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How to ThinkIn the Age of AI

Principles

2,201 principles · page 11 of 46

Principle

Design your time allocation decisions before entering…

Design your time allocation decisions before entering the time period, when you are not subject to urgency bias and immediate demands.

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Principle

Layer your ideal week template from constraints inward

immovable commitments first, then energy-aligned priority work, then supporting activities, then restoration and margin.

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Principle

Use your ideal week template as a gravitational field…

Use your ideal week template as a gravitational field that pulls actual weeks toward your design rather than as a rigid mandate that produces guilt when violated.

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Principle

Recognize that a single interruption in a deep work block…

Recognize that a single interruption in a deep work block costs the entire block, not just the duration of the interruption.

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Principle

Use AI to compress the time required for logistical tasks…

Use AI to compress the time required for logistical tasks while preserving human directed attention for judgment and synthesis rather than offloading the judgment itself.

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Principle

Track actual task duration against estimates to build…

Track actual task duration against estimates to build a personal calibration factor that corrects for systematic optimism bias.

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Principle

Decompose tasks into granular subtasks including setup…

Decompose tasks into granular subtasks including setup, teardown, and waiting time to surface the invisible work that estimates typically omit.

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Contain interrupt-driven task processing within designated…

Contain interrupt-driven task processing within designated administrative blocks rather than responding to every small task the moment it arrives.

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Principle

Apply the 'clear yes or clear no' filter to new commitments…

Apply the 'clear yes or clear no' filter to new commitments, accepting only opportunities that meet a high threshold of alignment rather than the default of 'seems worthwhile.'

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Principle

Identify your information pipeline bottleneck by testing…

Identify your information pipeline bottleneck by testing each stage (capture, processing, storage, retrieval, output) in sequence and investing improvement effort only at the bottleneck stage, since non-bottleneck improvements produce zero throughput gain.

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Principle

Create atomic notes containing exactly one idea rather…

Create atomic notes containing exactly one idea rather than multi-idea summaries to enable precise linking in knowledge networks.

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Principle

Review information at expanding intervals (increasing…

Review information at expanding intervals (increasing from days to weeks to months) rather than massing repetitions into a single session to maximize long-term retention with minimal total study time.

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Principle

Assign expiration dates to time-sensitive information…

Assign expiration dates to time-sensitive information at capture rather than assuming all stored information remains valid indefinitely, because knowledge decays at measurable domain-specific rates.

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Principle

Use past survival duration to predict future survival…

Use past survival duration to predict future survival duration for non-perishable knowledge, assigning longer expected lifespans to ideas that have already persisted longer (the Lindy heuristic).

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Principle

Apply progressive summarization layers (bold → highlight →…

Apply progressive summarization layers (bold → highlight → summary → remix) incrementally as you revisit notes for real purposes, rather than processing all notes uniformly upfront, to allocate processing effort by demonstrated relevance instead of speculative importance.

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Principle

Establish an external measurement system for cognitive…

Establish an external measurement system for cognitive capacity because subjective assessment of performance degrades under the same depletion being measured.

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Principle

Lay out multiple notes simultaneously in visual or physical…

Lay out multiple notes simultaneously in visual or physical space rather than reviewing them sequentially, because synthesis requires parallel processing of multiple frames that exceeds serial working memory capacity.

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Principle

Start with output requirements and work backward…

Start with output requirements and work backward to determine what information and processing are needed, rather than consuming information and hoping it eventually becomes useful.

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Principle

When information inflow chronically exceeds processing…

When information inflow chronically exceeds processing capacity, reset by archiving all backlog and rebuilding sources from zero rather than attempting incremental catch-up.

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Principle

Never miss a habit twice consecutively, because single…

Never miss a habit twice consecutively, because single misses have no measurable effect on habit formation while consecutive misses begin eroding automaticity.

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Principle

Calculate tool migration costs as weeks of degraded…

Calculate tool migration costs as weeks of degraded processing throughput and weakened habits rather than hours of direct migration work.

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Principle

Allocate cognitive effort proportional to output half-life

invest minimal effort in outputs that matter for hours, moderate effort for outputs that matter for months, and maximum effort for outputs that matter for years.

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Principle

Insert time gaps between creation and editing passes…

Insert time gaps between creation and editing passes to allow incubation effects and reduce familiarity blindness, enabling you to perceive your output as your audience will rather than as you intended it.

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Principle

Catalog your actual output history to identify recurring…

Catalog your actual output history to identify recurring error patterns, then build checklist items and quality standards around the errors you demonstrably make rather than hypothetical failures.

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Design templates by extracting common structure…

Design templates by extracting common structure from your best past examples rather than creating them from theory.

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Match template rigidity to output predictability—operational

Match template rigidity to output predictability—operational outputs need high structure, creative outputs need minimal structure.

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Principle

Schedule genuine recovery activities that enable…

Schedule genuine recovery activities that enable psychological detachment from work rather than low-effort stimulation that maintains cognitive load.

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Principle

Ship outputs at the viability threshold rather…

Ship outputs at the viability threshold rather than polishing beyond it, then iterate based on actual feedback.

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Principle

Maintain consistent output frequency by choosing a cadence…

Maintain consistent output frequency by choosing a cadence you can sustain during your worst realistic week.

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Principle

Set fixed ship-by dates rather than start-by dates to create

Set fixed ship-by dates rather than start-by dates to create forcing functions that prevent endless polishing.

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Principle

Batch production of similar outputs in single focused…

Batch production of similar outputs in single focused sessions to amortize cognitive changeover costs across multiple outputs.

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Principle

Decouple production cadence from publication cadence…

Decouple production cadence from publication cadence by batching creation and scheduling distribution.

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Batch only cognitively similar outputs—mixing different…

Batch only cognitively similar outputs—mixing different cognitive modes reintroduces switching costs batching exists to eliminate.

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Separate activities by pipeline stage—drafting activities…

Separate activities by pipeline stage—drafting activities in draft stage only, structural review activities in review stage only—to prevent cognitive interference between incompatible operations.

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Principle

Preserve retrieval-comparison-reversion capability…

Preserve retrieval-comparison-reversion capability for important outputs by maintaining identifiable snapshots at meaningful lifecycle transitions.

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Principle

Attach brief changelogs to each version documenting what…

Attach brief changelogs to each version documenting what changed and why to convert version history into a decision record that supports learning and accountability.

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Principle

Compare versions of your own outputs over time to identify…

Compare versions of your own outputs over time to identify consistent revision patterns that reveal systematic gaps in your initial production.

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Principle

Monitor multi-week trends in baseline cognitive capacity…

Monitor multi-week trends in baseline cognitive capacity rather than single-day performance to detect compounding deficits before they reach crisis threshold.

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Principle

Distribute annual commitments according to seasonal capacity

Distribute annual commitments according to seasonal capacity curves rather than uniform calendar division to prevent structural overload during predictable low-capacity periods.

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Principle

Define role boundaries explicitly before collaborative work…

Define role boundaries explicitly before collaborative work begins using RACI or equivalent frameworks to prevent ownership ambiguity.

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Principle

Structure handoffs between collaborators with three explicit

Structure handoffs between collaborators with three explicit elements: defined artifact, explicit expectations, and return protocol.

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Principle

Default to asynchronous collaboration with deliberate…

Default to asynchronous collaboration with deliberate synchronous checkpoints at kickoff, major handoffs, conflict resolution, and final review.

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Principle

Establish a minimum output frequency (weekly or biweekly)…

Establish a minimum output frequency (weekly or biweekly) as a non-negotiable cadence to initiate the compounding clock regardless of individual output quality.

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Each published output increases discoverability of all prior

Each published output increases discoverability of all prior outputs by creating new entry points to the archive, making total value super-linear in output count.

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Principle

Use AI to collapse marginal production cost per output while

Use AI to collapse marginal production cost per output while maintaining human judgment for creative direction, effectively doubling production capacity at constant time investment.

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Principle

Separate experience collection (daily) from pattern…

Separate experience collection (daily) from pattern detection (weekly) from strategic evaluation (quarterly) because different cognitive altitudes require different processing modes and cannot be effectively combined.

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Principle

Start reflection habits with minimal viable versions (one…

Start reflection habits with minimal viable versions (one sentence, 30 seconds) and expand only after automaticity is established, because motivation-dependent behaviors fail under variance while tiny behaviors survive.

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Principle

Compare actual resource allocation against stated priorities

Compare actual resource allocation against stated priorities at fixed intervals to surface misalignments between espoused values and operative values, because behavior reveals true priorities more reliably than stated intentions.

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