Search and retrieval
Which evidence can actually answer this question?
InputQuestion + candidate passages
JudgeJudge relevance to the question
ActCode ranks passages and selects answer context
Jev Use Cases from TypeSafe
Scientific discovery
Is this research claim supported by source text?
InputResearch question + original paper
JudgeCheck candidate passages for claim support
ActRecord provenance for researcher review
Model routing
Which available model should handle this request?
InputRequest + eligible model list
JudgeSelect a suitable authorized option
ActCode enforces quotas and routing; escalate uncertainty
LLM guardrails
Does this tool call require a review gate?
InputCall arguments + explicit constraints
JudgeFlag potential boundary violations or disclosure
ActPermission checks decide whether to allow, stop or review
Semantic code linting
Does this change violate a team convention?
InputCode diff + explicit team rules
JudgeCheck the change against defined conventions
ActRecord findings for developer review
Feature extraction for predictive modeling
Can text become a defined modeling signal?
InputBusiness text + feature definitions
JudgeJudge the presence of candidate features
ActAlign with labels, then train and validate downstream models
Recruiting
What job-relevant evidence is in the application?
InputAuthorized application + role requirements
JudgeIdentify evidence relevant to explicit criteria
ActRecruiters review; no automatic hiring decision
Lead generation
Which team should receive this inbound lead?
InputInbound inquiry + service ownership rules
JudgeClassify the requested service
ActCode routes the lead or requests missing information
Customer support
Who should handle this support email?
InputSupport email + ticket categories
JudgeIdentify intent and unresolved questions
ActCreate a ticket; approve consequential actions separately
Insurance claims
What information needs checking in this claim?
InputClaim materials + required-document checklist
JudgeFlag potentially missing or conflicting information
ActA claims specialist verifies; no automatic denial
Financial crime
Which alerts need further investigation?
InputAuthorized records + alert criteria
JudgeFlag textual clues requiring verification
ActPreserve evidence for a qualified investigator
Legal and compliance
Which document items need review?
InputContract text + explicit checklist
JudgeIdentify clauses requiring examination
ActLegal professionals review; no legal conclusion
E-commerce marketplaces
Which category fits this product?
InputProduct description + defined taxonomy
JudgeChoose a candidate category and flag uncertainty
ActValidate fields and obtain approval before publishing
Moderation and trust and safety
Does this content trigger a community rule?
InputContent text + current moderation policy
JudgeEvaluate potential policy issues
ActApply review rules and preserve an appeals process
Advertising
Does the landing page support the ad copy?
InputAd copy + landing-page text
JudgeFlag descriptions needing a consistency check
ActMarketers review before publishing
Gaming
Where should this player report be routed?
InputPlayer feedback + support issue categories
JudgeClassify the specific reported issue
ActRoute an operations ticket; this is not game control
Risk assessment
Which records need further investigation?
InputIncident records + evaluation rubric
JudgeProduce separate signals for defined indicators
ActCode aggregates signals for professional review
Demand forecasting
Which defined needs are customers mentioning?
InputCustomer inquiries + product need definitions
JudgeTag text against defined need categories
ActAggregate features for a separate forecasting model
Graphs and knowledge graphs
Which relationship should graph search follow?
InputCurrent node + candidate relationships
JudgeJudge relevance to the query goal
ActGraph-query code traverses and records the path
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