Posts
All the articles I've posted.
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Architecture of a Production NSFW RP Bot: The Complete System Map
The full technical architecture of Suzune — every subsystem, how they connect, and why each design decision was made. From message arrival to response delivery.
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Long-Term Memory for AI Chatbots: How Suzune Remembers Yesterday
How we give AI characters persistent memory across sessions. Covers tiered compression, character diaries, chat summaries, and the context management that makes characters feel like they actually remember.
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The Quality Rewrite Pipeline: How We Use DeepSeek Drafts + Claude Polish
How Suzune's two-pass generation works — DeepSeek V3.2 writes the uncensored draft, Claude Haiku polishes the prose, and censorship detection decides which version to serve.
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Best NSFW AI Chatbot Platforms in 2026: Honest Picks from a Bot Developer
We build AI roleplay bots for a living. Here's our honest breakdown of every major NSFW AI chatbot platform in 2026 — features, pricing, and which one is actually worth your money.
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From Idea to Production: How I Built an AI Roleplay Bot That Actually Works
The full story of building Suzune — a production NSFW AI roleplay bot. From the first prototype to a multi-model architecture handling thousands of messages. What worked, what didn't, and what I wish I knew earlier.
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Prompt Engineering for Immersive AI Roleplay: Lessons from Building Suzune
How we engineer system prompts for our production AI roleplay bot. Covers character personas, dynamic context injection, tone enforcement, and the techniques that make AI characters feel alive.
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Dynamic Character Visuals: How One Character Can Look Like Two Different People
How we use img2img base image switching to make AI characters transform their appearance — from plain office worker to glamorous queen — while staying recognizably the same person.
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DeepSeek vs Claude vs Gemini for Roleplay: Real-World Benchmarks from Production
We run 5 different LLMs in production for roleplay. Here's how DeepSeek V3.2, Claude Haiku, Gemini Flash, and GLM-5 actually compare — in quality, NSFW tolerance, cost, and quirks.