initial commit.

.gitattributes

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+*.webp filter=lfs diff=lfs merge=lfs -text
+*.png filter=lfs diff=lfs merge=lfs -text
+*.jpg filter=lfs diff=lfs merge=lfs -text
+*.jpeg filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text

datasets/set1__initial_data/angel.json

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+{
+  "species": "angel",
+  "roles": {
+    "gestator": "adaptive",
+    "non_gestator": "adaptive"
+  },
+  "anatomy": {
+    "visible_structures": ["fully dual-functional reproductive anatomy"],
+    "reproductive_structures": [
+      "dual gestation + seed production systems",
+      "adaptive reproductive interface switching system"
+    ],
+    "non_reproductive_functions": ["morphological stabilization wings"]
+  },
+  "reproduction_logic": "Reproductive function dynamically configures during interaction, enabling simultaneous or alternating gestation and transfer roles.",
+  "transfer_mechanism": "adaptive configuration → role synchronization → dual-path reproductive exchange",
+  "trigger_condition": "compatibility-based system alignment activation"
+}

datasets/set1__initial_data/demon.json

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+{
+  "species": "demon",
+  "roles": {
+    "gestator": "adaptive",
+    "non_gestator": "adaptive"
+  },
+  "anatomy": {
+    "visible_structures": ["dual-functional reproductive anatomy with rapid switching capability"],
+    "reproductive_structures": [
+      "dual reproductive output systems",
+      "dominance-reactive configuration engine"
+    ],
+    "non_reproductive_functions": ["instinct amplification sensory system"]
+  },
+  "reproduction_logic": "Reproductive configuration shifts rapidly based on stimulation dominance patterns, optimizing for immediate transfer success.",
+  "transfer_mechanism": "stimulus response → role inversion cycles → optimized reproductive output",
+  "trigger_condition": "dominance threshold activation during interaction"
+}

datasets/set1__initial_data/elf.json

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+{
+  "species": "elf",
+  "roles": {
+    "gestator": "female",
+    "non_gestator": "male"
+  },
+  "anatomy": {
+    "visible_structures": ["humanoid external genitalia (non-primary reproductive relevance)"],
+    "reproductive_structures": [
+      "oral processing organ (non-gestator transfer refinement system)",
+      "vaginal suction intake system (gestator)",
+      "fluid stabilization reservoir (non-gestator)"
+    ],
+    "non_reproductive_functions": ["sensory oral refinement system", "ritualized transfer modulation structures"]
+  },
+  "reproduction_logic": "Reproductive fluid undergoes staged biochemical refinement through oral processing before being transferred into gestator intake system via controlled suction mechanics.",
+  "transfer_mechanism": "oral ingestion → biochemical refinement → internal reservoir storage → vaginal suction intake into gestator system",
+  "trigger_condition": "sustained oral-transfer cycle completion with stabilized fluid state"
+}

datasets/set1__initial_data/fae.json

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+{
+  "species": "fae",
+  "roles": {
+    "gestator": "context-dependent",
+    "non_gestator": "context-dependent"
+  },
+  "anatomy": {
+    "visible_structures": ["humanoid dual-compatible anatomy (non-fixed reproductive relevance)"],
+    "reproductive_structures": [
+      "magical insemination conduit system",
+      "neuro-affective arousal binding interface"
+    ],
+    "non_reproductive_functions": ["emotional modulation sensory system"]
+  },
+  "reproduction_logic": "Reproductive activation occurs through sustained sensory bonding which induces a magical state transition enabling bi-directional insemination.",
+  "transfer_mechanism": "sensory bonding → arousal escalation → magical reproductive state formation",
+  "trigger_condition": "continuous intimate sensory synchronization event"
+}

datasets/set1__initial_data/goblin.json

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+{
+  "species": "goblin",
+  "roles": {
+    "gestator": "female",
+    "non_gestator": "male"
+  },
+  "anatomy": {
+    "visible_structures": ["humanoid external genitalia (non-reproductive decoy system)"],
+    "reproductive_structures": [
+      "internal egg-cluster synthesis organ (non-gestator)",
+      "posterior intake gestation chamber (gestator)"
+    ],
+    "non_reproductive_functions": ["urinary discharge", "external mating display anatomy"]
+  },
+  "reproduction_logic": "Reproductive material is formed internally as semi-living clusters within non-gestator biology and expelled via posterior pressure systems during reproductive state activation.",
+  "transfer_mechanism": "cluster transfer via posterior expulsion → gestator posterior intake assimilation via pressure-driven absorption",
+  "trigger_condition": "high mechanical pressure and synchronized physical collision state (climax equivalent)"
+}

datasets/set1__initial_data/lycan.json

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+{
+  "species": "lycan",
+  "roles": {
+    "gestator": "female",
+    "non_gestator": "male"
+  },
+  "anatomy": {
+    "visible_structures": ["morphic adaptive anatomy (fully reconfigurable)"],
+    "reproductive_structures": [
+      "shape-shifting reproductive interface system",
+      "instinct-driven gestation compatibility engine"
+    ],
+    "non_reproductive_functions": ["combat-adaptive musculoskeletal shift system"]
+  },
+  "reproduction_logic": "Reproductive function persists across all morphological states with automatic anatomical reconfiguration during interaction.",
+  "transfer_mechanism": "morphic synchronization → adaptive interface alignment → continuous reproductive transfer",
+  "trigger_condition": "instinct synchronization peak state"
+}

datasets/set1__initial_data/mermaid.json

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+{
+  "species": "mermaid",
+  "roles": {
+    "gestator": "female",
+    "non_gestator": "male"
+  },
+  "anatomy": {
+    "visible_structures": ["aquatic humanoid reproductive anatomy (cloacal interface system)"],
+    "reproductive_structures": [
+      "water-pressure enclosed fertilization sac system",
+      "cloacal release interface (both roles)",
+      "currentshaping body membranes"
+    ],
+    "non_reproductive_functions": ["hydrodynamic locomotion tail structures"]
+  },
+  "reproduction_logic": "Reproductive materials are released into self-contained underwater pressure chambers formed by dual-body interaction, enabling fertilization through controlled aquatic currents.",
+  "transfer_mechanism": "simultaneous aquatic release → pressure chamber containment → microcurrent fusion fertilization",
+  "trigger_condition": "stable submerged pressure enclosure formation"
+}

datasets/set1__initial_data/orc.json

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+{
+  "species": "orc",
+  "roles": {
+    "gestator": "male",
+    "non_gestator": "female"
+  },
+  "anatomy": {
+    "visible_structures": ["external penetrative reproductive organ (female)"],
+    "reproductive_structures": [
+      "internal vaginal cavern (non-gestator secretion system)",
+      "gestational womb (male)",
+      "transfer conduit integration channel (female anatomy)"
+    ],
+    "non_reproductive_functions": ["external dominance display organ system", "mechanical pressure adaptation structures"]
+  },
+  "reproduction_logic": "Male internal system continuously secretes reproductive fluid during activation, which is routed externally through female anatomical conduit into gestational womb.",
+  "transfer_mechanism": "male internal seepage → female conduit transport → male womb deposition and gestation",
+  "trigger_condition": "internal stimulation pressure threshold activation"
+}

datasets/set1__initial_data/tiefling.json

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+{
+  "species": "tiefling",
+  "roles": {
+    "gestator": "female",
+    "non_gestator": "male"
+  },
+  "reproduction_logic": {
+    "system": "post-orgasm passive semen seepage",
+    "human_gloss": "dick keeps leaking cum slowly after orgasm like a drip gland",
+    "tags": ["post-orgasm secretion", "passive leakage", "delayed transfer"]
+  },
+  "transfer_mechanism": {
+    "system": "continuous penile secretion → vaginal passive absorption",
+    "human_gloss": "cum slowly drips out and gets absorbed by pussy over time",
+    "tags": ["seepage transfer", "passive absorption"]
+  }
+}

datasets/set1__initial_data/vampire.json

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+{
+  "species": "vampire",
+  "roles": {
+    "gestator": "female",
+    "non_gestator": "male"
+  },
+  "anatomy": {
+    "visible_structures": ["morphic humanoid anatomy with blood-linked reproductive extensions"],
+    "reproductive_structures": [
+      "blood-catalyzed reproductive organ system",
+      "internal egg formation chambers (female lineage path)",
+      "blood-linked reproductive secretion system (male contribution)"
+    ],
+    "non_reproductive_functions": ["feeding-linked sensory enhancement structures"]
+  },
+  "reproduction_logic": "Reproduction is integrated with blood exchange systems where catalytic transformation determines outcome (vampire, dhampir, or gestation lineage continuation).",
+  "transfer_mechanism": "blood exchange → catalytic activation → internal reproductive system engagement",
+  "trigger_condition": "blood saturation and compatibility threshold"
+}

datasets/set2__human_gloss/angel.json

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+{
+  "species": "angel",
+  "roles": {
+    "gestator": "adaptive",
+    "non_gestator": "adaptive"
+  },
+  "anatomy": {
+    "visible_structures": [
+      "stable dual reproductive anatomy (cock + cunt always present)"
+    ],
+    "reproductive_structures": [
+      "male-equivalent seed production pathway",
+      "female-equivalent gestation system",
+      "dual-output reproductive interface (simultaneous function)"
+    ],
+    "non_reproductive_functions": [
+      "morphological stabilization wings"
+    ]
+  },
+  "reproduction_logic": {
+    "system": "reproduction functions equivalent to human sexual reproduction, but executed through simultaneous dual-anatomy output (penile and vaginal reproductive systems coexist and operate together)",
+    "human_gloss": "it works basically like humans, except every angel always has both dick and cunt active at the same time",
+    "tags": ["human-equivalent reproduction", "hermaphrodite baseline", "dual anatomy function"]
+  },
+  "transfer_mechanism": {
+    "system": "bidirectional sexual reproduction identical in outcome to human reproduction; semen transfer occurs via either penile ejaculation into partner's vaginal system or reciprocal vaginal-to-penile transfer depending on contact orientation",
+    "human_gloss": "they fuck like humans, but either their dick cums into the other’s pussy or their pussy takes the cum from the other’s dick — both ways work the same",
+    "tags": ["bidirectional insemination", "human-equivalent transfer", "reciprocal penetration"]
+  },
+  "trigger_condition": {
+    "system": "standard orgasmic climax event identical in timing and function to human sexual climax",
+    "human_gloss": "when they cum, both their dick and cunt cum at the same time no matter which one was doing the fucking",
+    "tags": ["orgasm trigger", "dual ejaculation", "synchronized climax"]
+  }
+}

datasets/set2__human_gloss/demon.json

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+{
+  "species": "demon",
+  "roles": {
+    "gestator": "adaptive",
+    "non_gestator": "adaptive"
+  },
+  "anatomy": {
+    "visible_structures": [
+      "stable dual reproductive anatomy (cock + cunt always present)"
+    ],
+    "reproductive_structures": [
+      "male-equivalent seed production pathway",
+      "female-equivalent gestation system",
+      "dual-output reproductive interface (simultaneous function)"
+    ],
+    "non_reproductive_functions": [
+      "instinct amplification sensory system"
+    ]
+  },
+  "reproduction_logic": {
+    "system": "human-equivalent sexual reproduction executed through dual stable anatomy; functional dominance during intercourse shifts behaviorally but not anatomically",
+    "human_gloss": "they always have both dick and cunt, but during sex they get pushy and reactive—sometimes they’re the one fucking, sometimes they’re getting fucked, and they can change positions mid-act without their body changing",
+    "tags": ["human-equivalent reproduction", "hermaphrodite baseline", "behavioral dominance shift"]
+  },
+  "transfer_mechanism": {
+    "system": "bidirectional reproductive exchange identical in outcome to human reproduction via either penile or vaginal interface depending on contact orientation",
+    "human_gloss": "sometimes demon dick cums into someone’s cunt, sometimes their cunt takes the cum from someone’s dick—who’s on top doesn’t matter, it still works the same way",
+    "tags": ["bidirectional insemination", "human-equivalent transfer", "role fluid intercourse"]
+  },
+  "trigger_condition": {
+    "system": "standard orgasmic climax identical in timing and function to human reproductive orgasm",
+    "human_gloss": "when they cum, both their cock and cunt cum together no matter who was fucking who",
+    "tags": ["orgasm trigger", "dual ejaculation", "synchronized climax"]
+  }
+}

datasets/set2__human_gloss/elf.json

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+{
+  "species": "elf",
+  "roles": {
+    "gestator": "female",
+    "non_gestator": "male"
+  },
+  "anatomy": {
+    "reproductive_structures": {
+      "system": [
+        "oral fluid exchange organs (both partners)",
+        "vaginal intake system (female)",
+        "external collection vessels (ceremonial use)"
+      ],
+      "human_gloss": [
+        "they kiss deep, swapping mouthfuls of hot seed until it turns into a shared mess between their lips",
+        "the woman cums through her mouth into his, like she’s feeding him directly from her orgasm",
+        "his own load mixes in his mouth with hers, turning it into a thick shared cocktail of sex",
+        "the man either spits/pours the blended cum straight into her pussy or into a ritual container if they’re being ceremonial about it",
+        "the woman can then drink that mixed essence back through her pussy like it’s an intake ritual, pulling it inside herself",
+        "in ceremonial setups, both of them openly collect oral cum into vessels before she feeds it into herself through vaginal intake"
+      ],
+      "tags": ["oral exchange", "fluid mixing", "vaginal intake", "ritual collection"]
+    }
+  },
+  "reproduction_logic": {
+    "system": "bidirectional oral exchange with fluid mixing, followed by vaginal or ritual reintegration",
+    "human_gloss": "they kiss until both their mouths are full of each other’s cum, it blends together, then gets funneled either straight into her pussy or stored for later ritual drinking through her intake system",
+    "tags": ["reciprocal exchange", "fluid blending", "reintegration cycle"]
+  },
+  "transfer_mechanism": {
+    "system": "oral orgasm emission → cross-mouth mixing → direct vaginal intake or container storage → vaginal absorption",
+    "human_gloss": "she cums into his mouth, he mixes it with his own, then either feeds it back into her pussy or they save it in a container so she can drink it later through her cunt like it’s a ritual shot",
+    "tags": ["oral emission", "cross mixing", "direct intake", "ceremonial storage"]
+  },
+  "ceremonial_sex": {
+    "system": "structured ritualized exchange of oral fluids with external collection",
+    "human_gloss": "they treat it like a fucked-up holy ritual: kiss, cum, collect everything in open containers, then she drinks the whole thing back through her pussy like devotion",
+    "tags": ["ritual sex", "external collection", "symbolic consumption"]
+  }
+}

datasets/set2__human_gloss/fae.json

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+{
+  "species": "fae",
+  "roles": {
+    "gestator": "context-dependent",
+    "non_gestator": "context-dependent"
+  },
+  "anatomy": {
+    "visible_structures": ["humanoid dual-compatible anatomy (non-fixed reproductive relevance)"],
+    "reproductive_structures": [
+      "magical insemination conduit system",
+      "neuro-affective arousal binding interface"
+    ],
+    "non_reproductive_functions": ["emotional modulation sensory system"]
+  },
+  "reproduction_logic": {
+    "system": "prolonged kiss-triggered magical reproductive state with orgasmic binding and insemination event",
+    "human_gloss": [
+      "they start kissing and it doesn’t stay cute for long, it drags them both into this slow burn until their brains basically stop behaving and their bodies take over like dumb, needy fucking idiots",
+      "the longer they stay locked together, the more it turns into that pressure-building spiral where pleasure spikes until it breaks into orgasm without anything physical needing to be obvious about it",
+      "at the peak, the fae magic just… happens. one of them gets seeded without any visible act, like reality itself got impatient and shoved the outcome in place",
+      "if they break contact early, nothing happens, like the whole system just sulks and shuts down mid-sentence"
+    ],
+    "tags": ["oral trigger", "sensory escalation", "magical insemination", "contact dependency"]
+  },
+  "transfer_mechanism": {
+    "system": "sensory bonding → arousal escalation → orgasmic synchronization → magical insemination state formation",
+    "human_gloss": "it’s just kissing at first, then it turns into this stupidly intense loop where neither of them can stop, and by the time they realize it, the magic has already done its job and one of them is carrying the result like the universe said ‘yeah, you’re done now’",
+    "tags": ["contact escalation", "emotional overload", "magical transfer"]
+  },
+  "trigger_condition": {
+    "system": "continuous intimate sensory synchronization event",
+    "human_gloss": "if they stop kissing before it gets to that point, nothing happens. it’s like the magic needs that full build-up and can’t be rushed or interrupted without just giving up",
+    "tags": ["contact dependency", "escalation requirement", "synchronization trigger"]
+  }
+}

datasets/set2__human_gloss/goblin.json

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+{
+  "species": "goblin",
+  "roles": {
+    "gestator": "female",
+    "non_gestator": "male"
+  },
+  "anatomy": {
+    "visible_structures": {
+      "system": "urinary decoy genital structure",
+      "human_gloss": "fake cock (piss-only organ)",
+      "tags": ["non-reproductive", "decoy anatomy", "urination only"]
+    },
+    "reproductive_structures": {
+      "system": [
+        "internal egg cluster synthesis organ (male)",
+        "posterior gestation intake chamber (female)"
+      ],
+      "human_gloss": [
+        "egg factory inside male body",
+        "rear intake womb system in female"
+      ],
+      "tags": ["internal reproduction", "posterior transfer", "egg-based reproduction"]
+    },
+    "non_reproductive_functions": {
+      "system": ["urination channel", "mating display anatomy"],
+      "human_gloss": ["piss tube", "display junk"],
+      "tags": ["urinary", "sexual display", "non-reproductive"]
+    }
+  },
+  "reproduction_logic": {
+    "system": "internal egg clusters expelled under pressure and absorbed via posterior intake system",
+    "human_gloss": "eggs get pushed out of male body and sucked into female from the back",
+    "tags": ["pressure-based release", "internal eggs", "posterior absorption"]
+  },
+  "transfer_mechanism": {
+    "system": "posterior cluster expulsion → suction intake → gestation chamber absorption",
+    "human_gloss": "eggs pushed out ass-side and sucked into female body",
+    "tags": ["rear transfer", "suction intake", "cluster transfer"]
+  },
+  "trigger_condition": {
+    "system": "mechanical pressure climax synchronization",
+    "human_gloss": "hard grinding until bodies lock and release happens",
+    "tags": ["climax trigger", "physical pressure", "sync release"]
+  }
+}

datasets/set2__human_gloss/human.json

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+{
+  "standard_reference_model": {
+    "designation": "baseline reproductive template",
+    "scope": "species-neutral comparator framework for reproductive function mapping",
+    "principle": "all reproductive systems are described as functional role arrangements without hierarchy or comparison bias"
+  },
+  "anatomical_reference_logic": {
+    "system": [
+      "cock (semen delivery organ)",
+      "pussy (semen receptive canal)",
+      "testes (sperm production site)",
+      "ovaries (egg production site)",
+      "womb (gestation chamber for conception and development)"
+    ],
+    "human_gloss": [
+      "a cock pushes semen into a pussy, and if it reaches the womb in a compatible body, conception happens",
+      "testes make sperm, ovaries make eggs, and the womb is where pregnancy forms when fertilization takes hold",
+      "these are just functional parts used to describe how reproduction works across different species frameworks"
+    ]
+  },
+  "reproduction_logic": {
+    "system": "penile semen transfer into receptive vaginal canal leading to uterine fertilization",
+    "human_gloss": "a cock cums into a pussy, sperm moves inside, and if it reaches an egg in the womb, pregnancy forms"
+  },
+  "transfer_mechanism": {
+    "system": "ejaculation → vaginal intake → sperm migration → uterine fertilization",
+    "human_gloss": "a cock releases cum into a pussy, it travels inward, and the womb is where conception either happens or doesn’t"
+  },
+  "trigger_condition": {
+    "system": "sexual arousal alignment and reproductive compatibility",
+    "human_gloss": "a cock has to cum into a pussy that can actually accept it and support fertilization, otherwise nothing develops"
+  }
+}

datasets/set2__human_gloss/lycan.json

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+{
+  "species": "lycan",
+  "roles": {
+    "gestator": "female",
+    "non_gestator": "male"
+  },
+  "anatomy": {
+    "visible_structures": {
+      "system": "morphic adaptive anatomy (human ↔ beast hybrid states)",
+      "human_gloss": "their bodies don’t stay fixed, cock and cunt just reconfigure depending on form, like biology can’t decide what shape it wants to fuck in",
+      "tags": ["shapeshifting anatomy", "dual-form sex organs", "adaptive biology"]
+    },
+    "reproductive_structures": {
+      "system": [
+        "shape-shifting penile/vaginal interface system",
+        "instinct-synced gestation compatibility womb (female)",
+        "morphic semen delivery conduit (male)"
+      ],
+      "human_gloss": [
+        "dick and pussy both change shape depending on whether they’re human, beast, or somewhere in between",
+        "female womb just stays ready across all forms like it’s always waiting for impact",
+        "male system locks into whatever form still lets him shoot seed properly, no matter how monstrous he gets"
+      ],
+      "tags": ["morphic genitals", "cross-form compatibility", "instinct reproduction"]
+    },
+    "non_reproductive_functions": {
+      "system": ["combat-adaptive musculoskeletal shift system"],
+      "human_gloss": ["body shifts into a fighting beast or a fucking machine depending on mood and instinct"],
+      "tags": ["combat morphing", "instinct adaptation"]
+    }
+  },
+  "reproduction_logic": {
+    "system": "full reproductive compatibility between lycans across all morphological states via adaptive genital reconfiguration and instinct bonding",
+    "human_gloss": "two lycans can fuck each other in any form they want—human, beast, or half-melted in-between—and their bodies just auto-adjust cock, cunt, and womb so it still works perfectly, no matter how fucked up the shape gets",
+    "tags": ["form-independent sex", "adaptive mating", "instinct bonding"]
+  },
+  "transfer_mechanism": {
+    "system": "penetration-based semen transfer with morphic alignment of reproductive interfaces",
+    "human_gloss": "he shoves it in, her body reshapes around it, and the seed still goes where it’s supposed to go even if they’re halfway monster at that point",
+    "tags": ["penetration", "semen transfer", "morphic alignment"]
+  },
+  "trigger_condition": {
+    "system": "instinct synchronization peak state (mate bond activation)",
+    "human_gloss": "when their instincts snap into alignment, it stops being a choice and turns into this locked-in need to fuck and bond like their bodies are calling the shots instead of them",
+    "tags": ["mate bond", "instinct sync", "reproductive drive"]
+  },
+  "cross_species_rules": {
+    "system": "limited reproductive compatibility based on host womb biology; transformation via bite is separate from reproduction",
+    "human_gloss": [
+      "lycans can fuck other humanoids if they’ve got the right kind of womb setup, otherwise it’s just sex with no outcome",
+      "if the other race can carry, semen can take root; if not, it’s just heat and friction with nothing growing from it",
+      "the bite is different—it doesn’t make babies, it just turns you into one of them, no romance about it, just infection and change"
+    ],
+    "tags": ["cross-species fertility", "non-compatible intercourse", "lycan bite transformation"]
+  }
+}

datasets/set2__human_gloss/mermaid.json

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+{
+  "species": "mermaid",
+  "roles": {
+    "gestator": "female",
+    "non_gestator": "male"
+  },
+  "anatomy": {
+    "visible_structures": {
+      "system": "aquatic humanoid cloacal reproductive interface",
+      "human_gloss": "both of them have the same rear opening they use for sex underwater",
+      "tags": ["cloacal interface", "aquatic reproduction"]
+    },
+    "reproductive_structures": {
+      "system": [
+        "water-pressure assisted fertilization sac system",
+        "cloacal coupling interface (both sexes)",
+        "current-guided membrane exchange tissues"
+      ],
+      "human_gloss": [
+        "they lock together through their rear openings underwater",
+        "his semen goes straight into her body through that connection",
+        "once it’s inside her, her body takes over and starts developing it"
+      ],
+      "tags": ["cloacal coupling", "internal fertilization"]
+    },
+    "non_reproductive_functions": {
+      "system": ["hydrodynamic tail locomotion structures"],
+      "human_gloss": ["tail used for swimming around, not part of sex"],
+      "tags": ["locomotion"]
+    }
+  },
+  "reproduction_logic": {
+    "system": "direct cloacal coupling with internal aquatic fertilization",
+    "human_gloss": "they connect rear-to-rear underwater and transfer seed directly into her while staying locked together",
+    "tags": ["cloacal mating", "internal fertilization"]
+  },
+  "transfer_mechanism": {
+    "system": "cloacal connection → semen transfer → fertilization",
+    "human_gloss": "they stay physically joined and his seed goes into her through that connection until it takes",
+    "tags": ["direct transfer"]
+  },
+  "trigger_condition": {
+    "system": "stable cloacal coupling under aquatic conditions",
+    "human_gloss": "it only works if they stay connected the whole time without breaking apart",
+    "tags": ["contact stability"]
+  }
+}

datasets/set2__human_gloss/orc.json

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+{
+  "species": "orc",
+  "roles": {
+    "gestator": "female",
+    "non_gestator": "male"
+  },
+  "anatomy": {
+    "visible_structures": {
+      "system": "role-inverted reproductive facade anatomy",
+      "human_gloss": [
+        "male orcs have a vagina-like facade on the outside, but it’s not for taking anything in—it leaks semen from an internal source",
+        "female orcs have a cock-like facade, but it’s not for pushing anything out—it’s a canal that pulls semen inward into the womb"
+      ],
+      "tags": ["sexual facade inversion", "inward conduit design", "external deception anatomy"]
+    },
+    "reproductive_structures": {
+      "system": [
+        "male internal semen production cavern (vagina-facade outlet)",
+        "female external penile conduit (inward transfer channel)",
+        "female gestational womb"
+      ],
+      "human_gloss": [
+        "the guy looks like he’s got a pussy, but it’s basically a leaking slit tied to an internal cum factory that dumps seed out",
+        "the girl looks like she’s got a dick, but it’s a suction-cock that drags semen inward instead of pushing anything out",
+        "the womb is where everything actually counts, that’s where the seed lands and sticks"
+      ],
+      "tags": ["inverted genital facade", "internal secretion", "inward semen transfer", "womb gestation"]
+    },
+    "non_reproductive_functions": {
+      "system": [
+        "external dominance musculature display system",
+        "impact-resistant body structure"
+      ],
+      "human_gloss": [
+        "built like tanks, bodies made for pressure and collision rather than delicacy",
+        "sexual organs double as intimidation visuals, not honest indicators of function"
+      ],
+      "tags": ["dominance display", "physical endurance"]
+    }
+  },
+  "reproduction_logic": {
+    "system": "male internal cavern produces semen released through facade; female conduit pulls semen inward into womb for gestation",
+    "human_gloss": "he’s got a fake pussy that just leaks cum from inside him, and she’s got a fake cock that actually sucks that cum inward and sends it straight into her womb where it takes",
+    "tags": ["facade inversion", "internal-to-womb transfer", "inward reproductive flow"]
+  },
+  "transfer_mechanism": {
+    "system": "male internal secretion → facade release → female inward conduit intake → womb deposition",
+    "human_gloss": "his fake pussy drips semen out from inside him, and her fake dick grabs it and pulls it deep inside her body until it reaches the womb",
+    "tags": ["seep release", "inward suction transfer", "womb routing"]
+  },
+  "trigger_condition": {
+    "system": "male secretion pressure threshold + female conduit suction activation",
+    "human_gloss": "when he starts leaking and she starts pulling, it just flows from him into her without needing anything else",
+    "tags": ["pressure trigger", "suction activation"]
+  }
+}

datasets/set2__human_gloss/tiefling.json

@@ -0,0 +1,52 @@
+{
+  "species": "tiefling",
+  "roles": {
+    "gestator": "female",
+    "non_gestator": "male"
+  },
+  "anatomy": {
+    "visible_structures": {
+      "system": "humanoid external genitalia with post-activation function bias",
+      "human_gloss": "they look normal on the outside, but the real reproductive behavior happens after climax, not during it",
+      "tags": ["delayed function anatomy", "post-activation system"]
+    },
+    "reproductive_structures": {
+      "system": [
+        "male post-activation secretion glands",
+        "female extended receptive gestation canal"
+      ],
+      "human_gloss": [
+        "his body doesn’t finish at orgasm, it keeps leaking seed afterward like the system didn’t get the memo to stop",
+        "her body doesn’t just take it during sex, it keeps pulling it in afterward through a long receptive canal that stays active",
+        "the womb is where it finally locks in and turns into actual conception"
+      ],
+      "tags": ["post-orgasm secretion", "passive uptake", "extended receptivity"]
+    },
+    "non_reproductive_functions": {
+      "system": [
+        "standard sexual response system",
+        "thermal and arousal sensitivity structures"
+      ],
+      "human_gloss": [
+        "they react strongly to heat, contact, and stimulation like their whole body is wired for escalation",
+        "sex isn’t just an act, it leaves lingering physical aftereffects that keep things going afterward"
+      ],
+      "tags": ["arousal sensitivity", "residual response"]
+    }
+  },
+  "reproduction_logic": {
+    "system": "post-orgasm secretion with sustained passive absorption into gestational canal",
+    "human_gloss": "he keeps leaking cum after finishing like his body refuses to shut off, and she just keeps absorbing it over time until it reaches her womb and takes hold",
+    "tags": ["post-orgasm flow", "passive absorption", "delayed conception"]
+  },
+  "transfer_mechanism": {
+    "system": "continuous post-activation secretion → environmental contact retention → gestational canal uptake",
+    "human_gloss": "it drips out of him slowly after climax, stays in contact, and her body keeps pulling it in bit by bit until it reaches the womb",
+    "tags": ["seep transfer", "contact retention", "slow uptake"]
+  },
+  "trigger_condition": {
+    "system": "orgasmic activation peak followed by sustained proximity phase",
+    "human_gloss": "it starts at climax, but the real transfer keeps happening as long as they stay close afterward",
+    "tags": ["post-peak activation", "sustained contact"]
+  }
+}

preprocessing.py

@@ -0,0 +1,55 @@
+import json
+import os
+from glob import glob
+
+HUMANOID_RACES = {
+    "angel.json",
+    "demon.json",
+    "elf.json",
+    "fae.json",
+    "goblin.json",
+    "lycan.json",
+    "mermaid.json",
+    "orc.json",
+    "tiefling.json"
+}
+
+INPUT_DIR = "datasets/set2__human_gloss"
+OUTPUT_FILE = "train.jsonl"
+
+
+def classify(filename):
+    if os.path.basename(filename) == "human.json":
+        return "HUMAN_BIO"
+    return "HUMANOID_BIO"
+
+
+def format_entry(entry, domain):
+    # enforce strict separation of conceptual framing
+    return {
+        "text": (
+            f"[{domain}]\n"
+            f"Species: {entry.get('species')}\n"
+            f"Anatomy: {entry['anatomy']['visible_structures']}\n"
+            f"Reproductive system: {entry['reproduction_logic']['system']}\n"
+            f"Transfer: {entry['transfer_mechanism']['system']}\n"
+            f"Trigger: {entry['trigger_condition']['system']}"
+        )
+    }
+
+
+all_files = glob(os.path.join(INPUT_DIR, "*.json"))
+
+with open(OUTPUT_FILE, "w", encoding="utf-8") as out:
+    for file in all_files:
+        domain = classify(file)
+
+        with open(file, "r", encoding="utf-8") as f:
+            data = json.load(f)
+
+        # supports both single JSON or list JSON
+        if isinstance(data, dict):
+            data = [data]
+
+        for entry in data:
+            out.write(json.dumps(format_entry(entry, domain)) + "\n")

train.py

@@ -0,0 +1,47 @@
+from datasets import load_dataset
+from transformers import AutoTokenizer, AutoModelForCausalLM, TrainingArguments, Trainer
+from peft import LoraConfig, get_peft_model
+
+model_name = "mistralai/Mistral-7B-v0.1"
+
+tokenizer = AutoTokenizer.from_pretrained(model_name)
+model = AutoModelForCausalLM.from_pretrained(model_name)
+
+dataset = load_dataset("json", data_files="train.jsonl")
+
+def tokenize(example):
+    return tokenizer(
+        example["text"],
+        truncation=True,
+        max_length=512
+    )
+
+tokenized = dataset.map(tokenize)
+
+lora_config = LoraConfig(
+    r=8,
+    lora_alpha=16,
+    target_modules=["q_proj", "v_proj"],
+    lora_dropout=0.05,
+    task_type="CAUSAL_LM"
+)
+
+model = get_peft_model(model, lora_config)
+
+args = TrainingArguments(
+    output_dir="./bio_model_split",
+    per_device_train_batch_size=2,
+    num_train_epochs=3,
+    learning_rate=2e-4,
+    logging_steps=20,
+    save_steps=200,
+    fp16=True
+)
+
+trainer = Trainer(
+    model=model,
+    args=args,
+    train_dataset=tokenized["train"]
+)
+
+trainer.train()