OpenAI API Costs by Key: Build a Research-Budget Ledger Without Exposing Secrets
OpenAI usage and cost reporting can group by API key. Connect safe key aliases to accountable research artifacts without publishing credentials or false ROI claims.
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Claude Managed Agents: Cap Research Spend and Record Advisor Intervention
Claude Managed Agents can pause at a hard session budget and consult an advisor model. Record both controls without treating them as evidence of completion or accuracy.
