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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

Random skipped captures = friction problem; clustered…

Classify each skipped capture by checking whether failure frequency is random across topics (friction problem requiring tool improvement) or clustered in specific domains (resistance problem revealing avoidance patterns).

1 lessoncapturemetacognitionself-awareness
Rule

When improvement stalls despite effort, the bottleneck…

When throughput improvement stalls despite continued effort at the current constraint location, immediately re-run constraint identification to detect whether the bottleneck has migrated.

2 lessonssystems-thinkingconstraintsdiagnostics
Rule

Multi-domain cognitive difficulty signals attention debt…

When experiencing chronic difficulty with complex cognitive tasks across multiple domains simultaneously, diagnose for attention debt rather than domain-specific skill gaps, because attentional degradation produces domain-general impairment that mimics multiple independent deficiencies.

1 lessonattentionenergy-managementmetacognition
Rule

Classification friction reveals missing categories — map…

When items consistently resist classification in your system (you hesitate, force-fit, or leave uncategorized), map what those resistant items have in common to diagnose missing categories that represent dimensions you care about but haven't encoded.

1 lessonclassificationinformation-architectureself-awareness
Rule

A growing 'Miscellaneous' category signals missing…

When a 'Miscellaneous' or 'Other' category grows faster than named categories, it signals that your classification dimensions are missing a meaningful distinction that reality contains.

1 lessonclassificationinformation-architecturediagnostics
Rule

Assess agent ecosystem health by checking three pair-level…

When performing ecosystem health assessments, examine agent pairs for three specific failure modes: conflicting outputs, throughput mismatches between producer and consumer, and resource competition for the same limited capacity.

1 lessonagent-architecturediagnosticssystems-health
Rule

Four questions for 30-minute coordination reviews

During 30-minute coordination reviews, answer four diagnostic questions with evidence: which agents produced output, did outputs reach intended consumers, what was the coordination-to-work time ratio, and where did agents actively interfere.

1 lessoncoordinationreview-protocoldiagnostics