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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

Schedule recovery proportional to intensity immediately…

Schedule recovery time proportional to the intensity and duration of each high-demand period immediately after the period ends, as a structural calendar commitment rather than a vague intention.

1 lessonrecovery-schedulingpost-intensity-recoveryburnout-prevention
Rule

Forecast high-demand capacity from last year's same-period…

Use reference class forecasting from last year's actual capacity during the same seasonal period rather than estimating from your current state when planning high-demand periods.

1 lessonreference-class-forecastingseasonal-estimationoutside-view
Rule

Reduce commitments ~30% during high-demand months vs…

Reduce project commitments by approximately thirty percent during months you have identified as high-demand compared to baseline months, based on your measured capacity data.

1 lessoncommitment-reductionseasonal-load-matchingcapacity-calibration
Rule

Open weekly planning by reviewing plan vs. actuals…

Begin each weekly planning session by reviewing the previous week's plan against actual outcomes, identifying the single biggest gap between intention and reality without judgment.

2 lessonsweekly-reviewplan-vs-actualfeedback-loop
Rule

Process inboxes sequentially top-to-bottom, never…

When processing any recurring information inbox, work sequentially from top to bottom rather than cherry-picking items, to prevent repeatedly skipping difficult decisions that form the 'maybe pile'.

1 lessoninbox-processingsequential-disciplinedecision-deferral
Rule

Title reference items with the words your future self…

For any reference item you store, write the title using the words your future self will search for when they need it, not the words that categorize what it is.

1 lessonreference-namingretrieval-optimizationsearch-oriented-titles
Rule

Separate reference material (static lookup) from working…

Separate reference material (static information for lookup) from working notes (evolving thinking) into distinct systems, as mixing them corrupts both retrieval and development.

1 lessoninformation-architecturereference-vs-workingsystem-separation
Rule

Route actionable items to your task system and reference…

Route actionable information to a task management system and reference information to a separate reference system, never mixing the two in the same storage location.

1 lessoninformation-routingactionable-vs-referencesystem-architecture
Rule

Capture actions as specific next physical steps…

Capture every action item with a specific next physical action (not 'handle client project' but 'email Sarah the revised timeline') to eliminate re-processing friction at execution time.

1 lessonnext-actionphysical-specificitytask-clarity
Rule

Organize actions by execution context…

Organize action items by context of execution (@computer, @phone, @errands) rather than by project, because you execute tasks based on where you are and what tools you have available.

1 lessoncontext-listsgtd-contextstask-organization
Rule

Keep a Waiting For list with delegation date and expected…

Maintain a separate Waiting For list tracking items delegated to others with delegation date and expected completion date, reviewing it weekly to follow up on overdue items.

1 lessonwaiting-for-listdelegation-trackingfollow-up-system
Rule

Triage before processing

Perform information triage by spending no more than 3 minutes scanning the full landscape of waiting items before processing any single item, sorting into urgent-high-value, high-value-not-urgent, low-value, and discard categories.

1 lessoninformation-triageprioritizationscan-then-process
Rule

During triage, scan surface indicators only — opening…

During triage, scan subject lines and senders without opening items or reading full content, because reading during triage collapses sorting into reactive processing.

2 lessonstriage-disciplinesurface-scanningphase-separation
Rule

Every ~500 words, close the source and write the core idea…

After reading any segment of approximately 500 words, close the source and write 1-3 sentences capturing the core idea in your own words before continuing.

1 lessonactive-readingelaborative-processingreading-protocol
Rule

Every new permanent note must link to at least one…

Every new permanent note must link to at least one existing note in your system, forcing you to identify relationships at the moment of creation rather than deferring connection to future review.

1 lessonzettelkastennote-linkingknowledge-connectivity
Rule

Write permanent notes for your six-months-from-now self…

Write each permanent note to be comprehensible to your future self six months from now without access to the source, eliminating context-dependent shorthand and 'see above' references.

1 lessonpermanent-notesself-contained-writingfuture-self-design
Rule

One atomic fact per spaced repetition card, answer under…

Create spaced repetition cards testing exactly one atomic fact per card with answers under one sentence, because cards testing multiple components produce vague retrieval that the algorithm cannot accurately schedule.

1 lessonspaced-repetitionatomic-cardsanki-design
Rule

Add 5-10 new cards per day in a mature SRS — this pace…

Add 5-10 new spaced repetition cards per day when maintaining a mature system, as this moderate pace produces a daily review load of 50-100 cards taking 10-15 minutes.

1 lessonspaced-repetitionsustainable-pacereview-load
Rule

Create SRS cards only for information you already…

Create spaced repetition cards only for information you have already understood through processing, not for definitions you cannot explain, because memorization without comprehension produces brittle unusable memory.

1 lessonunderstanding-before-memorizationspaced-repetition-prerequisitecomprehension-first
Rule

Tag time-sensitive information with explicit expiration…

Assign explicit expiration dates to time-sensitive information at the moment of capture using the format 'expires:YYYY-MM-DD' or equivalent, rather than attempting to remember which items are time-bound.

1 lessoninformation-expirationtemporal-metadataknowledge-freshness
Rule

When uncertain about lifespan, expire at 3 months not 1…

Err toward shorter expiration windows when uncertain about information lifespan, setting expiration at 3 months if unsure rather than 1 year, because expired items can be renewed while accumulated stale information cannot be easily detected.

1 lessonexpiration-heuristicasymmetric-riskinformation-freshness
Rule

Monthly expiration sweep

Conduct monthly expiration sweeps reviewing all items whose expiration dates have passed and either archive/delete if expired or renew with new expiration date if still relevant.

1 lessonexpiration-maintenancemonthly-sweepinformation-hygiene
Rule

Mark genuinely timeless material as evergreen/no-expiry…

Mark genuinely timeless material (principles, frameworks, mental models valid for decades) as 'evergreen' or 'no-expiry' rather than assigning artificial expiration dates that create unnecessary maintenance.

1 lessonevergreen-contenttimeless-knowledgeexpiration-exception
Rule

Four expiration categories at capture

Classify information into four expiration categories at capture time: expires within 1 week, 1-6 months, 1-5 years, or evergreen, to standardize expiration decisions and reduce cognitive load.

1 lessonexpiration-categoriescapture-classificationinformation-lifespan