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These books are ranked using the characterization labels extracted for We.
Characterization labels used: mathematician protagonist, engineer protagonist, numbered citizens, true believer, femme fatale, rebel woman, collective-minded society, awakening conscience, state loyalist, soul awakening
Focused on “AI character” where exact label matches exist.
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
An inventor betrayed by his partners wakes decades later and uses time travel to reclaim his work and his future.
Why this is here
Characterization labels: engineer protagonist · inventor protagonist · individualist hero · wisecracking protagonist · resourceful protagonist · cat character · femme fatale · greedy business partner · sympathetic protagonist (mixed)
Semantic match: ranked by characterization
Distance: 0.1744
A psychologist decoding alien signals and her AI-researching estranged husband confront a breakthrough that could remake humanity.
Why this is here
Characterization labels: scientist protagonists · psychologist protagonist · computer scientist · estranged couple · grieving parents · AI character · skeptical protagonist · rational characters
Semantic match: ranked by characterization
Distance: 0.2052
A disgraced scientist and rival power blocs collide when a future-sent formula makes FTL travel real.
Why this is here
Characterization labels: scientist protagonist · mathematician · engineer · diplomat · spy · robot spy · artificial person · AI character · reclusive group · establishment outsider · defector · exile · cautious investigator
Semantic match: ranked by characterization
Distance: 0.2066
An Antarctic SETI disaster launches a cross-time chase into Kant, AI, and the limits of human reality.
Why this is here
Characterization labels: scientist protagonist · disfigured protagonist · alcoholic protagonist · unlikable protagonist · obsessed philosopher · surly character · practical character · AI character · shadowy institute · traumatized survivor
Semantic match: ranked by characterization
Distance: 0.2067
A student’s oral exam for elite entry exposes a hidden history, an AI mystery, and a challenge to what it means to be human.
Why this is here
Characterization labels: teen protagonist · scholar · examiners · AI character · rebel hero · ruling elite · philosopher-rulers · outsider figure · intelligent protagonist
Semantic match: ranked by characterization
Distance: 0.2131
A synthetic woman on a dating show becomes a murder suspect after her husband vanishes, forcing her to uncover the truth.
Why this is here
Characterization labels: synthetic protagonist · female protagonist · sympathetic protagonist · captivating protagonist · creator relationship · anti-synth prejudice · police suspicion · bachelor-type lead · controlling creator
Semantic match: ranked by characterization
Distance: 0.1922
A depressed bisexual statistician is pulled into a mystery linking a deadly global catastrophe to an impossibly lucky casino.
Why this is here
Characterization labels: statistics professor · queer protagonist · bisexual protagonist · depressed protagonist · nihilistic protagonist · reluctant investigator · government agent · apathetic protagonist · logical protagonist · survivor
Semantic match: ranked by characterization
Distance: 0.1957
A dying atheist scientist awakens in an afterlife and debates a god-like Voice over eternity, purpose, and knowledge.
Why this is here
Characterization labels: atheist · scientist · physicist · deceased protagonist · omniscient entity · god-like intelligence · rebellious protagonist · defiant
Semantic match: ranked by characterization
Distance: 0.1985
An artificial consciousness must help save humanity when the sun starts dying far too soon.
Why this is here
Characterization labels: artificial consciousness · empathetic protagonist · therapist figure · smart protagonist · funny protagonist · naive protagonist · humanlike AI · moral protagonist · self-aware · brilliant protagonist · innocent protagonist · adventurous protagonist
Semantic match: ranked by characterization
Distance: 0.2001
A Kyiv programmer is pulled into a secret desert project and faces a frightening technological crisis he helped enable.
Why this is here
Characterization labels: programmer protagonist · scientists · mercenaries · security chief · female love interest · stereotyped characters · colloquial characters · collegial group · antiheroic figures · colony of experts
Semantic match: ranked by characterization
Distance: 0.2011
To save her dying boyfriend, Polly time-travels into a divided future and must survive while searching for him.
Why this is here
Characterization labels: naive protagonist · timid protagonist · independent woman · indentured worker · refugee figure · company employee · loving partner · reluctant survivor · passive protagonist
Semantic match: ranked by characterization
Distance: 0.2020
A damaged FTL mission strands one man in an endless, reality-bending fight to survive, love, and understand what’s real.
Why this is here
Characterization labels: programmer protagonist · hacker · scientist crew · engineer crew · immortal protagonist · crazy crew member · AI entity · female love interest · competent protagonist · lonely protagonist · mad antagonist
Semantic match: ranked by characterization
Distance: 0.2026
