Brian Karcher

Real (Fast) Synthesis

AI is often discussed as a replacement for human expertise. My perspective is different. I view today's AI systems primarily as engines of Real (Fast) Synthesis — their greatest strength is rapidly transforming large amounts of information into useful knowledge, options, and insights.

AI is not artificial. AI is real technology with real value and real consequences. AI is a tool that depends on human beings.

AI is not intelligence — at least not in any meaningful human sense. AI is almost entirely synthesis — the rapid recombination of patterns learned from human-generated data — but increasingly includes elements of planning, adaptation, and goal-directed action that begin to resemble something beyond recombination alone.

Influenced by the work of Herbert A. Simon, whose research explored how people and organizations make decisions within complex environments, I see AI's role as reducing complexity into forms that people can understand and act upon:

• Large document collections into actionable knowledge
• Disconnected information into coherent understanding
• Complex situations into practical options

Human Intelligence & Organizational Wisdom

While AI excels at synthesis, organizations still depend on people to provide what matters most over the long term. Technology can help reveal possibilities. People determine purpose.

• Judgment under uncertainty — knowing when the answer matters more than the data
• Trust and accountability — taking responsibility for outcomes that affect real people
• Contextual wisdom — understanding the unwritten rules, history, and culture of an organization
• Strategic intent — defining what success actually means and why it matters
• Ethical discernment — deciding what ought to be done, not just what can be done

A Thoughtful Counterargument

There is also a reasonable argument that synthesis itself is a form of intelligence. Whether we describe these systems as intelligence or synthesis, the practical challenge remains: helping organizations combine human expertise and emerging technologies in ways that create measurable, sustainable value.