Use cases· Last updated

Ads human handoff with Jev

Launching spend is irreversible. Jev judges creative copy and claims against your brand/legal excerpts. Bidding, budgets, and auction math stay in the ad platform.

This unofficial page is the human handoff slice of the ads creative and policy decisions pack. Intent: apply the Jev (TypeSafe System One) decision model to ads creative and policy decisions human handoff. Primary search language: Ads Jev human handoff. 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): Policy/compliance gates + spend irreversibility — not a clone of bidding-system IA or a rival ads recipe slug.

Ads use-case context

Handoff is a first-class outcome for ads creative and policy decisions, not a failure of Jev. When the ads review gate cannot auto-act, a human sees a packed ad creative + claim — not a chat transcript. We do not ask Jev to write the reviewer essay.

Hub: Use cases. Compare, when the other tool is the real job: ad bidding systems.

Human Handoff inputs

Humans should see what the model saw (filtered), not the warehouse dump you correctly refused to POST:

{
  "creative": { "id": "ad-441", "headline": "Lose 10kg this week", "body": "Guaranteed results." },
  "landing": { "claim": "Results vary; no guarantee." },
  "policy": { "health": "No absolute health outcome claims.", "superlatives": "No unsubstantiated #1 claims." }
}

Decision signals and actions

Signal Typical reason enum (you name it)
policy_ok mid-band ambiguous_claim
health / regulated claim_type legal
brand_risk high brand
landing claim missing incomplete_state

These are application outcomes next to HTTP 200, not invented TypeSafe status codes.

Send the reviewer:

Do not treat a Noul of 0.5 as a “medium” ads creative and policy decisions score — it means yes and no are equally likely. Conjunctions stay in your code.

Guardrails and escalation

Do not page humans on a single Score unless your conjunction says so. Pair with confidence thresholds. TypeSafe’s confidence-gated examples use a lower bar for recoverable reads than for irreversible actions. Those numbers are illustrations. For ads creative and policy decisions, treat allow_launch as the high bar (spending against a live campaign). Tune on labels — see offline evaluation.

Evaluation and rollout notes

Write the gold label back into the offline set. That is how floors move. 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 you are here
What to persist audit trail
How it breaks failure modes
Labeled replay evaluation
Shadow → canary production rollout

FAQ

Is handoff a Jev failure? No. It is a first-class outcome. Abstention is “no auto action”; handoff is the queue you send that case to (glossary).

Should Jev draft the reviewer note? No. Send structured answers. Generation is the wrong job.

Where is the rest of the Ads pack? Start with Ads confidence thresholds and Ads audit trail. Cluster hub: Use cases.

Will Jev pause campaigns when CPA spikes? No. That is the ad platform / your rules. Jev judges language and policy fit.

Can we send images of the creative? Not to System One. Transcribe or paste the copy. Images are not accepted.

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.