The Workbook

AI can create extraordinary abundance while disrupting work, prices, finance and the institutions supporting everyday life.

The brain is the interpreter and animator of every human system, and explains why civilisation cannot be understood as though human beings were abstract reasoning machines. The human brain is both the source of civilisation, human/holon structures, and the source of their recurring instability.

Civilisation has learned to repurpose human predispositions through rules, institutions, incentives, approval, restraint and reciprocation so that the same underlying human drives are more likely to produce constructive rather than destructive outcomes.

People, institutions and societies sit inside nested wholes whose complexity rises by level. Those wholes remain viable through coordination, homeostasis and correction across the parts and the whole.

Shows how humans act on internal models and felt truths rather than reality directly, and why strong truth-seeking institutions and continual correctability are essential for distinguishing better-supported claims from belief, identity and error.

Viable systems at every level depend on the same recurring control-and-correction architecture—aim, boundary, range, sensing, comparison, interpretation, decision, action and learning—even though the work inside those functions becomes more complex as the level rises.

Shows how work can be understood as movement from a present state toward an intended aim, why the problem and problem-solver must be located at the right level, and how bounded problems can be solved through a disciplined process of analysis, action and learning.

Many high-level problems cannot be solved once and for all because they involve competing goods that must be held, settled, made legitimate and repeatedly rebalanced as circumstances change.

Even successful leaders can enter a self-reinforcing failure loop

The foundational chapters combine into one account of the human systems that AI is entering.

The book’s concepts become diagnostic instruments when joined to explicit aims, evidence and disciplined interpretation.

Chapter 11 introduces the Government Abacus as a way of making visible how governments settle recurring tensions between competing goods . It then uses back-sighting, country comparison and trajectory over time to turn those settlements into an evidence-based, contestable visibility tool for citizens.

Different forms of government perform recurring functions even when their institutions and methods vary greatly. The Periodic Table identifies these stable functions and describes how each operates at different levels of complexity. Recurring questions concern purpose, membership, leadership, rules, protection, resources and learning; the functions remain recognisable while methods change.

Every human institution needs ways to hear differences, test claims and reach enough agreement to act. Too little deliberation enables domination, while excessive process without closure can produce paralysis. The relevant mechanisms include membership, agenda-setting, chairing, information, decision rules and records, revealing constraints on participation and correction.

A society’s capacity to correct itself depends on its ability to discover that its beliefs or decisions are wrong. Deliberation, media, law, art, education, commercial competition, science and philosophy provide distinct routes for testing reality. Their strength lies partly in plurality: each process can reveal errors the others miss, and none should become the unquestioned custodian of truth. The Periodic Table examines how independently and effectively these processes permit evidence, contradiction and correction.

Government force includes defence, policing, intelligence, detention and other powers capable of compelling behaviour. A Periodic Table shows how coercive functions change as institutions become larger, more specialised and technologically capable.

Corporations pursue their aims within wider social settlements expressed through laws, regulations and other constraints.

Frontier AI creates tensions between legitimate goods such as capability and restraint, openness and security, and autonomy and control.

AI performance and AI safety are different systems and must first be examined separately.

The Personal Visibility Mirror helps individuals see patterns that memory, habit and self-justification often conceal.

The Group Visibility Mirror reveals both the problem being addressed and how the group is working on it. Participants need suitable permissions, understanding and the collective capability and authority required by the problem. The mirror also tests whether the right knowledge and perspectives are present, helping prevent a group from confidently solving the wrong problem

Proposes turbocharging democracy by letting citizens and politicians make the same visible budget-allocation choices, creating a citizens’ budget against which actual government spending can be compared so voters can see the differences and hold politicians accountable.

People often struggle to see the habits and assumptions of the systems in which they live.

Civilisation has long redirected human predispositions through institutions, incentives and social expectations.

Pilots turn the book’s propositions into bounded experiments with real participants and observable consequences.

The eighteen-pilot programme turns the book’s architecture into a connected set of practical working mechanisms.

Implementation requires complementary contributions from laboratories, government, experts, entrepreneurs, educators and citizens.

Historical institutional failures often arise from ordinary human predispositions operating through insufficiently restrained power.

AI increases the scale and speed at which ordinary human weaknesses can damage the systems on which people depend.

AI can become indispensable infrastructure while humans gradually lose the practical ability to understand, interrupt or replace it.