Specialist roles. A shared thread of context.
Some work needs research, execution and review. We organize those responsibilities into a coordinated workflow so each agent receives a useful brief and passes on a result the next stage can use.
Illustrative workflow
Prepare a launch brief from product decisions, customer questions and release notes, then check it before publishing.
A researcher gathers the approved evidence, a writing agent prepares the brief and a reviewer checks claims and missing context. The workflow presents the draft to its owner before any publishing action.
Illustrative scenario, not a live product result.Divide the work by responsibility
We define a coordinator’s task and the specialist roles it can call. Independent research can run in parallel where the agent environment supports it; dependent work waits for its inputs. A small workflow can use one agent with staged skills. Additional agents are useful when separate briefs and outputs make the work easier to inspect.
- A clear owner for each task
- Inputs and completion criteria for every handoff
- Review before consequential external actions
Carry evidence through the handoff
A handoff includes the result, supporting sources, unresolved questions and the next action. Agents retrieve the Memrain context their grants permit, while the configured runner passes working outputs between stages. We define which reviewed results become durable memory and who may write them, so a draft does not silently become an accepted decision.
Run the team in an explicit environment
Orchestration and general agent execution run in the selected agent environment. We configure its supported concurrency, retry limits, timeouts and escalation rules. Memrain’s durable queue handles registered server jobs separately. Recurring execution uses a configured scheduler, with saved run reports making completed work and failures visible to the owner.
Keep the context. Move the work forward.
Connect your knowledge to the AI you already use. Find your starting point and make the next conversation count.