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What schemas and tool actions could a complaint environment expose?

A simulated complaint environment can combine typed case records with guarded tool actions, allowing models to investigate and escalate through explicit state transitions.

A generated environment could expose case fields such as `case_id`, `owner_role`, `status`, `ack_due_at`, `investigation_due_at`, `policy_ref` and `record_version`. Related tables can hold evidence requests, acknowledgements and escalation decisions using stable foreign keys.

Tool actions could include `acknowledge_case`, `request_evidence`, `record_finding`, `propose_escalation` and `accept_handover`. Each action needs a documented input schema, permission check and state effect. Accepting a handover could require a receiving role and an open referral; proposing one should not automatically replace the current owner.

Mutation requests can carry `expected_version` to detect concurrent changes and an `idempotency_key` to prevent duplicate actions after a retry. A rejected mutation should return a structured reason without partially changing the case.

JSONL can hold initial records and action traces, while JSON Schema can describe accepted payloads. A reset operation can restore a named starting snapshot. Evaluation hooks can capture rejected actions, successful transitions and final state. Together, these contracts let a lab distinguish a model that describes the right process from one that can execute it through tools.

Define tool preconditions and effects so the environment tests operational execution as well as written reasoning.

Audience:
Model labs
Content type:
Integration
Buyer question:
What can be generated

Content release: r-a220eb6e099b243b

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