The Technology of Alignment — The Keystone Effect examination

Eleven questions. Nine of eleven passes, and you can take it again as often as you like.

How does the chapter characterize technology in general?

As inherently fragmenting and best avoided As the main source of holarchical wisdom As a neutral force multiplier; the question is what you are multiplying As a replacement for human judgment
What does 'augmentation, not replacement' mean in the chapter?

Technology should take over decisions to remove bias Technology should automate relationships for efficiency Technology should be avoided wherever humans can act Technology should handle pattern recognition so humans can focus on integrating wisdom
Which principle asks whether a tool helps you see patterns or splits your perception into isolated data points?

Augmentation, not replacement Integration, not fragmentation Alignment detection, not just measurement Privacy as sacred
What does holarchical technology do that fragmented measurement does not?

It measures more metrics in greater detail, especially where the conditions described are present It optimizes relentlessly for a single chosen metric, especially given the context in which it occurs It detects patterns of alignment and misalignment and reveals cascade effects It leaves all interpretation to the user
How does the chapter contrast traditional AI with holarchical AI?

Holarchical AI understands your specific position and context; traditional AI gives generic best practice Holarchical AI is faster; traditional AI is more accurate Holarchical AI replaces advisers; traditional AI assists them Holarchical AI uses less data than traditional AI, especially given the context in which it occurs, as one of several related possibilities
What does the chapter call the product vision of an AI Wisdom Guide that knows you and holarchical principles?

The Keystone Dashboard The Personal Codex The Wu Ji Engine The Cascade Tracker
Which of these does computational psychology track under impact patterns?

Where your efforts produce disproportionate results, signalling alignment How many hours you log each week, as one of several related possibilities, especially in the way the chapter presents it Which competitors you outperform How often you check notifications
What distinguishes a holarchical data architecture from a fragmented one?

A connected knowledge graph that preserves context and makes relationships explicit Separate databases so each tool keeps its own truth Manual transfer of information between systems A single metric that summarizes everything
Which layer of the keystone technology stack handles intelligent matching and collaboration spaces?

Ecosystem Mapping Learning Pathways Measurement and Feedback Community Weaving
According to the chapter's ethical foundation, how should AI and human judgment relate?

AI decides and humans review exceptions Humans decide without any AI input, as part of the ongoing process at work, especially in the earlier stages of the process Technology suggests and humans decide, with transparent reasoning and easy override AI decides whenever it is more accurate, particularly in relation to the other elements involved
Why does the chapter say technology using holarchical language while creating dependence is worse than honest fragmentation?

Because it is more expensive to build Because it is less profitable over time Because it is harder to regulate Because it betrays trust