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Combine common axes
These books are ranked using the premise + setting labels extracted for Only Human. Books rank higher when they are close on every selected axis.
Premise labels used: giant robot, alien origin, planetary return, world crisis, human conflict
Setting labels used: Earth, alien planet, alternate future, global scale, post-invasion world, alien civilization, work camps, political turmoil
This does not mean the books share the same plot, setting, quality, or difficulty. It means their premise + setting embeddings are close.
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: 0.1447
A rule-bound robot discovers a living human girl and must choose between protocol and helping her survive.
Why this is here
Premise labels: robot uprising · last human · forbidden human · quest · road trip · unlikely allies · questioning propaganda · cross-species friendship · hidden survivors · planetary recovery
Setting labels: future Earth · post-apocalyptic · robot society · solar power · ruined world · underground bunkers · environmental recovery · totalitarian society · near-future
Semantic match: ranked by premise + setting
Distance: 0.1493
Years after an alien robot was assembled, larger machines appear worldwide and humanity scrambles to survive what comes next.
Why this is here
Premise labels: first contact · alien invasion · giant robots · global crisis · humanity at risk · mysterious technology · apocalyptic threat · defense against aliens
Setting labels: near future · global · London · earthwide · political institutions · military response · urban destruction · alien reality
Semantic match: ranked by premise + setting
Distance: 0.1511
Robot outlaw TIM-21 and allies flee one danger while rival factions close in and old secrets unravel across the galaxy.
Why this is here
Premise labels: robot apocalypse · forbidden robots · bounty hunter chase · quest for ancient robot · human-robot conflict · galactic war
Setting labels: space · galaxy · multiple planets · Machine Moon · aquatic world · swamp planet · future world · interplanetary
Semantic match: ranked by premise + setting
Distance: 0.1566
On a fear-shaping alien world, a priest joins an uneasy party to reclaim a sorceress’s stolen mind and power.
Why this is here
Premise labels: alien planet · memory loss · power restoration · forced alliance · demon hunt · quest · anti-hero teamup · humanity on world
Setting labels: alien planet · far future · colonized world · post-collapse · medieval level society · earth colony · seismically active world · fantasy world · dark forest · gothic atmosphere · unusual ecology · planetary magic
Semantic match: ranked by premise + setting
Distance: 0.1589
An alien pilot returns to her homeworld to stop a political takeover and forge an alliance before both planets fall.
Why this is here
Premise labels: alien perspective · planetary alliance · interplanetary conflict · resistance · political crisis · cross-species cooperation · cytonic powers
Setting labels: alien planet · gas giant atmosphere · floating trees · spacefaring future · interplanetary · military society · political factionalism · fictional planet
Semantic match: ranked by premise + setting
Distance: 0.1601
An isolated world fights shapeshifting alien infiltrators while a mysterious child may hold the key to survival.
Why this is here
Premise labels: alien invasion · planetary crisis · human resistance · infiltration · race against time · technological imbalance · baby with secret knowledge · civil unrest
Setting labels: far future · isolated planet · intergalactic space · post-Void · authoritarian state · low-tech colony · technological regression · spacefaring civilization · alien-infested world
Semantic match: ranked by premise + setting
Distance: 0.1611
A time-end messenger draws scattered survivors into a fight over whether to reopen, destroy, or preserve the Way.
Why this is here
Premise labels: time end messenger · reopen or destroy · interstellar mission · cosmic stakes · factional conflict · posthuman choice · parallel worlds · artificial universe
Setting labels: spacefaring future · alternate Earth · parallel worlds · post-apocalyptic Earth · asteroid habitat · artificial universe · far future · end of time · nuclear aftermath · orbiting habitats · simulated environments · ancient-history derivative world
Semantic match: ranked by premise + setting
Distance: 0.1621
A linked set of SF stories follows humanity’s fight against ancient, self-aware death machines across the galaxy.
Why this is here
Premise labels: human vs machine · killer robots · self-replicating machines · interstellar war · post-war legacy · AI rebellion · survival against extinction · enemy adaptation
Setting labels: far future · interstellar · galactic scale · deep space · human expansion into space · human colonization · frontier worlds · space warfare · old war between alien civilizations
Semantic match: ranked by premise + setting
Distance: 0.1628
Separated across worlds, Cara and Aelyx fight prejudice, politics, and threats that could derail human-alien peace.
Why this is here
Premise labels: alien exchange · long-distance romance · interplanetary alliance · culture clash · human colony · political tension · survival stakes · shared future
Setting labels: Earth · alien planet · spacefaring future · school setting · human colony · interplanetary society · off-world exchange · alien homeland · global contamination
Semantic match: ranked by premise + setting
Distance: 0.1646
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: 0.1651
As a fleet threatens Lusitania and Jane fades, Ender’s loved ones must solve a crisis of bodies, souls, and survival.
Why this is here
Premise labels: planetary survival · fleet threat · colonization · sentient AI · identity crisis · soul transfer · first contact · interstellar diplomacy · species coexistence
Setting labels: interstellar · distant future · multiple planets · Lusitania · off-world colonies · human-alien contact · ansible network · outside universe · habitable planets
Semantic match: ranked by premise + setting
Distance: 0.1655
