--- title: TomoForge: Signal & Image Reconstruction | SpinForge url: https://spin-forge.com/forge15/tomoforge description: Signal and image reconstruction from noisy linear measurements, with a checked data-fit residual. --- FORGE15 / 11 / NUMERICAL COMPUTING [The full offering](https://spin-forge.com/platform) # TomoForge. Signal and image reconstruction from noisy linear measurements, with a checked data-fit residual. [Discuss TomoForge](https://spin-forge.com/contact?product=forge15%2Ftomoforge) Customer outcome [Design and discover](https://spin-forge.com/platform/discovery-design) Available now CLI MCP Headless Choose your access mode THE PRODUCT, IN PRACTICE ## Turn measurements into a reconstruction you can assess. 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. BUILT FOR Inverse-problem, imaging-research and computational-reconstruction teams. CHALLENGES PRODUCT RESPONSE ## The problem you face. What TomoForge changes. 01 ### The observations are incomplete or noisy 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. 02 ### A plausible image can conceal poor data fit 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. 03 ### The available measurements limit interpretation 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. WHAT YOU GET ## A defined capability. A useful output. The product scope below describes the capability and outputs to confirm for your release. Custom integration, operated delivery and additional engineering are separately agreed. 01 ### A reconstruction tool Computation for the supported noisy linear-measurement models. 02 ### A recovered candidate The returned signal or image estimate. 03 ### A data-fit result The numerical residual associated with the observations. 04 ### A checking path The independent data-fit check supplied with the reconstruction workflow. AVAILABLE NOW ## One product. Three ways to work. TomoForge is fully available with CLI, MCP and headless access. Use the interface that fits your terminal, your agents or your automated workflow. 01 / CLI ### For your terminal. Run the product from a terminal or script, alongside the tools your team already uses. [Get CLI access](https://spin-forge.com/contact?product=forge15%2Ftomoforge&interface=cli&brief=I+would+like+TomoForge+access+through+CLI.+Please+share+the+setup+documentation+and+configuration+for+the+selected+product.+We+will+confirm+the+environment%2C+license+scope+and+workflow+during+onboarding.) 02 / MCP ### For your agents. Connect MCP-compatible clients and agents to the product’s exposed capabilities. [Get MCP access](https://spin-forge.com/contact?product=forge15%2Ftomoforge&interface=mcp&brief=I+would+like+TomoForge+access+through+MCP.+Please+share+the+setup+documentation+and+configuration+for+the+selected+product.+We+will+confirm+the+environment%2C+license+scope+and+workflow+during+onboarding.) 03 / HEADLESS ### For your workflows. Operate without a graphical interface in unattended, scheduled or pipeline-driven work. [Set up headless access](https://spin-forge.com/contact?product=forge15%2Ftomoforge&interface=headless&brief=I+would+like+TomoForge+access+through+headless.+Please+share+the+setup+documentation+and+configuration+for+the+selected+product.+We+will+confirm+the+environment%2C+license+scope+and+workflow+during+onboarding.) Product-specific inputs, hardware requirements and result guarantees still apply. An access mode does not change your license or deployment scope. [Explore all product interfaces](https://spin-forge.com/developers?section=access-directory) EXAMPLE CUSTOMER WORKFLOW ## Evaluate reconstruction on known test signals A 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. 1. 01 Provide the supported measurement operator, observations and numerical requirements. 2. 02 Reconstruct the signal and compute the fit result. 3. 03 Compare data fit and reference error before considering a broader deployment. IN YOUR WORKFLOW ## Start with your task. Agree the useful outcome. Inverse-problem, imaging-research and computational-reconstruction teams. What you bring The measurement operator, noisy observations, supported reconstruction settings and reference data when available. What a useful evaluation measures - Data-fit residual - Reconstruction error where ground truth is known - Runtime and memory for the complete reconstruction Where it fits Use the selected product in a qualified customer environment, or agree a defined implementation with SpinForge. A hosted or managed service is quoted for its actual operating responsibilities; it is not automatically included with software access. QUESTIONS BEFORE YOU BUY ## A clear scope. No hidden assumptions. **How can we use TomoForge?**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. **What is the important product boundary? **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. **What comes with the selected license? **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. **Can SpinForge implement or operate it for us? **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 engineering](https://spin-forge.com/engineering) **What evidence is available for review? **P50 / 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 summary](https://spin-forge.com/results) SOFTWARE / OPERATED DELIVERY By proposal Customer-hosted access and a service operated by SpinForge are different scopes. Confirm the release, deployment and included support before activation. [Plans & delivery](https://spin-forge.com/pricing) PUT TOMOFORGE TO WORK ## Tell us what needs to improve. Bring a representative workload and the result your team needs. We’ll define the product, deployment and engineering scope around that task. [Discuss this workflow](https://spin-forge.com/contact?product=forge15%2Ftomoforge&brief=Product%3A+TomoForge%0AOur+challenge%3A+The+observations+are+incomplete+or+noisy%0AWorkload+%2F+baseline%3A+%0AEnvironment%3A+%0ARequired+output%3A+%0AAcceptance+measures%3A+Data-fit+residual%3B+Reconstruction+error+where+ground+truth+is+known%3B+Runtime+and+memory+for+the+complete+reconstruction%0ADelivery+preference+%28software+%2F+engineering+%2F+managed%29%3A+) **Related products, workflows and system connections + **RELATED CAPABILITIES ## Connect the right products. Distinct responsibilities. Explore each scope before choosing a combined deployment. [### krylov_scale Matrix-free linear-system and extreme-eigenvalue computation with independent true-residual checking.](https://spin-forge.com/forge15/krylov-scale) [### SpectralForge Large FFT, convolution and supported spectral-PDE computation with independent consistency checks.](https://spin-forge.com/forge15/spectralforge) [### Forge15 verification Exact arithmetic, feasibility, optimality, numerical consistency and statistical coverage are different guarantees.](https://spin-forge.com/forge15/verification) ONE PLATFORM / OR A DIRECT PURCHASE ## Checked Decisions with TomoForge. 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](https://spin-forge.com/platform/checked-decisions) [Choose workflow capacity](https://spin-forge.com/plans?configuration=checked-decisions&product=forge15/tomoforge) CONNECTED WORKFLOWS ## Use TomoForge in your workflow. The product remains independently available. These customer-specific solution paths use the relevant supported capabilities, with integration and delivery rights agreed separately. [09 ### Private computational deployments Use the appropriate SpinForge capability in a supported customer-controlled environment. Choose CPU execution where the product supports it and acceleration where the workload justifies it.](https://spin-forge.com/solutions/private-computation) [05 ### Performance & release checks Make performance and quality evaluation a repeatable part of your release process. Compare an agreed workload before a change is accepted into production.](https://spin-forge.com/solutions/release-checks) [Explore all 17 solution workflows](https://spin-forge.com/workflows) FROM PRODUCT TO CUSTOMER WORKFLOW ## A useful outcome. A defined delivery. Commission the model, integration and acceptance work needed for your task. Existing products stay independently available. [03 / Scoped customer program ### Improve a computational workflow Commission a bounded performance improvement with source identity, numerical acceptance and the appropriate checking evidence.](https://spin-forge.com/programs/compute-improvement) [Explore decision programs](https://spin-forge.com/decision-systems) THE WHOLE-SYSTEM ROLE ## TomoForge in a wider workflow. Recover the state information that could change a customer decision; choose additional measurement work where supported. POTENTIAL SYSTEM CONTRIBUTION A small data-fit residual is not a universal state-error guarantee. Supplied campaign did not exercise the matrix-free GPU path. [S2 · Decision-sensitive computation](https://spin-forge.com/system-synergies/decision-sensitive-compute) [S6 · Checked improvement feedback](https://spin-forge.com/system-synergies/checked-improvement) [See this product in the map](https://spin-forge.com/system-synergies/product-map?q=TomoForge) [Define an integration evaluation](https://spin-forge.com/system-synergies/evaluation) The product is independently available through CLI, MCP and headless access. The joins above are integration candidates; compatibility, authority, data rights and end-to-end benefit must be established for the selected workflow. START WITH THIS PRODUCT Use the software directly or ask us to scope the implementation. [Software access](https://spin-forge.com/plans?product=forge15/tomoforge) [Have us do the work](https://spin-forge.com/contact?product=forge15/tomoforge&delivery=engineering)