Prompt architecture for regulated AI workflows

Prompt architecture for regulated AI workflows treats prompts, context packs, retrieval structures, and escalation rules as governed artefacts (versioned, reviewed, and tested) so Claude outputs are consistent, reproducible, and auditable across regulated operating models.

• Prompts as governed artefacts: versioning, review, and change control
• Context packs and retrieval patterns for regulated data
• Escalation rules and human checkpoints inside the prompt
• Test sets, evaluation rubrics, and drift monitoring