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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

Delete singleton tags, keep tags connecting 5+ notes…

When a tag appears on only one note, delete it during review; when a tag connects five notes from three different months, preserve it as earning its maintenance cost.

1 lessontaggingknowledge-managementmaintenance
Rule

Improve one thing every time you touch a note — kaizen…

Each time you review or link a note, make one small improvement (sharpen title, add missing context, split tangled claim) rather than scheduling separate cleanup sessions.

1 lessonknowledge-managementmaintenancehabit-formation
Rule

When deferred maintenance costs 3x more to fix later…

When a deferred maintenance task's recovery cost exceeds its immediate execution cost by 3x or more, prioritize it above tasks with lower cost multiplication ratios.

1 lessonsystems-thinkingmaintenanceproductivity
Rule

Track operational debt explicitly — what was deferred…

Maintain an operational debt register that records what was deferred, when, why, and the estimated cost of continued deferral, reviewing it during weekly rhythms to distinguish strategic from accidental debt.

1 lessonsystems-thinkingmaintenancetechnical-debt
Rule

Track every automation in a registry — function, tool…

Maintain an automation registry listing each automation's function, tool, last verification date, failure indicators, and review cadence to prevent automation debt accumulation.

1 lessonautomationmaintenancesystems-thinking
Rule

Weekly

Add a single recurring check at the end of each weekly review that compares your operational handbook to your actual operations and updates discrepancies immediately.

1 lessondocumentationreviewsystems-thinking
Rule

Budget 30 min to 2 hours weekly for system maintenance…

Calculate maintenance budget for entire operational system (30 minutes to 2 hours weekly) as binding constraint; reject additional components when aggregate maintenance would exceed sustainable capacity.

1 lessonsystems-thinkingmaintenanceproductivity
Rule

Test 'busywork' by asking what breaks if you stop…

For every operational task you currently frame as 'busywork,' write one sentence describing what would break if you stopped doing it for a month—if nothing breaks, eliminate it; if something breaks, relabel it as infrastructure.

1 lessonproductivitysystems-thinkingmaintenance
Rule

Quarterly

Schedule quarterly depreciation reviews where you scan captured notes and bookmarks for information that has exceeded its useful life, then either update with current data, archive with context, or delete entirely to prevent outdated information from corrupting current decisions.

1 lessonknowledge-managementmaintenanceinformation-architecture
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

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

Document your knowledge system in 5 parts

Document system operations in five components—capture rules, processing workflow, retrieval method, review protocol, and evolution history—because each component addresses a distinct failure mode in knowledge system sustainability.

1 lessonknowledge-managementdocumentationsystems-thinking
Rule

Restructure at the friction point, in the moment…

Restructure hierarchies at the specific node causing friction during the moment you feel the friction, rather than conducting proactive system-wide reorganizations, to keep restructuring costs small and diagnostic signals fresh.

1 lessonknowledge-managementrefactoringinformation-architecture
Rule

A schema unreviewed for 6 months is like an unupdated…

Treat any schema that has gone six months without deliberate review the same as a software dependency unupdated for six months - not necessarily broken but requiring verification before continued reliance.

1 lessonschema-validationmaintenanceepistemology
Rule

Invest quarterly maintenance in your top 5% most-connected…

Identify your top 5% of notes by connection count and schedule quarterly reviews where you verify each hub note is current, accurate, and well-linked, investing maintenance effort proportional to structural importance.

1 lessonknowledge-managementmaintenancereview
Rule

An unmaintained knowledge system is a degraded asset…

When external knowledge structures stop being actively traversed, maintained, and integrated into daily reasoning, treat them as degraded assets rather than cognitive extensions.

1 lessonknowledge-managementextended-cognitionmaintenance
Rule

Review new agents weekly, established ones monthly…

Set agent review cadences at 7 days for new habits, 30 days for established behaviors, and immediately after any major context change, because review timing must match the actual rate of drift in each agent type.

1 lessonbehavior-changehabit-formationmaintenance
Rule

Agent system review is essential maintenance, not optional…

Build feedback loops into agent systems through regular review asking whether agents fired, whether they produced intended outcomes, and whether conditions have changed, treating review as essential maintenance not optional improvement.

1 lessonbehavior-changemaintenancefeedback-loops
Rule

One week of zero firing = mandatory redesign — change…

When a trigger has not fired successfully in one week despite being needed, redesign it immediately by changing at least one of: salience, timing, modality, or context specificity.

1 lessonbehavior-changetrigger-designdebugging
Rule

Remove any trigger that produces action less than 80%…

Set your trigger signal-to-noise ratio threshold at 80% actionability minimum — remove any trigger that produces action fewer than 80% of times it fires.

1 lessonbehavior-changetrigger-designsignal-detection
Rule

Monthly trigger audit

Conduct monthly trigger audits by evaluating each trigger against four questions: Is it still firing? Do you respond when it fires? Is the behavior still relevant? Is calibration still correct?

1 lessonbehavior-changemaintenancetrigger-design
Rule

Review all installed defaults quarterly — outdated…

Schedule quarterly reviews of every default you have installed in your systems and processes, because contexts change and outdated defaults silently steer toward yesterday's goals without conscious detection.

1 lessonsystems-thinkingmaintenancedefaults