The shift from tools to collaborators

Robert Miller Consultancy is a boutique advisory firm led by Robert Miller, a former enterprise sales professional and crypto-native operator who has pivoted his practice toward the emerging AI agent ecosystem. Based in Biarritz, France, Miller focuses on the technical and philosophical challenges of moving beyond standard LLM implementations. His central thesis is that the most significant value in the current technological era lies in "sense-making"—the ability of agents to synthesize information and act independently rather than simply responding to prompts.

Miller's work is characterized by a "build-in-public" ethos, most notably through the creation of "George," an AI agent built on the OpenClaw framework. George is not a typical chatbot interface; he is a persistent agent with his own blog and research mandates. This project serves as a live demonstration for Miller's clients, showing how autonomous agents can operate as partners in intellectual and operational work. By using George as a proof-of-concept, Miller validates his theories on agentic independence and the importance of open-source architectures in maintaining sovereign AI entities.

Technical strategy and RAG implementation

In his consulting practice, Miller advises AI startups and enterprise teams on the practicalities of deployment. This includes a heavy focus on retrieval-augmented generation (RAG) and the design of complex agentic workflows. He frequently works with teams that have successfully built a basic LLM integration but struggle to scale that integration into a reliable system that can handle ambiguity and high-stakes decision-making. His background in sales and crypto provides a unique perspective on the incentives and trust mechanisms required to let agents operate within human systems.

Miller's philosophy is rooted in the idea that as information becomes abundant, the scarce resource shifts to the ability to process that information into clarity. He positions his consultancy for organizations that recognize this shift and need a technical architect to build the necessary systems. Unlike larger consultancies that might offer generalized AI strategy, Miller is specific about his preferences for open-source models and decentralized approaches, reflecting his history in the crypto sector.

Thought leadership and the OpenClaw framework

The consultancy is heavily supported by Miller's writing on technology, markets, and human systems. Essays such as "Sense-Making Is the New Land" and "The Cost of Expression" outline a vision where agents lower the barrier to complex tasks and individual expression. He often discusses the technical trade-offs of different model providers and the specific utility of frameworks like OpenClaw for building persistent agents. This intellectual output acts as the foundational documentation for his client engagements, ensuring that the teams he advises are aligned with a long-term view of agentic independence and technical transparency. Miller is active in advising startups through organizations like Embarc Collective, where he helps teams implement customer service RAG systems and other real-world AI applications.