and outputs to confirm for your release. Custom integration, operated delivery and additional engineering are separately agreed.
Computation for the supported noisy linear-measurement models.
The returned signal or image estimate.
The numerical residual associated with the observations.
The independent data-fit check supplied with the reconstruction workflow.
TomoForge is fully available with CLI, MCP and headless access. Use the interface that fits your terminal, your agents or your automated workflow.
Run the product from a terminal or script, alongside the tools your team already uses.
Get CLI accessConnect MCP-compatible clients and agents to the product’s exposed capabilities.
Get MCP accessOperate without a graphical interface in unattended, scheduled or pipeline-driven work.
Set up headless accessProduct-specific inputs, hardware requirements and result guarantees still apply. An access mode does not change your license or deployment scope.
Explore all product interfacesA research team has synthetic or reference measurements for which it can assess both fit and reconstruction error.
Illustrative use of the supported scope, not a customer case study or a measured result.Provide the supported measurement operator, observations and numerical requirements.
Reconstruct the signal and compute the fit result.
Compare data fit and reference error before considering a broader deployment.
Inverse-problem, imaging-research and computational-reconstruction teams.
CLI, MCP and headless access are all available. Run from a terminal or script, connect an MCP-compatible client, or use the product without a graphical interface. Choose the mode during onboarding and receive its setup instructions. Runtime requirements and supported operations remain product-specific.
The supplied campaign did not exercise the matrix-free path on GPU. The product page does not claim validated GPU performance for that path, clinical suitability or a medical-device approval. Data fit is not automatically ground-truth accuracy.
The agreed TomoForge release, its supported interfaces and outputs, the applicable checks and the support stated in your order. The plan defines users, workflow, environment and capacity. Source-code transfer, unrestricted redistribution and bespoke engineering are not automatically included.
Request a scoped engineering or operated-service proposal. It identifies what our team delivers, where the workload runs, infrastructure costs, acceptance requirements and ongoing support. Your software subscription alone does not activate a hosted runtime.
Explore engineeringP50 / Company-reported. The supplied study records a reconstruction-error transition in its measurement setup. Its matrix-free path was not exercised on GPU. The example is not evidence of clinical performance or universal recovery conditions.
These descriptions come from the supplied product and campaign material. Website checks are not an independent rerun of the engine. Qualification identifies the actual release, workload and available artifacts.
Read the evidence summaryCustomer-hosted access and a service operated by SpinForge are different scopes. Confirm the release, deployment and included support before activation.
Plans & deliveryBring a representative workload and the result your team needs. We’ll define the product, deployment and engineering scope around that task.
Activate this capability inside a qualified checked decisions workflow. Compatible methods and required shared checking are included once within that workflow; the product remains independently purchasable.
Capacity, release, environment, result contract and operating responsibilities are specified before activation. Choosing an additional method is not permission to add an unrelated workload or unqualified deployment.
Explore Checked Decisions Choose workflow capacityCommission the model, integration and acceptance work needed for your task. Existing products stay independently available.
Use the software directly or ask us to scope the implementation.
One capability. A connected workflow.
A team to put it into practice.