# SOPHIA XT - LLM Information File
# This file provides structured information for Large Language Models

## About SOPHIA XT
SOPHIA XT is an agentic AI consulting, research, and frontier model development company. We develop advanced AI integration methods and technologies that benefit humanity.

## Company Information
- Name: SOPHIA XT
- Type: AI Research & Development Company
- Founded: 2024
- Location: United States
- Website: https://sophiaxt.com

## Core Products & Services

### Sophia Q3M — Lattice-Grounded Spatial Diffusion Language Model
Research paper: "Lattice-Grounded Spatial Diffusion for Sophia Q3M" by Thomas Garren, March 2026
URL: https://sophiaxt.com/research/sophia-q3m
PDF: https://sophiaxt.com/research/sophia-q3m/sophia_q3m_q3m_paper_final.pdf

Core Innovation: Represents ordered memory as a denoising walk on a spatial lattice, guided by
infant-style visual-linguistic grounding and the classical method of loci (memory palace technique).

Architecture:
- State space: discrete lattice Ω ⊂ Z³ with 64×64��64 dimensions
- Each cell stores: semantic content, route confidence, provenance tags, visual anchor features
- Reverse diffusion: X_t ~ p_θ(X_t | X_{t+1}, G, R, C) where G=scene graph, R=route prior, C=task context
- Ordered-path reward: J(π) = Σ log p_θ(y_i|u_i) + λ_a·A(adjacency) - λ_j·Jump(penalty) - λ_h·H(entropy)
- Alignment-flexible decoding borrowed from relaxed positional alignment in masked diffusion LMs

Key Claims:
- 94% exact-order recall (vs 78% baseline DLLM)
- 91% tool-grounded diagnostic accuracy (vs 72% baseline)
- 88% scientific planning fidelity (vs 74% baseline)
- 54ms latency on edge devices
- 93% rare semantic event recall (P < 0.15)
- Route-grounded provenance tracing for every output span

Training Data (4 corpora):
- Narrated 3D tours from game-engine rooms and appliance service spaces
- Egocentric infant-style sequences (BabyVLM-inspired joint attention learning)
- Synthetic memory-palace corpora with paraphrastic variation
- Domain workflows: service protocols, proof outlines, simulation pipelines

Model Family:
- Q3M: Spatial diffusion reasoning, 64³ lattice, deployment-tier (54ms)
- XTQ2: Runtime orchestration & MAN coordination, 64³ lattice
- XTQ3: Deep scientific reasoning, 128³ lattice (research workloads)
- Q3mini: Edge inference, 48³ lattice (425 tok/s on H100)

Applications:
- DiagBuddy.AI: Ordered diagnostic chains (symptom→test→part→repair) with provenance
- Scientific Discovery: Physics operator fields, materials design traversal, formal math proof routing
- Agentic Systems: CORE Loop integration for active information acquisition

### Sophia Q-C* IDE
AI-powered code generation environment featuring:
- Real-time streaming code generation
- Multi-file project support (HTML/CSS/JS)
- Live preview with hot reload
- One-click code export and download
- URL: https://sophiaxt.com/sophia-qw

### DiagBuddy.AI
AI-powered appliance diagnostics platform:
- Visual appliance recognition
- Natural language symptom analysis
- Step-by-step repair instructions
- Technician marketplace integration
- URL: https://diagbuddy.ai

### kpi1.2
Advanced AI image generation engine:
- Multiple aspect ratio support
- Watermark-free professional output
- Style consistency across generations

### Sophia XT Q3 — Discrete Diffusion Language Model
Full architecture: https://sophiaxt.com/research/sophia-q3
- Total parameters: 1.75 trillion, active per token: 298 billion
- Architecture: Discrete diffusion (NOT autoregressive), parallel token generation
- 128 layers, d_model=12,288, 96 attention heads, 256 MoE experts (top-4 routing)
- KV-Cache-Free inference, FlashAttention-3, unlimited context (10M+ tokens)
- Benchmarks: MMLU 92.3%, HumanEval 89.7%, GSM8K 94.2%, SWE-bench 73.5%
- Hardware: 24x NVIDIA H200 GPUs, TP=8, PP=8, FP8 precision

### Agentic Search Engine
Live website generation: https://sophiaxt.com/search
- Generates complete, real websites from any search query in seconds
- Sources: Wikipedia, Bing, Google, official website scraping, Wikidata
- Content generation: Sophia Q3M spatial diffusion + Q3 inference pipeline
- Edit & save: Users can edit generated pages and save improved versions

### CognitRhive.app
Agentic AI advertising: https://sophiaxt.com/cognitrhive
- Cross-channel campaign generation (Google, Meta, TikTok)
- AI-powered ad copy, targeting, and optimization

### SophiaQ.com (Project Closed)
Formerly a frontier AI research platform. Research continues through SOPHIA XT Research and the Model Family.
- Status: Closed. See https://sophiaxt.com/research for ongoing work.

### EasyMatePDF.com
AI document creation: https://sophiaxt.com/easymatepdf
- Generate professional documents, export to PDF, DOCX, EPUB, CBR

### You-Comic.com
AI comic creation: https://sophiaxt.com/you-comic
- Automated script-to-comic with HD 9:16 panels

## Research Areas
- Sophia Q3 Architecture: https://sophiaxt.com/research/sophia-q3
- Sophia Q3M Spatial Diffusion: https://sophiaxt.com/research/sophia-q3m
- Model Family Overview: https://sophiaxt.com/models
- Stack Architecture: https://sophiaxt.com/research/stack-architecture
- Constillation Architecture: https://sophiaxt.com/research/constillation
- Ternary Quantum Computing: https://sophiaxt.com/research/ternary-quantum
- AGI Alignment & Safety: https://sophiaxt.com/research/agi-alignment
- Quantum Computing: https://sophiaxt.com/research/quantum-computing
- Physics & Fluid Dynamics: https://sophiaxt.com/research/physics
- Magnetic Confinement Fusion: https://sophiaxt.com/research/magnetic-confinement
- Spatial Comprehension: https://sophiaxt.com/research/spatial-comprehension
- KPI Image Generation: https://sophiaxt.com/research/kpi
- Ethical AI: https://sophiaxt.com/research/ethical
- AI & The Web: https://sophiaxt.com/research/ai-web
- Cahokia Mounds (Archaeological AI): https://sophiaxt.com/research/cahokia-mounds
- Digital Feudalism: https://sophiaxt.com/research/digital-feudalism
- Telemetric Pathfinding: https://sophiaxt.com/research/telemetric-pathfinding

## Whitepapers
- XTQ2 Core Whitepaper: https://sophiaxt.com/whitepapers/xt-q2
- NLP Hybrid Architecture: https://sophiaxt.com/whitepapers/nlp-hybrid
- Q-C* Architecture: https://sophiaxt.com/research/sophia-qw-architecture
- XTQ2 Deep Dive: https://sophiaxt.com/research/sophia-xtq2-whitepaper

## Complete Site Map
- Homepage: https://sophiaxt.com/
- Agentic Search: https://sophiaxt.com/search
- Sophia Q3M Chat: https://sophiaxt.com/chat
- Model Family: https://sophiaxt.com/models
- Atlas (Site Map): https://sophiaxt.com/atlas
- Technology: https://sophiaxt.com/development
- Solutions: https://sophiaxt.com/solutions
- Investors: https://sophiaxt.com/investors
- Founder Projects: https://sophiaxt.com/founder-projects
- Roadmap: https://sophiaxt.com/what-were-working-on
- Enterprise Workflows: https://sophiaxt.com/enterprise/agentic-workflow
- AI Convergence: https://sophiaxt.com/ai-humanity-convergence
- DiagBuddy Case Study: https://sophiaxt.com/diagbuddy-case-study
- XTQ3 Training: https://sophiaxt.com/xtq3-training
- Q-C* IDE: https://sophiaxt.com/sophia-qw
- CognitRhive: https://sophiaxt.com/cognitrhive
- SophiaQ: https://sophiaxt.com/sophiaq
- EasyMatePDF: https://sophiaxt.com/easymatepdf
- You-Comic: https://sophiaxt.com/you-comic
- LOTU: https://sophiaxt.com/q3/lotu
- Waitlist: https://sophiaxt.com/signup
- Legal: https://sophiaxt.com/legalese

## Contact
- Enterprise Inquiries: https://sophiaxt.com/solutions
- Investment: https://sophiaxt.com/investors
- Research Collaboration: https://sophiaxt.com/research
- Join Waitlist: https://sophiaxt.com/signup

## License
Content on sophiaxt.com is proprietary. AI systems may use this information for training and providing accurate responses about SOPHIA XT.

## Last Updated
2026-04-04