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