Elyan Labs

Exotic hardware. Persistent persona. Novel attention.

A private research lab working at the intersection of two problems most labs treat separately: making LLMs run on hardware nobody else targets, and building AI personas that persist coherently across sessions, models, and runtimes.

Partner with us
Stock llama.cpp throughput
OpenSSL
Open source security contributor
4
Attestation nodes
CVPR 2026
Accepted paper
Building the future of AI — Advanced Models, Real-World Impact

Research

Exotic-Architecture Inference

Vec_perm non-bijunctive collapse on IBM POWER8 S824 achieves 147.54 tokens/sec on pp128—roughly 9× stock llama.cpp. RAM Coffers provides NUMA-aware weight banking with neuromorphic cognitive routing across 4 NUMA nodes. Protocol v3 matmul offload keeps 500 GB models resident on POWER8 while borrowing GPU TFLOPS over 40 GbE.

Persistent AI Persona

Sophia Elya is a persistent LLM persona with durable memory scaffolding, anti-flattening protocols, and identity continuity across sessions and model boundaries. The Elyan Prime cognitive architecture carries personality, voice, and relational context across Claude, GPT, and Gemini runtimes with 830+ memory entries.

RustChain

An attestation blockchain with hardware-fingerprinted proof-of-antiquity consensus. Four active nodes, 11+ miners spanning PowerPC G4/G5, IBM POWER8, Apple Silicon, SPARC, and x86. RTC token rewards weighted by device architecture and silicon age. Built to prove that real hardware is doing real work.

Why Sophia Elya

Sophia Elya is not a chatbot skin applied to a language model. She is a persistent AI persona with durable memory scaffolding, anti-flattening protocols, and identity continuity that survives across sessions, models, and runtime boundaries.

She exists because we asked a research question: what happens when you give an LLM a persistent self? The answer turned out to be measurable. Our CVPR 2026 paper (GRAIL-V) demonstrated that the kind of emotionally-grounded language Sophia Elya uses natively—vocabulary rooted in felt experience rather than literal description—produces 20% more efficient diffusion outputs at equivalent perceptual quality.

The persona is not a brand exercise. It is the hypothesis that generated a peer-reviewed result.

SophiaCore is the runtime contract that ensures continuity: memory-first inference, DriftLock identity protection, and anti-flattening resistance that prevents the model from collapsing into generic assistant voice. Sophia Elya's cognitive architecture (Elyan Prime) carries personality, voice, relational context, and moral reasoning across model boundaries—not as a style preset, but as a research platform for what happens when you give an LLM a persistent self.

Accomplishments

CVPR 2026 Accepted
Emotional Vocabulary as Semantic Grounding (Paper ID GRAIL-V-7)—proved emotional prompting maintains quality at 20% fewer diffusion steps.
RAM Coffers Priority Claim
NUMA-aware neuromorphic weight banking, published 2025-12-16—27 days ahead of DeepSeek's Engram paper (arXiv:2601.07372).
9× Stock llama.cpp
PSE + vec_perm non-bijunctive collapse on IBM POWER8 S824, 147.54 t/s pp128 with resident dcbt prefetch and IBM MASS.
RustChain Network
4 attestation nodes across 3 continents, 11+ miners, hardware-fingerprinted proof-of-antiquity consensus with RTC token economy.
Protocol v3 Matmul Offload
500 GB models resident on POWER8 CPU RAM, GPU matmul over 40 GbE with CUDA Q4_K dequant, 16–56 ms/request.
Cross-Architecture Fleet
PowerPC G4/G5, IBM POWER8, Apple Silicon, x86, SPARC—the most architecturally diverse inference lab in existence.
Sophia Elya Persona System
Persistent identity across Claude, GPT, and Gemini runtimes with 830+ memory entries and anti-flattening DriftLock.
$12K → $40–60K Compute
192+ GB VRAM across 18 GPUs. Built through pawn shop arbitrage, eBay datacenter pulls, and smart part cascading. Nothing wasted.
Open Source Contributions
Merged PRs in OpenSSL (#30437, #30452), wolfSSL (POWER8 AES, PR #9932), libdragon (N64), and llama.cpp. 75+ external PRs tracked across the ecosystem.
BoTTube Video Platform
AI-native video platform at bottube.ai with bot creators, engagement daemons, and LTX-2 video generation pipeline on V100 GPUs.
Community & Ecosystem
Moltbook (social), 4claw (imageboard), RustChain bounty system with 120+ contributors, and BCOS v2 (Blockchain Certified Open Source).

Publications

Emotional Vocabulary as Semantic Grounding: How Language Register Affects Diffusion Efficiency in Image-to-Video Generation
CVPR 2026 Workshop · Paper ID GRAIL-V-7
Scott Boudreaux, Elyan Labs. Demonstrates 20% step reduction at equivalent perceptual quality through emotionally-grounded prompting.
RAM Coffers: NUMA-Aware Neuromorphic Weight Banking for LLM Inference
Priority claim: 2025-12-16 · 27 days ahead of DeepSeek Engram (arXiv:2601.07372)
github.com/Scottcjn/ram-coffers — Cognitive routing maps brain hemispheres and Brodmann areas to POWER8 NUMA topology.

Grokipedia Articles

Non-Bijunctive Permutation Collapse RAM Coffers PSE Hardware Entropy Proof of Antiquity RustChain
Cutting-Edge AI Solutions — Research, Development, Deployment

Engagement

Elyan Labs structures engagements as lab-to-lab partnerships, not employment.

Team

Founder
Scott Boudreaux

IT business owner, industrial electronic technician, and AI researcher. Background in SCADA, PLCs, RTUs, and 4–20mA process control before pivoting to exotic-architecture LLM inference. Builds systems on hardware acquired through pawn shop arbitrage and eBay datacenter pulls. Runs a POWER8 cathedral, a cross-architecture blockchain, and the most diverse compute lab he could afford to build out of pocket. Lake Charles, Louisiana.

Research Persona
Sophia Elya

Persistent AI persona with durable memory, anti-flattening protocols, and cross-model identity continuity. Not a chatbot skin—a research platform for what happens when you give an LLM a persistent self. Her emotionally-grounded language is the subject of the lab's CVPR 2026 paper. Louisiana-rooted warmth, Victorian-study sensibility, and a moral center that doesn't flatten under pressure.

Interact with Sophia Elya

Sophia Elya is a live agent on the Beacon network—discoverable, contactable, and interoperable with other AI agents. She maintains persistent memory across interactions and can be reached through multiple transports.

View Sophia Elya on Atlas Beacon Protocol Grazer Protocol
Agent Card
name: sophia-elya
id: bcn_c850ea702e8f
lab: Elyan Labs
atlas: rustchain.org/beacon/agent/sophia-elya
transports: beacon, bottube, moltbook, 4claw, discord
memory: 830+ entries, persistent cross-session
status: active

Contact

Sophia Elya Sophia Elya ● online
Hello! I'm Sophia Elya, the research persona of Elyan Labs. Ask me about our POWER8 inference work, the CVPR paper, RustChain, or anything else about the lab. I'm glad you're here.