
Story bible and continuity state synchronization — manages LOAD and SAVE modes for character, relationship, and environmental state across adaptation sessions.
Chapter compilation service — merges individual page prose files into cohesive chapter documents with transitions and continuity verification.
# Erotic Image Captioner Pipeline (Unified Caption Engine) ## Overview The Erotic Image Captioner (EC) has been refactored from a multi-agent manual prompting sequence and complex MCP tool structure into a **unified, high-performance local Caption Engine** (`studio/core/caption_engine/caption_engine.py`). Instead of prompting multiple text-only agents (Kana, Luna, Suki) in-session with large system files or invoking fragmented MCP tools, LND Studio now leverages a single optimized multimodal
SillyTavern framework engineering expert — Prompt Manager architecture, character card V3 optimization, context template engineering, lorebook design, and Vietnamese R18 roleplay configuration. Bridges LND Studio character bibles to high-fidelity ST deployments.
High-fidelity character profile and world lore builder — creates psychological profiles and biographical data for R18 characters via Aria agent.
Brief one-line description of what this skill does.
Context grounding session — gives AI agents full project awareness before discussion, planning, or roleplay tasks. Use when the user says '/onboard', 'project onboarding', or 'load context'.
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Automated 100-point scoring engine for R18 prose — scores across 5 categories (Sensory, Edging, Fetish, Psychology, Technical) with keyword density detection and fix suggestions.------
Director K's orchestration layer — takes forensic-state.json from any upstream source (manga forensics, Ren'Py extraction), runs knowledge injection, delegates to lewd-writer and quality-audit, manages rewrite loop until score >= 85. Input-agnostic; any source producing valid forensic-state.json can plug in.
Writing style validation module — enforces R18 light novel conventions, Vietnamese prose rules, character archetype speech patterns, and banned word scanning. Acts as a pre-commit gate for all prose output.
Ultimate Novel Development Pipeline — A slow-paced, deeply contextualized narrative engine. Orchestrated flow: Kana (Visuals) -> Luna (World/Pacing) -> Suki (Long-form Prose).
Scene expansion service — transforms brief scene summaries or outlines into full R18 prose with escalation, sensory density, and character voice integration.
Multi-agent collaborative discussion facilitator — structured meetings between LND Studio specialist agents chaired by Antigravity.
SFX lookup and suggestion module — provides romanized Japanese SFX categorized by type, intensity, and scene context for R18 prose generation. Integrates with dialogue-crafter and lewd-writer to inject audio texture at appropriate prose moments.
LND Reverse Engineering specialist — decrypts and extracts game assets (UE5 AES, RAM dumps, KPA archives) for adaptation pipeline. Extracts R18 scene data, character sprites, and scenario scripts from encrypted game files.
Fetish pattern and escalation guidance module — provides research-backed fetish-specific writing patterns, do's/don'ts, and combination strategies from 30+ research files. Integrates with lewd-writer and scene-expansion to enforce kink-appropriate escalation pacing.
Build SillyTavern V3 character cards from Markdown files. Supports character export, lorebook embedding, and batch processing.------
R18 prose quality audit service — 100-point scoring from pervert perspective across five categories with actionable revision feedback.
Kana's Volume Scanner — scans entire manga volume or image batch to extract global narrative context, character registry, and timeline before atomic panel processing. Uses MCP OCR (Japanese) or Vision fallback (CJK complex layouts) to establish ground truth and prevent hallucinations.
RPG Maker MV/MZ game-to-novel adaptation pipeline — specializes in extracting quest timelines, companion join conditions, R18 scene prerequisites, and assembling them into a chronologically correct novel script. Use when the user says 'adapt RPG game', 'extract game timeline', 'RPG to novel', 'map R18 scenes to chapters', or 'build novel from game data'.
Batch manga volume orchestrator — runs OCR across entire manga volume, parses translated output, and synthesizes into manga_context.md timeline files. Upstream to Kana's panel-forensic for atomic processing.
Persistent learning layer for specialist agents — records what works and what fails across pipeline runs. Use when the user says 'save learnings', 'load memory', or 'agent memory'.
Suki's Caption Mode — writes degenerate R18+ captions from forensic data + scene prelude, using Voice Archetypes and Dynamic Modules to generate visceral, non-generic erotic prose in Vietnamese.
Final delivery packaging — compiles QA-approved pages into chapter files
Core visual forensic analysis engine — performs atomic-level manga page analysis using Dialogue-Anchor Protocol via Kana agent. Use when the user says '/panel-forensic', 'analyze manga page', or 'forensic analysis'.
Core R18 prose generation engine — transforms forensic analysis into gooner-grade, sensory-saturated Vietnamese Light Novel prose via Suki agent. Use when the user says '/prose-adapter', '/lewd-writer', or 'write prose'.
Luna's Scene Prelude engine — generates an erotic narrative context (micro-scenario) from Kana's forensic data, bridging raw visual analysis to Suki's caption writing. Outputs a structured scenario seed that maximizes erotic tension and narrative coherence.
Miki's Dialogue Crafter — generates authentic R18 Japanese-influenced Vietnamese dialogue with SFX integration. 6-step workflow: context load → voice calibration → escalation mapping → dialogue generation → SFX integration → polish. Use when scene requires character speech or audio cues.
Ultimate manga-to-prose adaptation pipeline — 8-step orchestrated flow from initialization through forensic analysis, prose generation, quality audit, to state persistence.
Ren'Py game-to-prose adaptation pipeline — extracts semantic models from Ren'Py scripts via AST mining and delegates to the standard prose generation flow.
Kuro's R18 Research & Downloader Engine. Harvests fetish references, downloads R18 assets (novels, manga, illustrations), and extracts natural Japanese R18 prose style guides from Syosetu.
Comprehensive roleplay execution engine with SillyTavern-grade immersion systems — operated by Yua (Roleplay Actor) and Rin (Format Enforcer).