Core capabilities
A flexible framework for planning, memory, tool use and multi-agent collaboration.
- Multi-agent collaboration
- Tools and plugin ecosystem
- Planning and memory
- Long- and short-term memory with RAG
- Visual debugging and trace replay
- Low-code agent orchestration
Use cases
For developers combining knowledge retrieval, business tools and multi-step tasks into agent applications with inspectable execution.
- Knowledge retrieval and answers
- Combine retrieval, context and response generation so teams can inspect sources and the answering process.
- Business tool use
- Give agents scoped tools with defined permissions, inputs and outputs to move from answering questions to completing tasks.
- Multi-agent collaboration
- Assign complex work to agents with different responsibilities and define handoffs, task states and boundaries.
Integration and delivery
Before you start
- Choose a bounded task with a clear completion condition.
- Prepare knowledge sources, tool documentation and test permissions.
- Identify steps requiring human approval and rules for handling exceptions.
Break down the task
Define goals, inputs, outputs and tool boundaries, including memory and retrieval requirements.
Build and debug
Combine planning, tools and collaboration, using execution traces to inspect important steps.
Validate and hand over
Test representative tasks and document configuration, findings and production runtime requirements.
Frequently asked questions
How does an agent framework differ from a workflow?
A workflow usually follows a predefined path. An agent can use a model to decide steps and call tools. Keep predictable processes as workflows and introduce agents where judgment or flexible planning is useful.
Do all products need to be adopted together?
No. Start with the framework for one task, then assess the model platform, runtime or business network as governance, production or cross-platform requirements emerge.
How are tool permissions defined?
Agree interface permissions, input checks and human approval steps before implementation. Writes, financial actions and consequential business decisions require explicit authorization and review processes.
Discuss products and solutions
Discuss the right scope for your business goals, existing systems and available data.
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