HCS — Governance & Evidence
HCS (HUMENS Canonical Schema) is the governed execution spine. Governance, evidence, LPAR, and CHO are product capabilities of HCS — not a standalone consulting category.
HCS — governed execution spine
HCS is the governed schema, evidence, and control layer for structured operational events, audits, workflows, and escalation. Sensitive operations are translated into governed events, evaluated against policy, recorded as evidence, and regulated through a closed loop. See the full product roadmap.
- External APIs do not bypass governance.
- HCS decides governance — providers and forecasts do not.
- Every sensitive operation should become evidence.
- Auditability does not imply training or execution eligibility.
LPAR — Learn, Predict, Act, Regulate
LPAR is the closed-loop process ensuring that learned patterns inform prediction and action only through governed regulation — not direct execution authority.
CHO — Checked, Halted, Oversight
CHO means Checked, Halted, Oversight — HUMENS' measurable human-in-the-loop control method. Instead of using "human in the loop" as a vague claim, HUMENS measures where workflows were checked, where execution was halted, and where human oversight was required. CHO does not guarantee compliance and does not replace auditors, regulators, or licensed professionals.
Evidence capture principles
- Operational events bind to schema and policy.
- Evidence supports audit and review — not unchecked automation.
- Governance clearance authorizes action; label clearance authorizes learning.
- Forecast is input to governance, never execution authority.