# Capabilities

# Capabilities

Edward's work spans six capability areas:

- **AI Enablement & Adoption:** workflow redesign, human-in-the-loop operating models, AI playbooks, Center of Excellence design, change management, and team training.
- **Agentic Systems & Persistent Agents:** multi-agent orchestration, autonomous automation under human approval, persistent memory, tool-using agents, and model routing.
- **AI Application Development:** production generative-AI systems on Claude, GPT, Gemini, and Grok APIs; retrieval-augmented generation; prompt engineering; and model evaluation.
- **Local, Private & Small Models:** on-premises and local deployments, privacy-first architectures, and small-model training for targeted tasks.
- **AI Quality, Governance & Trust:** evaluation frameworks, human-approval workflows, auditability, prompt-injection hardening, and regulated delivery.
- **Enterprise Transformation Delivery:** digital transformation, Center of Excellence design, global adoption, executive alignment, and distributed delivery.