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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

Evaluate search results by reading only…

When search returns results from your information system, evaluate each candidate by reading only the bolded or highlighted passages from progressive summarization rather than scanning full text.

1 lessonprogressive-summarizationsearch-evaluationretrieval-efficiency
Rule

Title notes with the natural-language words you'd search…

Write note titles using the natural-language words you would type when searching for that information, not abstract labels or jargon, to maximize searchability.

1 lessonnote-namingsearch-firstnatural-language-titles
Rule

Flatten folders with fewer than 5 items — move contents up…

Flatten folder hierarchies by moving contents of folders containing fewer than 5 items up one level, as such folders are structural overhead with minimal retrieval benefit.

1 lessonfolder-hygieneorganizational-simplificationhierarchy-flattening
Rule

Bold 10-20% of a note's text on first revisit — select…

Bold 10-20% of a note's text on first revisit by selecting only passages that capture core ideas, making subsequent scans 5-10x faster than reading full text.

1 lessonprogressive-summarizationlayer-1-boldnote-distillation
Rule

Highlight 10-20% of bolded passages on subsequent revisits…

From bolded passages, highlight 10-20% that are most relevant to your current purpose on subsequent revisits, creating a second layer of compression targeted to your active needs.

1 lessonprogressive-summarizationlayer-2-highlightcontext-dependent-distillation
Rule

Write a 3-5 sentence executive summary at the top…

Write an executive summary of 3-5 sentences at the top of a note only after it has been revisited 3-4 times, as this frequency indicates the note has proven its importance through actual use.

1 lessonprogressive-summarizationexecutive-summaryproven-importance
Rule

Progressive summarization is just-in-time only — apply…

Apply progressive summarization layers only to notes you revisit for specific purposes, never in batch processing sessions, to ensure layers reflect actual utility rather than speculative importance.

1 lessonjust-in-time-processingprogressive-summarizationdemand-driven
Rule

Lay out multiple notes in parallel visual access…

Lay out multiple notes simultaneously in parallel visual access rather than reading them sequentially, because synthesis requires holding multiple ideas in working memory or visual space at the same time.

1 lessonparallel-displaysynthesis-workspacevisual-thinking
Rule

Look for structural parallels across inputs during…

During synthesis, look for structural parallels and shared dynamics across inputs rather than topical overlaps, because topical overlaps produce aggregation while structural parallels produce synthesis.

1 lessonstructural-synthesispattern-recognitioncross-domain-transfer
Rule

Test synthesis

Test synthesis output by asking whether it makes a claim that could not be found in any individual source - if it could be produced by listing inputs, you have aggregated rather than synthesized.

1 lessonsynthesis-validationemergent-claimsaggregation-detection
Rule

Inability to explain simply = incomplete processing…

When you cannot explain a concept in simple terms to someone with zero shared context, treat this as diagnostic evidence that your processing is incomplete rather than a labeling problem.

1 lessonfeynman-techniqueexplanation-testunderstanding-diagnosis
Rule

Declare information bankruptcy when backlog exceeds daily…

When information backlog in any queue exceeds your daily processing rate by more than 10%, declare that queue a bankruptcy candidate requiring immediate archive-and-reset rather than incremental catch-up.

1 lessoninformation-bankruptcybacklog-managementarchive-and-reset
Rule

Start processing habits tiny

Start new information processing habits with a minimal version (processing 5 items, 2-3 minutes) for five consecutive days before expanding to full sessions, because initiation barriers determine habit formation more than execution quality.

1 lessontiny-habitshabit-initiationminimal-viable-habit
Rule

Four nested processing cadences

Operate information processing on four nested cadences: daily triage (20-30 min), weekly review (catch drift), monthly audit (source quality), and quarterly purge (accumulated sediment).

1 lessonprocessing-cadencenested-reviewtemporal-architecture
Rule

Pick a tool with 5 minimum requirements, select the first…

Choose one information processing tool by defining 5 minimum requirements, selecting the first that meets them, and committing for 90 days before re-evaluation, rather than maximizing across all available options.

1 lessonsatisficingtool-selectioncommitment-period
Rule

Track daily completion (yes/no) not tool configuration…

Track daily whether you completed your information processing session (yes/no) rather than optimizing configuration, because consistent execution of a mediocre tool outperforms sporadic use of a perfect one.

1 lessonexecution-trackinghabit-consistencytool-vs-habit
Rule

Measure pipeline health by processing days in the last 30…

Measure information pipeline health by counting processing days in the last 30 (target: 28+), not by note count, graph density, or tool sophistication, because daily execution is the only variable that compounds.

1 lessonpipeline-healthexecution-metricvanity-metric-prevention
Rule

When pipeline maintenance costs more than the pipeline…

When information pipeline maintenance consumes more cognitive resources than the pipeline saves, the system economics have inverted and simplification is required, not optimization.

2 lessonssystem-economicsmaintenance-inversionsimplification-trigger
Rule

Annotate each output type with its half-life…

Annotate each output type in your taxonomy with its approximate half-life (hours, weeks, months, years) to calibrate appropriate investment in durability, structure, and polish.

1 lessonoutput-half-lifeeffort-calibrationdurability-matching
Rule

Define both good-enough criteria and over-investment…

For each output type, define both 'good enough' criteria and explicit over-investment thresholds to prevent perfectionism from consuming effort that belongs to higher-stakes work.

1 lessongood-enough-criteriaover-investment-thresholdperfectionism-cap
Rule

Mandatory quality pause between "I think this is done"…

Position quality verification between 'I think this is done' and delivery as a mandatory pause point with an explicit checklist, not as optional review when time permits.

1 lessonquality-gatepre-delivery-checklisterror-prevention
Rule

Limit checklists to 5-9 items targeting frequent +…

Limit output checklists to five-to-nine items targeting errors that are both frequent and consequential, ordering from most catastrophic to least to enable partial execution under time pressure.

1 lessonchecklist-designerror-prioritizationworking-memory
Rule

Build checklists from documented error history…

Build checklists from your documented error history rather than hypothetical failures, promoting an error to checklist status only after it has occurred in actual deliverables.

1 lessonempirical-checklistserror-historyevidence-based-quality
Rule

Embed checklists at the point of delivery — integrate…

Embed checklists at the physical or digital location where delivery occurs, making them harder to skip than to use by integrating them into templates, pull request forms, or pre-send screens.

1 lessonchecklist-placementenvironmental-integrationfriction-design