© 2026 Sougata Roy. Independent research, essays, and frameworks. Views expressed are my own and do not represent my employer.
© Sougata Roy. Frameworks and terminology published here, including the Intent Architecture Stack, the Consequence Owner role, and the three-tier risk model, are introduced in Sougata Roy's work. Supporting vocabulary including Governance Debt, Intent Gap, Agent Sprawl, The Accountability Assumption, and Intent Architecture builds on established and concurrent industry usage; Sougata's specific applications and frameworks are documented at sougataroy.com. Free to use with attribution. Not for commercial reproduction or rebranding.