Concepts
The irreducible epistemic atoms underlying the curriculum. 4,828 atoms across 8 types
Update decision agents after every activation based…
After each decision agent activation, update the agent's criteria based on whether they produced a good outcome, treating the agent as a living heuristic that improves with each use rather than a permanent law.
Add 'Did I use the right framework?' to every decision…
In post-decision review, explicitly add the meta-question 'Did I use the right framework for this decision?' and note framework-decision mismatches (comprehensive analysis on trivial reversible choices, satisficing on irreversible high-stakes decisions) to build your personal routing table.
After recurring activities, spend 60 seconds recording…
Add a 60-second structured observation step immediately after recurring activities, recording one sentence about output and one about potential changes, to convert open-loop repetition into closed-loop learning.
A complete feedback loop needs three elements
For any recurring activity, explicitly define three elements—the specific output being measured, the standard for comparison, and the adjustment rule triggered by deviation—to create a complete minimal feedback loop.
Translate every discrepancy into a specific behavioral…
When a feedback loop identifies a discrepancy between current and target state, translate the evaluation into a specific behavioral adjustment for the next cycle rather than stopping at awareness, because learning occurs during adjustment not observation.
After 10+ post-action reviews, analyze in aggregate…
After accumulating 10+ post-action reviews, analyze them in aggregate to identify structural causes appearing across multiple unrelated tasks—these recurring patterns indicate systemic tendencies requiring architectural fixes not isolated corrections.
After one cycle, review the corrector itself — did…
After deploying a self-correcting mechanism for one cycle period, add a meta-correction review asking whether the correction actually prevented the target error, adjusting the corrector itself if it failed.