--- title: AgentForge: Agentic-AI Workload Scheduling & Replay | SpinForge url: https://spin-forge.com/agentforge description: An operating layer for generating, scheduling, validating, storing and replaying agentic-AI workloads across CPU/GPU infrastructure. --- AI INFRASTRUCTURE / AGENTIC WORKLOAD OPERATIONS [The full offering](https://spin-forge.com/platform) # AgentForge. An operating layer for generating, scheduling, validating, storing and replaying agentic-AI workloads across CPU/GPU infrastructure. [Discuss AgentForge](https://spin-forge.com/contact?product=agentforge) Customer outcome [Operate compute and data workflows](https://spin-forge.com/platform/compute-data-operations) Available now CLI MCP Headless Choose your access mode THE PRODUCT, IN PRACTICE ## Agent work needs an operating record. An agent workload has to move beyond generation into execution, validation and a record that can be revisited. AgentForge connects those stages for a supported CPU/GPU environment. It focuses on the operation of agent work—not simply the model that generated the task, and not a promise that every external action becomes safe or correct automatically. BUILT FOR Agent-platform, AI-operations and infrastructure teams that need a defined execution and replay workflow. CHALLENGES PRODUCT RESPONSE ## The problem you face. What AgentForge changes. 01 ### Generated work is not yet an executed task A proposed action still needs to be prepared and scheduled on the appropriate supported infrastructure. AgentForge brings generation and scheduling into an operating workflow so the customer can define how agent work reaches execution. 02 ### Execution without validation is hard to use The team needs to distinguish produced output from output that passed the relevant task checks. Validation is a separate stage of the operating layer, with checks and acceptance requirements defined for the workload. 03 ### A run cannot be investigated without a record Unretained work makes it harder to understand what was generated, executed and checked. AgentForge includes storage and replay responsibilities for the qualified workload, supporting review of retained runs. 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 work-generation path Preparation of agentic workloads within the supported operating scope. 02 ### Scheduling and execution integration Defined placement of work across the agreed CPU/GPU environment. 03 ### A validation stage Workload-specific checks that separate execution from acceptance. 04 ### Stored and replayable work Records and replay functionality within the supported runtime contract. AVAILABLE NOW ## One product. Three ways to work. AgentForge 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=agentforge&interface=cli&brief=I+would+like+AgentForge+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=agentforge&interface=mcp&brief=I+would+like+AgentForge+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=agentforge&interface=headless&brief=I+would+like+AgentForge+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 ## Operate a repeatable agent computation A platform team needs to run and review an agent-generated computational task rather than only record a conversation. Illustrative use of the supported scope, not a customer case study or a measured result. 1. 01 Define the task format, authorized execution and acceptance checks. 2. 02 Generate, schedule and validate the work through the supported operating path. 3. 03 Retain the record and exercise the agreed replay behavior for review. THE OPERATING PATH ## Follow the work. Know the boundary. A product workflow illustration, not a live execution or deployment test. Choose a stage to explore its role. 01 / Generate Prepare the workload and its declared requirements. IN YOUR WORKFLOW ## Start with your task. Agree the useful outcome. Agent-platform, AI-operations and infrastructure teams that need a defined execution and replay workflow. What you bring The task/workload definition, permitted actions, execution environment, validation rules and required retention/replay behavior. What a useful evaluation measures - Completion under the defined execution rules - Results passing the workload’s acceptance checks - Reviewability and supported replay of retained work 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 AgentForge?**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 description does not establish a universal autonomous agent, unlimited tool permissions or deterministic replay of every external system. Authorized actions, failure handling and operational support must be specified for the actual deployment. **What comes with the selected license? **The agreed AgentForge 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) **How do we establish fit before production? **Agree the model or workload, current baseline, environment, required output and acceptance tests. Evaluate the selected release against those conditions. A product description or a test count does not establish a gain on a different customer workload. [Plan an integration](https://spin-forge.com/integration) 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 AGENTFORGE 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=agentforge&brief=Product%3A+AgentForge%0AOur+challenge%3A+Generated+work+is+not+yet+an+executed+task%0AWorkload+%2F+baseline%3A+%0AEnvironment%3A+%0ARequired+output%3A+%0AAcceptance+measures%3A+Completion+under+the+defined+execution+rules%3B+Results+passing+the+workload%E2%80%99s+acceptance+checks%3B+Reviewability+and+supported+replay+of+retained+work%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. [### StateForge A GPU-native persistent-state engine connecting supported live-data, computation, indexing, transaction and persistence workflows.](https://spin-forge.com/stateforge) [### SpinSovereign GPU scheduling software that brings resource-placement policies, attestation and deployment records into the allocation workflow.](https://spin-forge.com/spinsovereign) [### UNISOLVE A native solver library, headless command-line program and MCP server that accepts supported models, selects compatible engines and independently checks accepted answers.](https://spin-forge.com/unisolve) ONE PLATFORM / OR A DIRECT PURCHASE ## Compute & Data Operations with AgentForge. Activate this capability inside a qualified compute & data operations 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 Compute & Data Operations](https://spin-forge.com/platform/compute-data-operations) [Choose workflow capacity](https://spin-forge.com/plans?configuration=compute-data-operations&product=agentforge) CONNECTED WORKFLOWS ## Use AgentForge 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. [02 ### AI decision checks Check an AI-generated configuration, allocation or plan against approved, explicitly modeled requirements before an authorized system acts.](https://spin-forge.com/solutions/ai-decision-checks) [03 ### AI training & evaluation environments Commission a task environment or evaluation suite in which supported mathematical and decision outcomes are checked by code, not judged only by the fluency of an explanation.](https://spin-forge.com/solutions/ai-training-evaluation) [04 ### MCP & agent integrations Connect the selected SpinForge products to compatible AI clients, coding tools and agent workflows through their available MCP interfaces, with CLI and headless alternatives.](https://spin-forge.com/solutions/agent-integrations) [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. [02 / Scoped customer program ### Maintain a recurring decision Commission a revision-aware workflow that keeps models, assumptions, results and evidence connected as inputs change.](https://spin-forge.com/programs/living-decisions) [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 ## AgentForge in a wider workflow. Execute bounded observe/propose/solve/check/learn actions with retained traces. POTENTIAL SYSTEM CONTRIBUTION It does not automatically contain a trained model, a safe multi-tenant host, or unrestricted execution authority. [S1 · Joint workload & machine optimization](https://spin-forge.com/system-synergies/joint-configuration) [S2 · Decision-sensitive computation](https://spin-forge.com/system-synergies/decision-sensitive-compute) [S3 · Checked computational memory](https://spin-forge.com/system-synergies/checked-computational-memory) [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=AgentForge) [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=agentforge) [Have us do the work](https://spin-forge.com/contact?product=agentforge&delivery=engineering)