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Research and implementation evidence

Records require readers who can act.

Steadfastly operationalizes structured Decision Records inside an enterprise-agent environment. Its design is informed by a reproducible algorithmic-pricing experiment, open standards work, and working software.

Evidence links

Calvano replication package

The experiment reproduces an algorithmic-pricing environment and tests structured decision-record treatments. It reports the null result: recording rejected alternatives alone produced little deterrence without a consequential reader.

Read the paper and inspect the package →

Decision Record and Control Standard

The open 17-field record covers evidence, authority, uncertainty, alternatives, predictions, system effects, and reconsideration conditions.

Read the standard context →

System-welfare and governance research

The Center for Decision Accounting publishes the wider Missing System Theory and System Asset Pricing Model program, including methods, objections, and working-paper boundaries.

Open research evidence →

Standards and policy context

Decision Accounting materials have been prepared for standards and policy outreach, including NIST and Senator Warner's office. Those materials seek interoperable decision-record infrastructure; they do not imply agency, congressional, or platform endorsement.

Implementation status

The M365 reference implementation includes a React and Fluent UI interface, TypeScript Azure Functions API, PostgreSQL persistence, Entra role controls, cryptographic commit and supersession semantics, Copilot-facing actions, and Graph connector schema. Local automated verification and Copilot package validation are complete. Live Microsoft 365 tenant validation is scheduled.