Anthropic-aligned design patterns for every department. Based on Building Effective Agents — covering workflow patterns, evaluation criteria, error handling, human checkpoints, and scaling rules.
Each department starts with single agents for simple tasks, scaling to multi-agent orchestration only when complexity demands it.
Agents use well-defined tool interfaces (ACI) rather than open-ended autonomy. Every tool call has expected inputs, outputs, and error states.
High-stakes decisions (budget, compliance, production deploys) always pause for human approval before proceeding.
Every department has measurable success criteria with automated, LLM-judge, or human evaluation methods.
Every error scenario has a fallback strategy and escalation path. Agents never fail silently.
Each department logs performance data and uses it to refine prompts and thresholds on a quarterly cycle.