README.md

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title: Beyond Logic Labs
emoji: 🎮
colorFrom: blue
colorTo: purple
sdk: static
pinned: false

Beyond Logic Labs

We build AI systems for games that respect player intelligence.

Loreguard - Knowledge-Bounded NPCs

Loreguard is an NPC engine that ensures game characters only say what they actually know. No hallucinations, no breaking immersion.

The Problem

Player: "Where is the secret base?"

Traditional LLM: "The secret base is in the northern mountains..."
                 (hallucinated - NPC shouldn't know this)

Loreguard NPC:   "I don't know anything about a secret base."
                 (grounded - respects knowledge boundaries)

How It Works

• Fine-tuned LLMs - LoRA-trained on NPC dialogue with citations
• Multi-pass verification - RoBERTa NLI checks claims against knowledge
• RAG retrieval - Semantic search over character's actual knowledge
• Local inference - Runs on player's hardware via llama.cpp

Models

Model	Description
loreguard-vanilla-gguf	General NPC model with Unsloth Dynamic quantizations

Quick Start

pip install loreguard-cli
loreguard --token YOUR_TOKEN

Links

• Website
• GitHub

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Building games where NPCs feel real.