Comprehensive resource on cognitive biases, AI architectures, and decision-making frameworks for sovereign intelligence systems.
A comprehensive visual map of 188 cognitive biases organized by the four fundamental problems they attempt to solve. Understanding these biases is critical for building sovereign decision-making systems.


We notice things already primed in memory or repeated often
We fill in characteristics from stereotypes and generalities
We favor simple options and complete things we've invested in
We edit and reinforce some memories after the fact
Overestimating the importance of information that's readily available
Tendency to pay attention to some things while ignoring others
Believing information is true because we've heard it repeatedly
Preference for things simply because we're familiar with them
Environmental factors influence perception and memory
Inability to recall information without specific cues
Recalling information consistent with current mood
Noticing something everywhere after becoming aware of it
Seeing something once then noticing it everywhere
Underestimating how emotions affect behavior
Creating false memories without intent to deceive
Seeing patterns in random data
Ignoring sample size when judging probability
Ignoring probability when making decisions under uncertainty
Using personal experience instead of data
Overconfidence in judgment accuracy
Substituting identical objects in logical arguments
Believing something is new when it's not
Believing past events affect future probabilities
Believing success will continue after a streak
Continuing investment based on past costs
Increasing commitment to failing decisions
Preferring to avoid losses over acquiring gains
Valuing things more when we create them
Judging difficulty by how hard it feels to process
Better memory for self-generated information
Preferring complete elimination of risk
Selling winners too early, holding losers too long
Consuming one unit regardless of size
Making risk-averse choices for certain gains
Recalling information but forgetting the source
Confusing the source of a memory
Mistaking imagination for real memory
Remembering events that never occurred
Incorporating misleading information into memory
Better retention with spaced repetition
Unconscious attribution of traits to groups
Automatic mental connections between concepts
Expecting group members to have certain traits
Preconceived opinion not based on reason