Machinists

The work of Machinists engages 41 activities — the executable steps that, decomposed, reveal what becomes Code, what stays Human.

+29 more via engagesIn

Machinists involves 41 work activities — the generalized motions beneath the role, each scored against the AI-deliverability frontier.

+29 more via involvesActivity

Machinists performs 29 tasks on the graph — the atomic work units that become the job description for a digital employee, promoted to autonomy on track record.

+17 more via performs

Machinists is typically employed by 157 company types — the demand side that decides which of this role's tasks get handed to agents, and on what authority.

+145 more via typicallyEmploys

Machinists is employed across 156 settings — the places where this role's work is done, and where digital employees first sit beside the humans.

+144 more via employs

Machinists uses 169 tools today. As each gains an agent-consumable surface (API / MCP / SDK), the human UI stops being the only way in — and the work routes straight to an agent.

+157 more via usesTool

Machinists relies on 40 products. The headless dimension of each — whether an agent can call it without a screen — is what decides how much of this work goes hands-free.

+28 more via uses

The software Machinists reaches for already exposes 12 agent-callable actions (via uses → exposedBy) — typed surfaces an agent invokes directly, no human screen in the loop. The work routes to the API, not the UI.