LensReading which lens this session carries.

Function cockpit

Human Resources

Agents run the employee lifecycle. Humans make employment decisions.

Autonomy0% / 78%

Phase: Phase 3 — Functional orchestration

Run hire-to-retire as one coordinated work graph: requisition administration, scheduling, onboarding, policy service and records are agent work; selection, compensation, performance and termination remain human.

Trust score

0

Touchless

0%

Human review

0%

Override rate

0%

Capacity released

25-40% released HR-service capacity, reinvested in planning and employee relations

Accountable human

Chief Human Resources Officer

CoS agent: HR Chief of Staff

Gates, kill switches, and the decision ledger

Governance

Autonomy is only defensible if the brakes are documented

Every gate below names a threshold, an approver, and a clock. Everything the function has decided recently sits in the ledger underneath, whether a person or an agent made the call.

Active gates

0

Pending decisions

0

Approved this cycle

0

Contained or reversed

0

Gate register

The conditions under which an agent must stop and ask.

GateTrigger thresholdApproverSLAWaivable

Candidate rejection on substantive assessment

Approval gate
Any rejection based on capability judgment rather than administrative criteriaHiring manager2 business daysHard stop

Offer terms and compensation

Approval gate
Any offer, compensation change or exception to the published bandHR business partner and compensation lead2 business daysHard stop

Performance or disciplinary action

Approval gate
Any rating, performance plan, disciplinary step or terminationManager and HR business partner3 business daysHard stop

Adverse-impact testing

Oversight
Monthly outcome testing across all agent-supported selection processesCHRO and employment counselMonthlyHard stop

Decision ledger

Immutable record of what was decided, by whom, and how long it took.

1 awaiting you
  • Escalation

    Sourcing criterion blocked as proxy risk

    ContainedHigh

    Fairness Monitor blocked a sourcing filter using continuous-employment history, which correlated with a protected characteristic in the candidate pool. Criterion removed and the search rerun.

    Fairness Monitor · 9d 7h ago

  • Escalation

    Residual access after departure

    ContainedMedium

    Offboarding Agent detected two active application accounts 26 hours after a departure. Access revoked through IT identity and an evidence record opened.

    Offboarding Agent · 9d 8h ago

  • Approval gate

    Compensation exception awaiting decision

    PendingHigh

    An offer 12% above the published band was modeled with internal-equity comparison and market evidence. Held for HR business partner and compensation lead.

    Compensation lead · 9d 10h ago

    Requester can escalate only at this materiality
  • Notification

    Onboarding cohort completed autonomously

    Auto-executedLow

    Onboarding Agent coordinated 42 new joiners across HR, IT, Finance and Administration with all day-one tasks confirmed complete before start.

    Onboarding Agent · 9d 13h ago

Kill switches

Named, tested, and reachable in one click by the accountable human.

  • Protected-characteristic inference detected in any model output
  • Unexplained outcome disparity across a candidate or employee cohort
  • Confidential employee data exposed outside its access boundary
  • Inability to provide a human appeal path
  • Agent action taken on a consequential employment decision

Human accountability

Cannot be delegated to an agent at any autonomy level.

  • Hiring selection and offer terms
  • Performance ratings and promotion decisions
  • Compensation exceptions and pay equity judgment
  • Discipline, termination and grievance handling
  • Accommodation decisions and workforce restructuring

Signs for this function

Chief Human Resources Officer