Inside an agent workflow
Knowledge connected. Work coordinated.
Build around the systems your organization already uses. Our engineering approach combines authorized knowledge, bounded tools and coordinated workflows, with identity, state and human decision points defined as part of the system.
A structured draft. No purchase order without approval.
The details that turn an idea into something you can build.
Knowledge and context
Knowledge preparation starts with source owners, versions, and access rights. We define business terms and fields, and connect documents with the records and entities they describe. This distinguishes a current policy from an old version and preserves the relationships between a supplier, contract, invoice, and request.
Text and semantic retrieval can locate material relevant to a task. Questions that require tracing relationships may benefit from a knowledge representation alongside retrieval. Access is filtered before context reaches the model, and source metadata travels with the information.
One working view across connected systems
A task can span several applications without forcing the user to reconstruct its context in each one. We design a working view that brings together authorized records, workflow status, proposed actions and completed results. Each connection retains its own scope and availability. The interface shows what is connected, what needs approval and what cannot proceed yet.
Agent coordination and state
Some work needs an analyst to assemble inputs, a planner to select tools, and a reviewer to check the output. The coordinator determines when each role runs and which context it receives. More agents do not automatically improve quality; role separation is evaluated against a simpler path.
Tasks have defined states and transitions. The system retains the point of interruption and its inputs, handles timeouts and cancellation, and accounts for partial failure. Conversation context is separate from the operational state on which execution depends.
Tools connected to business systems
Connections expose specific operations with input validation and defined access. Read, draft and write permissions remain distinct, and an approval never creates an otherwise missing permission.
We test timeouts, duplicate requests and final-system evidence before enabling consequential writes. Where the external result is uncertain, the system holds the action for reconciliation.
Approval bound to the action
The responsible person sees the proposed step, affected records, execution inputs, and reason for approval. Approval is recorded against that version of the request. Changed inputs or expired authorization trigger reassessment.
Before repeating an action after a connection failure, the system checks whether the external system already performed it. Duplicate prevention and recovery belong in the tool contract, especially for sending messages or updating records.
Give decision-makers evidence and control
A decision view should show what is proposed, why it is proposed and what will change if it is approved. We design review points around the responsible role, with the relevant records, unresolved issues and limits visible together. Changed inputs return the action for review. Permission to approve and permission to execute remain separate.
Memory that serves the work
Active task context, enterprise knowledge, and an approved correction from earlier work have different purposes. Each needs a source, scope, lifetime, and update method. User statements or model suggestions do not automatically become permanent policy.
Human corrections become evaluation cases before knowledge or instructions are updated. This lets improvements accumulate without carrying an earlier mistake into unrelated tasks.
Operational visibility and evaluation
Runs connect task, step, and tool identifiers. Results, costs, latency, and failures are recorded appropriately for the environment, with sensitive data minimized. An action is verified in the system that performed it, rather than by a success message alone.
Evaluations cover retrieval accuracy, tool selection, permission compliance, and output completeness. Acceptance cases come from the team's domain and working languages.
The operating view should distinguish waiting for input, waiting for approval, running, completed and unresolved. Completion requires the expected output and, for a connected action, evidence from the destination system. A failed connection remains visible with its recovery path; it does not become a successful run because a model produced an answer.
Defined for each project
Knowledge sources, integrations, identity, processing location, retention, and support are established during scoping. These are components of the systems we develop; the current public experience offers a design assistant rather than an enterprise connection.
YOUR NEXT STEP
Start where the work gets stuck.
Describe one request as it arrives today. Make its next step clearer.