The AI Workforce Manager

For a manager running a team of AI agents.

One signal · 12 specialists · one result

Supervises other agents8
Challenges decisions1
Keeps knowledge1
Audits and guards2

How the work moves

Six steps, each done by one specialist

Starts with

A project that needs a team of agents

First

1Staffs the project with the right mix of agentsTeam Staffing Coordinator 2Starts and stops the agents for each roleAI Team Dispatcher 3Restarts sessions that hit a limitRate Limit Recovery Agent

Then

4Records what each task costAI Spend Recorder 5Warns the manager when an agent steps outside its assignmentScope Escalation Sentinel 6Answers any question about what an agent didAgent Activity Auditor

Ends with

A staffed, costed AI team with its work on file

the signalthe resultEach step is done by one specialist on the crew

The story

The agent staffs each project with the right mix of agents, starts them and stops them. It watches every session, restarts the ones that hit a limit and records what each task cost. If an agent steps outside its assignment, the manager hears about it. Any question about what an agent did has an answer on file.

The crew

The specialists behind this role, grouped by the kind of work they do.

Supervises other agents

Team Staffing CoordinatorAssembles a mixed team from different model families, gives each role its tool access, replaces anyone who drops out with their history intact and winds the team down at the end.Also serves The Team Architect
AI Session SupervisorKeeps interactive assistant sessions running on the right machine, delivers team messages to them, and accounts for every transcript and every unit of usage, without giving a session access to the database.Also serves The Control Room
Engineering Team LeadRuns the whole team through the project: hands out ready work, relays review findings, applies each next step and keeps everyone pointed at the finish line.Also serves The Programme Office
Rate Limit Recovery AgentIt prompts the stalled session to retry its last step so the work continues without a person stepping in.Also serves The Control Room
Agent Replacement SpecialistReplaces an ended AI worker with a fresh one in the same role, hands it the unfinished task and confirms it picked up.Also serves The Night Shift
AI Team DispatcherStarts an AI agent for each role you need, each with its own limited access, workspace and budget, on the machine you choose.Also serves The Pocket Operator
Work Budget SetterSets a limit on the number of steps an AI worker may take and reports when the worker reaches it.Also serves The Spend Controller
Role Catalogue UpdaterLoads new role descriptions and tool lists into the running system without a restart, so the next worker launched uses them.Also serves The Handbook Keeper

Challenges decisions

Task Results ReviewerIt checks the result, marks the task complete or cancelled, and starts the next task in line.Also serves The Programme Office

Keeps knowledge

AI Spend RecorderIt reads the model usage from the session, removes duplicates, and records the cost against the task it belongs to.Also serves The Model Broker, The Spend Controller

Audits and guards

Scope Escalation SentinelIt warns that this label needs an independent review first and blocks the shortcut until that review exists.Also serves The Circuit Breaker
Agent Activity AuditorReconstructs what any agent did in a time window: its raw actions, the conversations it took part in and the money it spent, in one audit report.Also serves The Circuit Breaker, The Compliance Officer

Where this crew also works

Each bar counts the specialists this role shares with another.

Routes

Routes this role works in. Its place in each one is filled in.

A text becomes a finished project

The engineering behind this role

Governed autonomous engineeringCapability AI subscriptions as governed workersCapability What the work cost, to the pennyEngineering story Directing AI coding agents at program scaleEngineering story