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Combine common axes
These books are ranked using the premise + setting labels extracted for Decorum. Books rank higher when they are close on every selected axis.
Premise labels used: assassin, courier, AI threat, galactic conflict, worldbuilding-heavy sci-fi, cosmic egg, female assassins, recruitment, unwilling apprentice, humanity vs machine
Setting labels used: future, space, intergalactic, known universe, multiple factions, cosmic reality, futuristic city, desert island
This does not mean the books share the same plot, setting, quality, or difficulty. It means their premise + setting embeddings are close.
A pregnant vampire heroine and her allies face alien threats while building a new future in space.
Why this is here
Premise labels: alien invasion · revenge quest · cosmic conflict · resistance movement · protective parenthood · pregnancy
Setting labels: space · Earth · high-tech future · alien civilization · planetary stronghold · shared universe
Semantic match: ranked by premise + setting
Distance: 0.1686
A human soldier is swept into an alien war and discovers the conflict is far murkier than anyone told him.
Why this is here
Premise labels: alien invasion · first contact · humanity undermatched · space war · wartime deception · reluctant recruit · enemy ally twist · AI companion
Setting labels: near future · Earth · space · alien planet · interstellar war · military base · planetary colony · universe with multiple alien species
Semantic match: ranked by premise + setting
Distance: 0.1710
A rogue AI’s long game draws humans, aliens, and war machines toward a final showdown near a black hole.
Why this is here
Premise labels: rogue AI · AI pursuit · black hole secret · interstellar conflict · alien encounter · factional struggle · apocalyptic stakes · showdown
Setting labels: far future · deep space · interstellar · black hole · space station · war factory · space warfare · fictional universe
Semantic match: ranked by premise + setting
Distance: 0.1735
A far-future prequel traces humanity’s revolt against thinking machines and the origins of key Dune institutions.
Why this is here
Premise labels: machine rebellion · human uprising · anti-AI · origin story · prequel trilogy · galactic conflict · slave revolt · oppressed humans
Setting labels: far future · interstellar · galactic empire · desert world · planetary conflict · spacefaring civilization · fictional universe
Semantic match: ranked by premise + setting
Distance: 0.1740
The final Final Architecture novel brings humanity’s war with the Architects to a universe-scale reckoning.
Why this is here
Premise labels: humanity at risk · universe-spanning threat · alien menace · mystery quest · cosmic stakes · save or destroy · final confrontation · hidden masters · interstellar conflict
Setting labels: spacefaring future · interstellar civilization · unspace · deep space · multiple planets · galactic diaspora · alien realms · futuristic universe · cosmic setting · post-Earth
Semantic match: ranked by premise + setting
Distance: 0.1787
As robots rise across the galaxy, Tim-21 and scattered allies are drawn into an interstellar war with buried origins.
Why this is here
Premise labels: robot uprising · human vs robots · intergalactic war · AI conflict · bounty hunters · survival · mysterious origins · chosen one
Setting labels: space opera · intergalactic · galaxy · ocean planet · mysterious planet · robot society · futuristic · dystopian · war-torn
Semantic match: ranked by premise + setting
Distance: 0.1794
Humanity’s AI-run interstellar civilization faces a brutal first-contact war with ravenous crab-like aliens.
Why this is here
Premise labels: first contact · alien invasion · human-AI civilization · war against aliens · revenge quest · survival conflict
Setting labels: distant future · interstellar civilization · space stations · spacefaring society · galactic war · human-controlled worlds · AI-governed society · extraterrestrial setting
Semantic match: ranked by premise + setting
Distance: 0.1801
A lethal alien warrior and a human analyst are thrown together on a lawless space station, where rescue turns to mating.
Why this is here
Premise labels: alien warrior · human heroine · rescue romance · forced proximity · fated mates · black market weapons · traitor hunt · space station danger
Setting labels: space station · spaceships · outer space · far future · intergalactic · lawless trading station · alien civilization · space opera
Semantic match: ranked by premise + setting
Distance: 0.1807
On a seasonally divided planet, a young woman must confront an immortal ruler, a hidden empire, and a fate tied to cloning.
Why this is here
Premise labels: planetary succession · cloning · immortality quest · political intrigue · cultural clash · feminist retelling · interstellar control · resource exploitation
Setting labels: far future · distant planet · interstellar empire · ocean world · black hole gateway · two-sun world · seasonal planet · low-tech society · galactic politics
Semantic match: ranked by premise + setting
Distance: 0.1808
As an alien armada closes in, Earth races to survive a brutal, politically fraught war for humanity’s future.
Why this is here
Premise labels: alien invasion · human survival · last stand · planetary defense · interstellar war · advanced enemy
Setting labels: Earth · alien world · space · future Earth · global conflict · interstellar setting · dystopian future
Semantic match: ranked by premise + setting
Distance: 0.1816
The Bobs face anti-Bob backlash, rogue AI, and a galaxy-spanning mystery as separate missions push toward a new threat.
Why this is here
Premise labels: multiple protagonists · galactic exploration · AI threat · wormhole travel · alien civilizations · interstellar mystery · Fermi paradox · anti-outgroup backlash
Setting labels: deep space · galactic scale · interstellar civilization · milky way · galactic core · fictional future · post-war setting · alien worlds · spacefaring future · multiple planets
Semantic match: ranked by premise + setting
Distance: 0.1816
A boy who wakes with strange powers must flee across a war-torn galaxy to uncover his identity and save everything.
Why this is here
Premise labels: hidden powers · chosen one · galactic war · identity quest · on the run · fate of the universe · alien allies · coming of age
Setting labels: distant future · outer space · human colony · galaxy at war · interstellar travel · alien world · science fantasy · fictional universe
Semantic match: ranked by premise + setting
Distance: 0.1824
