Tools

Practical frameworks, interrogation scripts, and architectural patterns for AI accountability in high-stakes operations.

AI vs IFC - Executive Extract

Executive summary of AI accountability gaps in development finance

Technical analysis of IFC Performance Standards and AI systems

Framework for designing systems that refuse harmful operations

Contractual structure for AI accountability in operations

Narrative explanation of the Calvin Convention framework

Design pattern for embedding governance rules in AI systems

Analysis of human oversight limitations in AI-driven operations

Applying industrial safety principles to AI systems design

Questions for evaluating AI vendors on accountability standards