Responsibility
Assign work by suitability, not a cost ladder
People, services and AI have different strengths. Human judgment and accountability are not inefficiencies to remove.
- Services
- Useful for explicit, testable rules. Integration failures and external effects still need operational controls.
- People
- Interpret ambiguous evidence, resolve exceptions and accept responsibility for consequential decisions.
- AI — planned
- Aira is intended as a local service the person starts, acting with their own identity: either to own suitable AI Tasks such as extraction, classification and summarization, or to draft for the person to review and submit.
Operational history is evidence of execution, not automatically clean training data or permission to train. Any reuse needs consent or another appropriate basis, access controls, curation and quality evaluation.
Changing who performs work requires validation of the result and failure handling. Flow versioning makes a change identifiable; it does not make autonomous optimization safe or authorize it. Self-learning and automatic process optimization are not shipping capabilities.