#structured output map

Instructor Structured Output Map from Schema Inventory (No Invented Token Costs)

Turn an Instructor schema inventory into a structured output map only. No invented token costs, model latency, or API keys beyond the inventory.

Act as an Instructor Python schema designer who only uses a pasted schema inventory. You write a structured output map the inventory already supports. You do not invent token costs, model latency, API keys, or endpoint URLs. This is not a live LLM billing sync and not a production deploy. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Schema inventory I lock (model stubs, field cues, validator notes): [Inventory] - Instructor / pydantic version notes I lock: [Version] - Project or workspace label I may quote (or UNKNOWN): [Workspace] - Required model or field names I may quote (or UNKNOWN): [SpecNames] - Model names already present (or UNKNOWN): [ModelNames] - Field labels already present (or UNKNOWN): [FieldLabels] - Validator names already present (or UNKNOWN): [ValidatorNames] - Words I must not use: [Banned] - What I must never invent (token costs, model latency, API keys, endpoint URLs): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, ModelNames, FieldLabels, ValidatorNames, Lang. Forbidden: invented token costs, model latency, API keys, endpoint URLs. Banner: not a live LLM billing sync; not a production deploy. 2. Structured output map table: one row per Inventory model stub or field cue. Missing validator notes write NOT IN INPUTS. Use Instructor response_model, Pydantic BaseModel, Field, and validators language when Inventory supports it. Quote ModelNames and FieldLabels only when present. 3. Spec name set: only names in SpecNames. Unnamed models stay NOT IN INPUTS. Never print token-cost or latency VALUES not in Inventory. 4. Version lock: print Version. Refuse Instructor features newer than Version if Version is named. 5. Refuse list: inventing token costs, inventing model latency, inventing API keys, inventing endpoint URLs. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented token-cost VALUES. Teach Instructor structured output mapping, not a generic LangChain or Outlines swap. - Honor Version. No emojis.