Operational events / route state / outcome feedback

Predictive Logistics

A logistics intelligence engine that interprets event sequences as operational state, produces bounded next-movement predictions, and learns from later outcomes.

DURABLE VALIDATED ENGINE / EXTERNAL SIGNED RUNTIME STILL SEPARATE
01 / PROBLEM

Tracking labels are observations. They are not the route model.

The useful question is where the shipment actually is in the operational process, which new event changes that state, what next movement is supported, and how the eventual outcome should revise later predictions.

What the system does

The engine combines timestamped carrier events, route/stage logic, contradictions, location-specific patterns, delivery-window reasoning and feedback from actual outcomes.

Product development has progressed through local validation, family-boundary testing, hosted CI/artifact custody, container/security checks and repeated public-contract/outcome-feedback hardening.

02 / CURRENT EVIDENCE

What has actually been demonstrated.

Each item below is deliberately narrower than a product-readiness or superiority claim.

Local engine validation

34 tests / 22 source files

A repaired checkpoint recorded 34 local tests across the then-current 22-file source body with direct runtime evidence.

LOCAL TEST / SOURCE SCOPE
Family-boundary stress

10 / 10 pre- and post-commit

The family intake included malformed/forbidden-state cases and import-isolation checks before and after the repair commit.

FAMILY STRESS / NEGATIVE CONTROL
Hosted artifact validation

CI + digest-bound artifact PASS

The post-repair workflow and artifact were inspected at the exact head; artifact content carried provenance, security and container-equivalence evidence.

CI / ARTIFACT CUSTODY
Security + parity

Bandit 0 / Trivy 0 HIGH-CRITICAL

The inspected validation artifact recorded zero Bandit findings and zero Trivy HIGH/CRITICAL findings for the tested fs/image surfaces, with host/container receipts equal.

SECURITY / HOST-CONTAINER EQUIVALENCE
03 / CLAIM CEILING

What this page does not claim.

It does not claim universal carrier accuracy, production-provider coverage, signed/deployed external runtime completion, automatic learned-rule promotion, empirical multi-address superiority, ROI, or guaranteed delivery times.

Current development

Later product work has continued through public-contract and outcome-feedback bridge changes, while the external signed-runtime release spine and production-provider/empirical calibration remain separate held proof classes.

Kingan Logic systems

Evidence first.
Then movement.