Use cases· Last updated

Onboarding production rollout with Jev

Checklists already track “watch the video / ship the laptop.” Jev reads “I’m stuck because…” and picks a helper queue (access, equipment, accommodation). It does not mark tasks done and it does not approve legal forms.

This unofficial page is the production rollout slice of the onboarding exception routing pack. Intent: apply the Jev (TypeSafe System One) decision model to onboarding exception routing production rollout. Primary search language: Onboarding Jev production rollout. Confirm patterns on docs.typesafe.ai. This site does not sell, issue, or proxy TypeSafe keys. Use a credential you already have from the console or a documented gateway.

Independent angle (cover ≠ clone): LMS/HRIS own task state; Jev routes free-text blockers. Not a checklist-clone or HRIS IA photocopy — I-9 and legal holds never Jev-only.

Onboarding use-case context

Production rollout for onboarding exception routing is Operate-pillar work: pin, shadow, canary, abort. It is not a launch-checklist clone of a rival “build with System One” guide — we only talk about this pack’s blast radius (provisioning access or closing a legal form).

Hub: Use cases. Compare, when the other tool is the real job: onboarding checklists.

Production Rollout inputs

Ship the contracted payload, the pinned id, and a documented safe default when the API is unavailable:

{
  "note": { "id": "ONB-55", "text": "I finished payroll forms at my last employer. Also I cannot sign in to the IdP on a screen reader." },
  "checklist": { "idp": "blocked", "laptop": "shipped" },
  "policy": { "access": "IdP or assistive-tech blockers go to IT-access, not LMS nudges." }
}

Decision signals and actions

Stage What changes Onboarding rule
Shadow Nothing customer-visible Coordinators assign as today; log Jev blocker.
Canary One low-blast slice auto-acts LMS nudges only for training above floor; access/accommodation stay human.
Abort Auto-act off Policy or IdP change → freeze nudges; replay.

Keep the workflow code you already designed:

def onboarding_route(ans, legal_hold):
    if legal_hold:
        return "hr_legal"  # never Jev-only
    if ans["blocker"].confidence < FLOOR or ans["blocker"].choice == "other":
        return "coordinator"
    if ans["needs_human"].noul >= T_HUMAN or ans["blocker"].choice == "accommodation":
        return "human_" + ans["blocker"].choice
    return "lms_nudge_" + ans["blocker"].choice

Do not treat a Noul of 0.5 as a “medium” onboarding exception routing score — it means yes and no are equally likely. Conjunctions stay in your code.

Guardrails and escalation

Safe default if System One errors or confidence is low: do not provision access or close legal forms from Jev. TypeSafe’s confidence-gated examples use a lower bar for recoverable reads than for irreversible actions. Those numbers are illustrations. For onboarding exception routing, treat provision_access as the high bar (provisioning access or closing a legal form). Tune on labels — see offline evaluation.

Evaluation and rollout notes

Promotion gate = evaluation green on the pinned id + audit traces for the canary. Pin jev-1.13.0 (the versioned id) after you fit thresholds. jev-latest and the marketing line jev-1.13 can move. Log the response model. TypeSafe’s published list price for jev-1.13 is $0.042 per million input tokens (vendor claim — confirm on the models page); output tokens are free on that same page. Unused distractors still bill as input.

Official Python and JavaScript SDKs read TYPESAFE_API_KEY and retry documented 429/529. This site does not sell, issue, or proxy TypeSafe keys. Use a credential you already have from the console or a documented gateway.

Pack map

Slice Page
Graph and primitives decision workflow
What may enter state input contracts
What to gather first evidence collection
Atomic rules policy checks
Act / review / abstain confidence thresholds
Reviewer payload human handoff
What to persist audit trail
How it breaks failure modes
Labeled replay evaluation
Shadow → canary you are here

FAQ

Can I ship on jev-latest? Pin jev-1.13.0 (the versioned id) after you fit thresholds. jev-latest and the marketing line jev-1.13 can move. Log the response model. Shadow first.

What is the safe default if System One is down? Fail closed on provisioning access or closing a legal form. Do not guess.

Where is the rest of the Onboarding pack? Start with Onboarding evaluation and Onboarding confidence thresholds. Cluster hub: Use cases.

Employee or customer onboarding? Same pattern: checklist owns tasks; Jev routes leftover language. Keep legal holds out of auto-act.

Can Jev fill the I-9? No. Never Jev-only on statutory forms.

What this page does not claim

Disclaimer

This is an independent unofficial site and is not affiliated with TypeSafe AI; official documentation is available at https://docs.typesafe.ai.

Primary documentation: https://docs.typesafe.ai. Hub: Use cases.

Sources

Public TypeSafe or adjacent documentation only. No private claims.