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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

Rule

Pair every important outcome with 1-2 leading indicators…

For each important outcome you care about, identify one lagging indicator (the outcome) and pair it with 1-2 leading indicators (upstream behaviors that predict it), tracking both to validate the predictive relationship.

1 lessonmeasurementsystems-thinkingproductivity
Rule

Execute cuts during the audit session itself — deferral…

Execute all identified cuts during the audit session itself rather than creating a deferral list, as audit outputs are decisions implemented immediately not intentions documented for later.

1 lessonproductivitydecision-makingsimplification
Rule

Use a 3-step context switch

When switching between cognitive contexts, implement a three-step loading protocol: (1) close the current context by writing a one-sentence summary and noting open loops (30 seconds), (2) create a transition gap of deliberate non-engagement (60 seconds), (3) load the new context by reviewing relevant notes and orienting before producing (60 seconds).

1 lessonattentiondeep-workproductivity
Rule

Spend 60-90 seconds orienting before producing…

During context loading for complex cognitive work (coding, writing, design), spend the first 60-90 seconds orienting through review of previous state before attempting to produce output, as the cognitive system requires initialization time before it can operate at full capacity in that domain.

1 lessondeep-workattentionproductivity
Rule

Bright cool light for analytical work, dim warm light…

Configure workspace lighting to match cognitive mode—bright, cool-temperature light (5,000-6,500K) for analytical work requiring convergent thinking; dim, warm light (2,700-3,000K) for creative work requiring divergent thinking.

1 lessonenvironment-designdeep-workcreativity
Rule

When multiple contexts compete, designate one as primary…

When multiple contexts are active simultaneously, identify which one is primary for the current work period and explicitly park all others with specific time and place commitments.

1 lessonattentionproductivitycontext-switching
Rule

When a commitment will be missed, renegotiate proactively…

When a commitment cannot be met, communicate the fact proactively before the deadline and renegotiate terms explicitly, as silent dropping versus explicit renegotiation distinguishes reliable commitment systems from internal intention failures.

1 lessoncommitmentcommunicationtrust
Rule

Write blockers as 'I cannot [action] because [obstacle]'…

Write blockers in the form 'I cannot [specific action] because [specific obstacle]' immediately upon noticing friction to convert ill-structured problems into solvable ones.

1 lessonproblem-solvingexternalizationproductivity
Rule

Split compound blockers into separate obstacles…

Decompose compound blockers into separate obstacles with independent owners and solutions before attempting resolution, because monolithic blockers resist action through perceived complexity.

1 lessonproblem-solvingdecompositionproductivity
Rule

Weekly

Audit thinking environments weekly by comparing actual conditions against documented specifications to detect entropy, because environmental decay through accumulated objects, browser tabs, and permission drift is constant and unnoticed without structured review.

1 lessonenvironment-designmaintenanceproductivity
Rule

Define each priority level with a one-sentence operational…

Write a one-sentence decision rule for each priority type that defines membership criteria operationally before applying the types to any backlog.

1 lessonprioritizationdefinitionsproductivity
Rule

If more than 20% of items are top priority…

Ensure that highest-priority items constitute less than 20% of total backlog; if more items are marked critical, recalibrate threshold definitions to restore differentiation.

1 lessonprioritizationcalibrationproductivity
Rule

Every priority system needs an explicit 'not now' tier…

Include an explicit 'not now' or lowest-tier priority type to prevent deferred items from inflating middle categories and to create visible records of deliberate exclusion.

1 lessonprioritizationclassificationproductivity
Rule

Priority labels without response protocols are decoration…

Attach specific response protocols (timing, resources, escalation) to each priority type rather than treating them as descriptive labels, making priority actionable.

1 lessonprioritizationprocess-improvementproductivity
Rule

When performance is stable with no bottleneck, stop…

When measurement data shows stable satisfactory performance with no identifiable bottleneck, redirect optimization effort to a different system rather than continuing to optimize the current one.

1 lessonproductivityoptimizationsystems-thinking
Rule

Calculate optimization breakeven time — if payback exceeds…

When evaluating whether to optimize an existing system, calculate breakeven time by dividing optimization effort by weekly time savings—if payback exceeds the system's expected remaining lifespan, redirect effort to the actual constraint instead.

1 lessonproductivityoptimizationopportunity-cost
Rule

Categorize weekly decisions as routine or novel — build…

Audit your work week by categorizing each decision as 'routine' (similar decision made before, could use framework) or 'novel' (requires fresh thinking), then for the five highest-frequency routine decisions, draft simple frameworks (default answer, two-option heuristic, or pre-commitment rule) and implement all five within one week.

1 lessondecision-makingautomationproductivity
Rule

Multiply direct correction time by 3x for true cost…

Track the full cost of recurring corrections by multiplying direct time by three to account for context-switching, opportunity cost, and verification overhead, revealing the true resource drain that justifies prevention investment.

1 lessonerror-correctioncost-analysishidden-costs
Rule

When correction exceeds 20% of weekly capacity, shift…

When error correction consumes more than 20% of weekly capacity in a domain, shift resources from faster correction to upstream prevention mechanisms that reduce error generation rate.

1 lessonerror-preventionresource-allocationsystems-thinking
Rule

Cap coordination at 15-25% of total hours — new…

Set an explicit coordination budget as a percentage of total available hours (15-25% for most knowledge work), and require any new coordination mechanism to fit within that budget or displace an existing one.

1 lessoncoordinationbudgetingoverhead
Rule

Classify every task as ONLY ME, COULD DELEGATE, or SHOULD…

Calculate your attention allocation by categorizing each task as ONLY ME (requires unique judgment), COULD DELEGATE (someone/something else can do it at 80%+ quality), or SHOULD NOT EXIST (adds no value), then delegate or eliminate everything outside ONLY ME to reclaim attention for highest-value work.

1 lessonattention-managementdelegationelimination
Rule

ONLY ME time below 50% of working hours signals…

When your ONLY ME time falls below 50% of working hours, you have a delegation deficit requiring immediate correction, because spending the majority of your highest-value resource on work that doesn't require it violates the constraint optimization principle.

1 lessonattention-managementdelegationthreshold