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How to ThinkIn the Age of AI

Concepts

The irreducible epistemic atoms underlying the curriculum. 4,828 atoms across 8 types

Principle

Batch production of similar outputs in single focused…

Batch production of similar outputs in single focused sessions to amortize cognitive changeover costs across multiple outputs.

1 lesson
Principle

Decouple production cadence from publication cadence…

Decouple production cadence from publication cadence by batching creation and scheduling distribution.

1 lesson
Principle

Batch only cognitively similar outputs—mixing different…

Batch only cognitively similar outputs—mixing different cognitive modes reintroduces switching costs batching exists to eliminate.

1 lesson
Principle

Separate activities by pipeline stage—drafting activities…

Separate activities by pipeline stage—drafting activities in draft stage only, structural review activities in review stage only—to prevent cognitive interference between incompatible operations.

1 lesson
Principle

Preserve retrieval-comparison-reversion capability…

Preserve retrieval-comparison-reversion capability for important outputs by maintaining identifiable snapshots at meaningful lifecycle transitions.

1 lesson
Principle

Attach brief changelogs to each version documenting what…

Attach brief changelogs to each version documenting what changed and why to convert version history into a decision record that supports learning and accountability.

1 lesson
Principle

Compare versions of your own outputs over time to identify…

Compare versions of your own outputs over time to identify consistent revision patterns that reveal systematic gaps in your initial production.

1 lesson
Principle

Monitor multi-week trends in baseline cognitive capacity…

Monitor multi-week trends in baseline cognitive capacity rather than single-day performance to detect compounding deficits before they reach crisis threshold.

1 lesson
Principle

Distribute annual commitments according to seasonal capacity

Distribute annual commitments according to seasonal capacity curves rather than uniform calendar division to prevent structural overload during predictable low-capacity periods.

3 lessons
Principle

Define role boundaries explicitly before collaborative work…

Define role boundaries explicitly before collaborative work begins using RACI or equivalent frameworks to prevent ownership ambiguity.

1 lesson
Principle

Structure handoffs between collaborators with three explicit

Structure handoffs between collaborators with three explicit elements: defined artifact, explicit expectations, and return protocol.

1 lesson
Principle

Default to asynchronous collaboration with deliberate…

Default to asynchronous collaboration with deliberate synchronous checkpoints at kickoff, major handoffs, conflict resolution, and final review.

1 lesson
Principle

Establish a minimum output frequency (weekly or biweekly)…

Establish a minimum output frequency (weekly or biweekly) as a non-negotiable cadence to initiate the compounding clock regardless of individual output quality.

1 lesson
Principle

Each published output increases discoverability of all prior

Each published output increases discoverability of all prior outputs by creating new entry points to the archive, making total value super-linear in output count.

1 lesson
Principle

Use AI to collapse marginal production cost per output while

Use AI to collapse marginal production cost per output while maintaining human judgment for creative direction, effectively doubling production capacity at constant time investment.

1 lesson
Principle

Separate experience collection (daily) from pattern…

Separate experience collection (daily) from pattern detection (weekly) from strategic evaluation (quarterly) because different cognitive altitudes require different processing modes and cannot be effectively combined.

1 lesson
Principle

Start reflection habits with minimal viable versions (one…

Start reflection habits with minimal viable versions (one sentence, 30 seconds) and expand only after automaticity is established, because motivation-dependent behaviors fail under variance while tiny behaviors survive.

1 lesson
Principle

Compare actual resource allocation against stated priorities

Compare actual resource allocation against stated priorities at fixed intervals to surface misalignments between espoused values and operative values, because behavior reveals true priorities more reliably than stated intentions.

1 lesson
Principle

Record attention allocation in real time using both…

Record attention allocation in real time using both automated tracking and manual categorization to overcome retrospective estimation bias.

1 lesson
Principle

Question the assumptions underlying goals at quarterly…

Question the assumptions underlying goals at quarterly intervals, not just whether you are achieving them, because executing a strategy based on falsified assumptions produces tactical success masking strategic drift.

1 lesson
Principle

Rotate reflection questions periodically when answers become

Rotate reflection questions periodically when answers become predictable, because stale questions optimize brain's search path and prevent discovery of novel insights.

1 lesson
Principle

Use AI to generate follow-up questions and identify…

Use AI to generate follow-up questions and identify unexamined assumptions in completed reflections rather than to draft reflections, because the insight comes from your mind doing generative work, not from receiving polished analysis.

1 lesson
Principle

Conduct pattern analysis by reading multiple review periods…

Conduct pattern analysis by reading multiple review periods in a single session rather than individually, because working memory's 3-5 item limit prevents simultaneous access to temporally separated experiences during daily reflection.

1 lesson
Principle

Wait at least 24 hours between experiencing a failure…

Wait at least 24 hours between experiencing a failure and reviewing it formally, because perceived psychological threat is highest immediately after negative events and this heightened threat systematically reduces the honesty of self-assessment.

1 lesson