The irreducible epistemic atoms underlying the curriculum. 4,828 atoms across 8 types and 2 molecules
Identify your three densest knowledge clusters by examining which groups of notes link heavily to each other but sparsely to the rest of the graph, then label each cluster based on observed structure rather than imposed categories.
When your graph's cluster structure contradicts your self-narrative about expertise, trust the cluster structure because it reflects actual linking behavior while self-assessment is systematically distorted.
Audit the last seven days of actual behavior (calendar, screen time, spending, energy allocation) against each stated value to calculate revealed preferences, scoring alignment from 1-10.
When discovering that behavior contradicts stated values, investigate the actual reward structure driving behavior rather than increasing willpower or restating values more emphatically.
For each identified values-behavior gap, ask what competing value the behavior actually reveals and what would need to change in environment, habits, or defaults for alignment.
When articulating your core operating principles, require that each principle explain your actual observed behavior patterns rather than aspirational values, because a unified theory must match behavioral data not wishes.
Track agent displacement by measuring the percentage of times your designed agent fires instead of the default, not by whether you execute perfectly every time, because replacement is gradual and competes against thousands of prior reinforcements.
Define agent success as a measurable outcome with a minimum acceptable firing rate threshold (typically 80% over one week for new agents) rather than subjective satisfaction, because subjective assessment systematically inflates reliability perception.
Use hourly momentary sampling over 48+ hours rather than end-of-day recall when auditing behavioral agents, because retrospective memory systematically overweights salient successes and underweights invisible failures.
Audit your actual movement patterns through physical space before placing any environmental triggers, because triggers placed on aspirational paths rather than real paths will never fire.
Across 30+ decision journal entries, calculate your calibration by grouping decisions by stated confidence level (e.g., all 70% predictions) and checking whether that percentage actually occurred—use this ratio to adjust future confidence statements.
Before delegating a task, verify it is not ONLY ME by default rather than by necessity—if the task requires your unique judgment only because you've never built documentation, systems, or relationships to make it delegable, it's a disguised delegation candidate.
Verify habit automaticity by checking whether the behavior fires from context cues with minimal conscious effort rather than checking execution frequency, because consistency maintained through willpower is not delegation—true automaticity means the cue triggers the routine without deliberation.
Audit your beliefs for algorithmic origins by identifying which positions trace primarily to repeated exposure within algorithmically curated environments, because beliefs acquired through engineered exposure rather than deliberate inquiry have not been subjected to sovereign epistemic standards.
When self-trust gaps appear, classify them as either competence deficits (lack skill/knowledge) or calibration errors (possess competence but don't trust it), because these require fundamentally different interventions—training for the former, evidence collection for the latter.
Test your stated values hierarchy against three past difficult decisions to verify whether it produces the choices you actually made—if it doesn't, either the hierarchy is miscalibrated or the past choices violated your values, and both discoveries are actionable.
Conduct a resource audit by categorizing recent commitments as actively chosen versus passively absorbed, then calculate total hours consumed by passive absorption to make your boundary deficit visible before attempting to change it.
Distinguish strategic deferral (conscious choice with communicated tradeoffs) from silent deferral (automatic absorption without negotiation) by asking whether you chose to defer or failed to negotiate—only the former preserves sovereignty.
Log how you spent your waking hours in thirty-minute blocks for one week, then categorize every block by domain and calculate the percentage of discretionary time each priority actually received.
Test whether a yield was strategic by checking three criteria: (1) Did you consciously choose before yielding? (2) Could you articulate why yielding served values in the moment? (3) Would you make the same choice with full information? Strategic yields pass at least two of three.