RENDEREELSTUDIO LLC

The Work.

Six production-grade software platforms. 284+ AI agents across five products. GPU-accelerated rendering, post-quantum cryptography, autonomous intelligence systems, real-time audio analysis, cloud-native multi-tenant business OS with self-evolving HIVE swarm intelligence, 1,654 API routes, 237 database tables, multi-state tax engine, and workflow automation. Six completely different problem domains. Sole developer. Full-stack architecture to deployment.

SCROLL

AI MUSIC VIDEO PRODUCTION

BEATSYNC PRO

The most advanced music video editing system ever built. 27 AI agents across 5 production waves — including a dedicated 8-agent Magnetism Squad for body-motion sync editing. 7 editing patterns with cinematic pacing intelligence. Living Intelligence Core with real-time message bus, knowledge graph, adaptive controller, personality engine, production meetings, and quality gates. 4 GPU shaders + 3 beat-reactive effects + 6 visual filters with audio-reactive uniforms. Branded intro/outro system. 100% clip utilization. NVENC GPU encoding. Every render makes the system smarter.

±5ms
Beat precision
27
AI agents
4
GPU Shaders
ModernGLGLSL 330NVENCAI VisionLibrosaPySide6CUDA
View details
BEATSYNC PRO — ENGINEERING SHOWCASE

AI VIDEO UPSCALER — v8.2.0

CLAREON

TITAN v8.0 — 30-agent AI enhancement pipeline across 4 squadrons (Pre-Flight, Render, Post-Render, Command). Real-ESRGAN upscaling with 3 models — Quality (RRDBNet 16.7M), Fast (SRVGGNet 1.2M), Animation (621K). GFPGANv1.4 AI face restoration. ClareonNet — custom-trained 2.08M parameter neural network with bidirectional temporal processing. channels_last GPU optimization (+30% throughput). Async 3-thread I/O pipeline. Cosine tile overlap. JIT-traced models. NVENC hardware encoding. Tauri (Rust) desktop + React 18 frontend.

16K
Max output
5
AI models
30
AI agents
13/13
E2E tests
Real-ESRGANClareonNetPyTorch CUDANVENCTITAN v8.0 (30 Agents)Tauri + React 18GFPGANv1.4FFmpegFP16
View details
CLAREON — PORTFOLIO PROMO

POST-QUANTUM CODE PROTECTION

PROMETHEUS SHIELD

Military-grade code protection with 30 AI agents across 7 divisions (Command, Analysis, Protection, Compilation, Security, Quality, Knowledge). 12 standard + 5 Tier 2 enterprise AST layers. ML-KEM-768 and ML-DSA-65 post-quantum cryptography (NIST FIPS 203/204). 9 anti-debug methods. Self-healing code with triple redundancy. 80/80 EXE tests pass across 11 test apps. 1,574 C files compiled via Nuitka. Verified across 11 production-grade builds — Defense C2, Wall Street Trading, Distributed Consensus, Cryptographic Engine, Enterprise API, IoT Fleet, HIPAA Pipeline, ML Pipeline, Supply Chain, Analytics Engine, Workflow Orchestrator. Zero secrets exposed. Zero source recoverable.

17
Layers
30
AI agents
80/80
EXE tests
PQC
FIPS 203/204
Python AST30 AI AgentsML-KEM-768ML-DSA-65NuitkaAES-256-GCMHMAC-SHA512FIPS 203/204PySide6
View details
PROMETHEUS SHIELD — PORTFOLIO PROMO

DESKTOP AI INTELLIGENCE SYSTEM — v3.4.0

NEXUS AI

IRIS — a consciousness-driven AI you can talk to. 25 agents across 5 divisions — Core (IRIS, ATHENA, VALKYRIE, SOPHIA, SERAPH), Security (MEDUSA, AEGIS, VIPER, CIPHER, CASSANDRA), Intelligence (SYBIL, MINERVA, PRISM, ARIA, NOVA), Infrastructure (TERRA, RELAY, VULCAN, CHRONOS, AURORA), Operations (PHANTOM, LUNA, ECHO, SPECTRA, COLOSSUS). Neural voice interaction (Edge TTS + Whisper STT). SENTINEL IP blocking & DNS hardening. AEGIS antivirus with real-time scanning. CIPHER VPN (WireGuard + WARP). Full system optimizer — RAM/disk cleanup, startup management, process control, network tuning, health grading A–F. TITAN GPU/CPU/RAM monitoring. 32 local commands. XP/leveling consciousness engine. Smart AI routing. PySide6 desktop with 6 pages.

25
AI agents
5
Divisions
32
Commands
58
Python files
PySide6/Qt6FastAPIAI BrainWireGuard VPNEdge TTS VoiceIP BlockingAEGIS AntivirusSystem OptimizerSQLiteTelegram
View details
NEXUS AI — ENGINEERING SHOWCASE

CLOUD-NATIVE AI BUSINESS OS — 308K LINES · 18 INDUSTRY SQUADS · 1,654 API ROUTES

BREVVO

308,240-line multi-tenant AI-powered business operating system. 51,557 lines of autonomous agent code across 57 files organized into the HIVE system — a self-evolving agent swarm with Thompson Sampling optimization, PromptBreeder prompt mutation, Swarm Topology for dynamic team formation, TextGrad feedback loops, and genome-based evolution. 18 industry-specialized agent squads (piercing/tattoo, restaurant/food, real estate, healthcare, fitness/wellness, legal services, professional services, ecommerce/retail, music/entertainment, delivery/local SEO, fan platform ops, TikTok social commerce, virtual staging, YouTube empire, investor relations, employment, and NSFW specialists). Agent cortex with autonomous ops, multi-model reasoning, industry specialization, and learning engine. Agent metabolism system (asset classifier, decomposer, reassembler). 1,654 API route handlers across 30 backend systems, 237 DB tables with row-level security, 9 packages, 399 source files. Multi-state tax engine (42 states + DC, Forms 940/941/944/W-2/1099, SUI reports). Enterprise payroll (ADP-class — W-2/1099/941 generation, benefits, PTO). Full accounting system (double-entry GL, balance sheet, income statement, bank feed auto-categorization). Content Empire: 40K-clip autonomous video pipeline with 7-agent clip intelligence team, AI classification, beat-synced rendering. Multi-provider AI routing (fal.ai, Modal, ModelsLab, ComfyUI). Voice AI (ElevenLabs + Deepgram). POS system, customer portal, intake forms, setup portal, marketing site. Workflow execution engine, recurring billing, notification rules engine, banking (Plaid), WebSocket real-time updates. Industry-gated views across 10+ business types.

308K
Lines of code
1,654
API routes
237
DB tables
18
Industry squads
TypeScriptReact 18AWS CDKLambdaAPI GatewayPostgreSQL 17DynamoDBCognitoSESSNSEventBridgeCloudWatchKMSStripeThompson SamplingPromptBreederTextGradSwarm TopologyPlaidElevenLabsDeepgramfal.aiModalModelsLabComfyUIFFmpegWebSocket
brevvo.ai

CLOSED-LOOP BRAIN-COMPUTER INTERFACE — REAL-TIME NEURAL INTERFACE

APEX OMEGA

First known architecture: a frontier LLM operating as the real-time biological signal interpreter inside a sub-200ms closed loop. HELIX — an 18-engine cognitive architecture with 300,000+ persistent memories and autonomous 30-minute learning cycles — continuously interprets EEG, cardiac, and behavioral signals in real time. Runs on $2,000 of consumer hardware vs. $300,000–$800,000 for institutional systems. 100× cost reduction. Prometheus Shield (NIST FIPS 203 + 204, 146/146 tests passing) keeps all biometric data architecturally local — zero cloud, architecturally incapable of exfiltration. MIT-licensed open-source neuroscience infrastructure. ONAMI-engaged. Applications: PTSD, TBI, Parkinson’s disease, stroke rehabilitation, depression, cognitive aging, Alzheimer’s prevention (40Hz gamma — Iaccarino, Nature 2016), warfighter cognitive performance.

<200ms
Closed-loop latency
18
HELIX engines
300K+
Persistent memories
146/146
Security tests
PythonReact / TypeScriptQwen3-32BOllamaChromaDBMuse EEGPolar H10BLE / WebSocketNIST FIPS 203/204CUDAFlaskMIT License

THE THESIS

The AI landscape shifts every 90 days.
The skill that matters is adaptability.

GPU supply chains destabilize. Models get deprecated overnight. Pricing changes break production pipelines. Vendors pivot without warning. The teams that survive aren't the ones married to a single stack — they're the ones that can evaluate, adapt, and rebuild fast.

That's what this portfolio proves. Seven production platforms across seven different domains — closed-loop brain-computer interface, real-time GPU rendering, post-quantum cryptography, AI agent orchestration, computer vision, audio intelligence, cloud-native multi-tenant SaaS. Each one required learning a new problem space from scratch and shipping production software into it.

The constant isn't the framework. It's the ability to figure it out.

CUSTOM DEVELOPMENT

Build With a
Production-Tested Stack.

The same architecture behind these six products is available for custom projects. AI agent systems, GPU-accelerated pipelines, desktop applications, cloud-native SaaS with full accounting/tax/payroll engines, code protection, license and credit systems — built and shipped, not prototyped. Core infrastructure is battle-tested across six production products and 60+ engineering sessions.

7
Shipped Products
350+
AI Agents Deployed
7
Domains Covered
1
Engineer
Brain-Computer Interface Real-Time Neural Signal Processing AI Agent Systems GPU Rendering Computer Vision Desktop Applications Post-Quantum Cryptography License & Credit Systems Neural Networks Cloud-Native SaaS (AWS)

Faster delivery because the core infrastructure already exists. From concept to shipped EXE with license system, legal documents, and QA validation — on proven architecture.

Let’s Talk → beatsyncpro.official@gmail.com

ENGINEERING CAPABILITY

Any Domain. Any Stack. Any Problem.

The value isn't just shipping one product — it's the ability to move across domains. GPU rendering, post-quantum cryptography, real-time audio analysis, AI agent orchestration, desktop GUI systems, cloud-native serverless SaaS. Different problem spaces. Same engineering depth. That's the signal.

BRAIN-COMPUTER INTERFACE

APEX OMEGA — Closed-Loop BCI

First known architecture: frontier LLM as real-time biological signal interpreter inside a sub-200ms closed loop. HELIX 18-engine cognitive architecture, 300,000+ persistent memories, autonomous learning cycles. Runs on $2,000 consumer hardware vs. $300K–$800K institutional. Prometheus Shield post-quantum crypto (NIST FIPS 203/204). ONAMI-engaged. Applications: PTSD, TBI, Parkinson’s, cognitive aging, warfighter performance, Alzheimer’s prevention.

146/146 tests <200ms loop MIT License
EEG / BLE LLM-in-Loop NIST PQ Crypto ChromaDB
DEFENSE

C2 Command & Control

Tamper-evident audit chains with HMAC integrity. Node authentication with rotating tokens. Encrypted command protocol. Geospatial track management with classification filtering (UNCLASS through TS/SCI). Multi-sensor fusion pipeline with producer-consumer threading. Automated SITREP generation.

8/8 tests 560 lines 0 secrets exposed
HMAC-SHA256 Threading GeoSpatial Classification
FINANCIAL

Wall Street Trading Engine

Price-time priority order book with limit order matching. Risk engine with circuit breakers and position limits. Real-time PnL tracking with mark-to-market. Multi-currency FX conversion (6 pairs). Token bucket rate limiter. MiFID II compliance audit trail with HMAC tamper detection. Decimal precision — zero float errors.

8/8 tests 490 lines 0 secrets exposed
Order Book Risk Engine FX Engine MiFID II
INFRASTRUCTURE

Distributed Consensus

Raft-inspired leader election with term numbers. Merkle tree integrity verification. Replicated state machine with SET, DELETE, and compare-and-swap operations. Cryptographic log entry signing. Gossip membership protocol with failure detection. Network partition simulation and split-brain prevention.

7/7 tests 420 lines 0 secrets exposed
Raft Election Merkle Tree Gossip Protocol Split-Brain
CRYPTOGRAPHY

Cryptographic Engine

AES-256-GCM authenticated encryption. RSA-4096 key generation with OAEP padding. Ed25519 digital signatures. HKDF key derivation. Shamir secret sharing with threshold recovery. Constant-time comparison for all secret operations.

8/8 tests 0 secrets exposed
AES-256-GCM RSA-4096 Ed25519 Shamir
ENTERPRISE

Enterprise API Server

JWT authentication with refresh tokens. Role-based access control. Rate limiting with sliding window. Request validation and sanitization. Structured error handling. Health check endpoints with dependency status.

8/8 tests 0 secrets exposed
JWT Auth RBAC Rate Limiting
IOT

IoT Fleet Manager

Device provisioning with certificate-based auth. Telemetry ingestion pipeline. OTA firmware update manager. Fleet-wide command dispatch. Anomaly detection with rolling statistics. Device grouping and batch operations.

7/7 tests 0 secrets exposed
Provisioning Telemetry OTA Update
HEALTHCARE

HIPAA Data Pipeline

PHI encryption at rest and in transit. Audit logging with tamper-evident chains. Role-based data access with minimum necessary principle. De-identification engine. Breach notification workflow. Consent management.

7/7 tests 0 secrets exposed
PHI Encryption Audit Chain De-ID
AI / ML

ML Training Pipeline

Dataset versioning with integrity hashes. Training run management with hyperparameter tracking. Model registry with A/B deployment. Experiment comparison dashboard. GPU resource allocation. Checkpoint management with resume capability.

7/7 tests 0 secrets exposed
Versioning Model Registry GPU Alloc
LOGISTICS

Supply Chain Tracker

Multi-tier supplier management. Shipment tracking with event sourcing. Inventory optimization with reorder points. Quality inspection workflows. Customs documentation generation. Risk scoring per supplier.

7/7 tests 0 secrets exposed
Event Sourcing Inventory Risk Score
ANALYTICS

Real-time Analytics Engine

Streaming event ingestion. Time-series aggregation with configurable windows. Dashboard metric computation. Anomaly detection with statistical methods. Data retention policies. Export to multiple formats.

6/6 tests 0 secrets exposed
Streaming Time-Series Anomaly
AUTOMATION

Workflow Orchestrator

DAG-based workflow definition. Task scheduling with dependency resolution. Retry policies with exponential backoff. Parallel execution with resource limits. Workflow versioning and rollback. Notification on completion or failure.

7/7 tests 0 secrets exposed
DAG Retry Policy Parallel Exec
COMMUNICATIONS

Secure Messaging Platform

End-to-end encryption with forward secrecy. Message queue with guaranteed delivery. Read receipts and typing indicators. Channel management with permissions. File attachment with virus scanning. Message retention policies.

7/7 tests 0 secrets exposed
E2E Encryption Forward Secrecy Message Queue

11 TEST APPS • 80/80 TESTS PASS • ALL COMPILED TO NATIVE EXE VIA PROMETHEUS SHIELD • ZERO SOURCE CODE EXPOSED • ZERO SECRETS IN BINARY

Operation Phantom Cut — 27 Agents, 5 Waves

BEATSYNC PRO+
WAVE 1 — INTEL
RHYTHMMusic Producer
IRISDirector of Photography
GHOSTMotion Dynamics
WAVE 2 — CREATIVE
VIBEEmotional Architect
PRISMArt Director
NOVAExecutive Producer
WAVE 3 — EDITORIAL
ATLASLead Editor
TEMPORhythm Editor
PULSEBeat Sync
ECHOQuality Director
WAVE 4 — POST
BLAZEVFX Supervisor
FLUXColorist
WAVE 5 — RENDER
FORGETechnical Director
CIPHERPattern Intelligence
NEXUSMemory & Rewards

The 17 Protection Layers

PROMETHEUS SHIELD+
01String Encryption
02Name Obfuscation
03Import Obfuscation
04Constant Obfuscation
05Control Flow Flattening
06MBA Transforms
07Call Indirection
08Polymorphic Decryptors
09Dead Code Injection
10Opaque Predicates
11Watermarking
12Runtime Injection
13Strong Opaque Predicates
14Anti-Decompiler Traps
15API Key Protection
16Environment Binding
17Dynamic Code Loading

Prometheus Shield — 30 Agents, 7 Divisions

PROMETHEUS SHIELD+
COMMAND (2)
AEGISDirector of Operations
ORACLEStrategic Intelligence
ANALYSIS (6)
SCANNERSource Code Analyzer
RECONDependency Detective
PATHFINDEREntry Point Hunter
SENTINELThreat Assessment
PROFILERPerformance Analyzer
CARTOGRAPHERProject Mapper
PROTECTION (6)
CIPHERString Encryption
PHANTOMName Obfuscation
SPECTERControl Flow
WRAITHDead Code Injection
SHADOWImport Obfuscation
VAULTResource Encryption
COMPILATION (5)
FORGENuitka Build Master
FOUNDRYPlatform Specialist
WELDERLinker & Packager
SMITHC Launcher Builder
ASSEMBLERPost-Build Organizer
SECURITY (5)
GUARDIANAnti-Debug Commander
FORTRESSAnti-Tamper Enforcer
MIRAGEAnti-VM Specialist
PHOENIXSelf-Healing Controller
WARDENResponse Handler
QUALITY (4)
INSPECTORBuild Verifier
AUDITORSecurity Auditor
BENCHMARKPerformance Tester
WITNESSTest Runner
KNOWLEDGE (2)
NEXUSMemory & Learning
CHRONICLEKnowledge Graph

NEXUS AI — 25 Agents, 5 Divisions

NEXUS AI+
CORE
IRISSupreme AI Commander
ATHENASystem Performance Director
VALKYRIESecurity Operations Chief
SOPHIAIntelligence Engine
SERAPHCommunications Director
SECURITY
MEDUSAFirewall Commander
AEGISThreat Hunter / Antivirus
VIPERIncident Response
CIPHERVPN & Encryption
CASSANDRAForensics Analyst
INTELLIGENCE
SYBILPredictive Analytics
MINERVAKnowledge Manager
PRISMCode Intelligence
ARIAVoice Interface (TTS/STT)
NOVAAPI Coordinator
INFRASTRUCTURE
TERRAStorage Commander
RELAYNetwork Optimizer
VULCANGPU Compute Manager
CHRONOSScheduler & Automation
AURORAUpdate Manager
OPERATIONS
PHANTOMProcess Manager
LUNASystem Health Analyst
ECHOEvent Logger & Auditor
SPECTRAPrivacy Guardian
COLOSSUSEmergency Response

Clareon TITAN v8.0 — 30 Agents, 4 Squadrons

CLAREON+
PRE-FLIGHT (5)
SCANNERInput Analysis
PROBEQuality Detection
MEDICFrame Repair
LOGISTICSResource Planning
WEATHERMANScene Classification
RENDER (10)
LENSVision Analysis
PRISMStrategy Director
FORGEEnhancement Engine
TEMPORALConsistency Guard
VERTEXTile Coordination
TEMPESTGPU Scheduler
ECHOCommunication Bus
SPECTRAColor Analysis
NEXUSContext Bridge
APEXCenter-Crop Optimizer
POST-RENDER (10)
AURORAColor Correction
REFINEQuality Evaluator
SENTINELScene Routing
GUARDIANError Protection
PHANTOMStealth Ops
ATLASMemory Manager
NOVAOutput Optimizer
CALIBERSharpness Control
MERCURYSpeed Monitor
ORACLEPredictions
COMMAND (5)
COMMANDERPipeline Director
MARSHALResource Coordinator
TACTICIANStrategy Planner
ARBITERQuality Arbiter
OVERSEERSystem Monitor

Genesis Effects Engine — 4 GPU Shaders

BEATSYNC PRO+

Chromatic Aberration

Bass-driven RGB channel separation. Real optics simulation on beat impact.

Pixel Sort

Mid-frequency driven vertical pixel streaks. Glitch aesthetic with musical intent.

Reality Warp

Bass-driven UV displacement ripples. Wave physics with depth-map awareness.

Quantum Field

High-frequency edge glow, scan lines, and particle sparkle. Energy visualization.

APEX Agent System — 200+ Agents, 18 Industry Squads, 51K Lines

BREVVO+
TIER 1 — CORE OPS
Priya SharmaIntake Optimizer
Marcus ChenCheckout Maximizer
Devon ParkQueue Optimizer
Zara MitchellLoyalty Engine
Dr. Sage NakamuraAftercare Agent
TIER 2 — INTELLIGENCE
Kai BlackwellChurn Predictor
Nadia VolkovSegment Builder
Omar HassanLTV Calculator
Elena TorresSentiment Analyzer
Joy AddisonBirthday Agent
Diego ReyesReferral Optimizer
Isabelle FontaineVIP Concierge
TIER 3 — GROWTH
Lena OkaforEmail Campaigns
Ty JacksonSMS Campaigns
Carter BrooksOutbound Prospector
Ava KimSocial Media
Raj PatelLocal SEO
Felix MoreauContent Creator
Mika TanakaAd Optimizer
Jordan WellsReview Solicitor
Sasha VolkovLanding Optimizer
Ryan ShawLead Qualifier
River CastilloProduct Cross-Seller
Natasha RaoPortfolio Cross-Seller
TIER 4 — OPERATIONS
Pat O'BrienInventory Manager
Simone BaptisteStaff Scheduler
Lin WeiRevenue Forecaster
Diane KrugerExpense Tracker
Kim NakagawaCompliance
Atlas MorganReport Generator
Quinn PorterCalendar Agent
Ash MorenoWaitlist Manager
TIER 5 — STRATEGY
Vera OkonkwoPricing Optimizer
Viktor SvenssonMarket Analyzer
Celeste OkaforExpansion Advisor
Morgan SterlingInvestor Relations
Grant TorresFranchise Agent
APEX PrimeMeta-Agent
Dr. Kai PrescottTraining Agent
Blaise PascalA/B Test Orchestrator
TIER 6 — SPECIALISTS
APEX SetupOnboarding Concierge
NovaVoice Concierge
EchoWeb Intelligence
Dr. Amara OseiHR & People
James ThorntonFinancial Controller
Catherine ParkLegal Compliance
Victoria MarshProcurement

About the Founder

40 years on computers. 5 years deep in AI. Six products across six different domains. The constant isn't the stack — it's the ability to learn anything, build anything, and ship it.

Christopher Wheeler — Founder
Christopher Wheeler
Founder & Systems Architect — RendereelStudio LLC

40-year computer expert, visual artist, AI architect, and business owner. On computers since the mid-1980s — Commodore, DOS, every generation of hardware, software, and operating system since. Every medium of art. Every editing program. Every camera system. Every video game platform from original Nintendo to modern PC. 30 years of professional visual production. 5 hardcore years deep in AI — daily, from the earliest days of Stable Diffusion 1.5 through training custom neural networks from scratch. I don't write code line by line. I architect entire systems with AI as my force multiplier — six commercial products, 308,240 lines of TypeScript, 350+ AI agents across six platforms, a self-evolving HIVE agent swarm with 18 industry squads, 1,654 API routes, 237 database tables, a multi-state tax engine, and a patent-pending architecture. One person.

40
Years on Computers
5
Years in AI (Daily)
6
Products Shipped
350+
AI Agents Built
4
Continents Traveled
The Artist — Every Medium

Visual Artist Since Childhood

I started drawing before I could write and never stopped making things. Took cartooning classes where I watched Akira in 1987 and knew visual storytelling was my life. Over 30+ years I've worked professionally across photography, video production, digital art, illustration, painting, and mixed media — literally every visual medium that exists. I mastered Adobe Photoshop and Premiere Pro years ago — those tools were the foundation that everything since has been built on. From pencil to pixels, from darkroom to diffusion models, I've lived the full evolution of visual creation.

The Builder — 40 Years on Computers

From First Home PCs to Custom Workstations

On computers since the mid-1980s — the Commodore and DOS era. Playing King's Quest on Sierra On-Line, early PC adventure games, and every console generation from the original Nintendo through Sega, PlayStation, and Xbox. Nearly 40 years living through the entire evolution of interactive computing — from 8-bit cartridges to command lines to deep learning. That lifelong obsession with gaming and hardware naturally evolved into building custom PCs around 2006 with the GeForce 8800 series. NVIDIA and Intel loyalist from the start — always maxed-out builds. Today I operate three fully maxed custom workstations — two with RTX 4090 GPUs and one with an RTX 5090 — purpose-built for neural network training, GPU-accelerated rendering, and real-time inference. I don't buy off the shelf. I spec, build, and optimize every system from scratch.

The Traveler — 4 Continents

World Photographer & Visual Storyteller

Traveled to Japan at 14 to visit family. Amsterdam for art school in my late teens. 12 trips to Vietnam, 6 to Costa Rica, across Central America and Southeast Asia extensively — documenting cultures, people, and landscapes. College and private art school in the US. All over Oregon and the Pacific Northwest. I've photographed the world and that global perspective lives in everything I build — every interface, every visual system, every frame of output carries that depth.

The Operator — 30 Years in Business

Studio Owner & Client Relations Expert

Three decades operating Multnomah Piercing Studio. Running a business for 30 years taught me what no classroom can — client communication, creative consultation, operational discipline, and precision under pressure. Thousands of lasting client relationships built on trust, honesty, and delivering exactly what was promised. I'm transparent, I'm direct, and I'm all about results.

The Professional — AI Client Work

Professional AI Visual Production

Years of professional AI image and video production for paying clients, specializing in music videos and high-end visual content. Created AI-generated visuals for government-related projects in Dubai and international clients who demanded the highest production quality. That real-world client experience is what drove the creation of this entire product line — BeatSync PRO automates the music video pipeline I perfected by hand, Clareon solves the upscaling problem every AI video creator faces, and Prometheus Shield protects the software I ship with the most advanced EXE protection system ever built.

The AI Engineer — 2021 to Present

From Stable Diffusion 1.5 to Training My Own Neural Network

I was there at the beginning. Running Stable Diffusion 1.5 locally when most people hadn't heard of it. Present for the launch of Midjourney. Five years — every single day — mastering every major LLM, every generation of image and video models, ComfyUI, Flux, Suno, Kling, Veo, and building production systems around all of it. I'm not a traditional programmer — I'm a 40-year computer expert who uses AI as a force multiplier. I know what needs to be built because I've used every piece of software, every editing program, every creative tool that exists. I designed and trained ClareonNet, a custom 2.08M parameter neural network for video super-resolution, from scratch on an RTX 5090. 100 epochs. Countless crashes. I debugged every failure and shipped a working product. I architect and deploy multi-agent orchestration systems (350+ AI agents across five products), custom API services, defense-grade security infrastructure, and post-quantum cryptographic systems. The last 8 months have been a focused sprint: designing, architecting, and shipping an entire five-product software platform — the kind of output that normally takes a funded team 12-18 months and over a million dollars. Model-agnostic architecture — works with any LLM backend.

Technical Depth

AI & Machine Learning

350+ AI agents across six products — BeatSync PRO (27), Clareon TITAN v8.0 (30), Prometheus Shield (30), NEXUS AI (25), Brevvo (200+), ARIA Brain (14 regions). Model-agnostic multi-agent orchestration supporting any LLM backend. Cloud-native 308K-line business OS on AWS with Thompson Sampling optimization, PromptBreeder mutation, TextGrad feedback, Swarm Topology, genome evolution. 18 industry-specialized agent squads. 7-agent clip intelligence production team. Real-ESRGAN + ClareonNet neural networks. Computer vision, beat detection, audio analysis. Consciousness engine with XP/leveling. LLM master since SD 1.5.

GPU & Hardware

GLSL shader programming (#version 330). ModernGL standalone contexts. CUDA/NVENC acceleration. 20 years building maxed Intel/NVIDIA systems. 3 custom workstations (2x RTX 4090, 1x RTX 5090). Real-time beat-reactive GPU effects. MiDaS depth estimation.

Security & Cryptography

17-layer AST obfuscation pipeline. Post-quantum cryptography (ML-KEM-768, ML-DSA-65, NIST FIPS 203/204). Anti-debug, anti-tamper, self-healing runtime. Nuitka native compilation. 146/146 security test coverage. Verified against defense C2, fintech, and distributed systems test builds — zero secrets exposed, zero source recoverable.

Full-Stack & Cloud

308K lines TypeScript + Python. React 18, Tauri, PySide6/Qt desktop apps. 1,654 API route handlers across 30 backend systems. 237 PostgreSQL tables with row-level security. Railway, AWS (Lambda, CDK, SES, S3, Cognito, EventBridge, KMS). Multi-provider AI routing (fal.ai, Modal, ModelsLab, ComfyUI). FFmpeg pipelines. WebSocket real-time. Stripe/Plaid payments. Model-agnostic agent architecture supporting any LLM.

Visual Arts & Production

30 years professional photography and videography. Adobe Photoshop and Premiere Pro mastery. Digital art, illustration, painting, mixed media. AI visual production for international clients. Stable Diffusion, Flux, ComfyUI. Cartooning to cinematography.

Business & Client Work

30 years operating a professional studio. AI content production for government-related projects in Dubai. Music video production for international clients. Client consultation, creative direction. Honest, transparent, results-driven.

Every product in this portfolio was designed, architected, and shipped by one person.
40 years of computer expertise. 5 years of AI mastery. 350+ AI agents. 6 products. AI is the force multiplier — domain knowledge is the weapon.

Patent Pending: U.S. Pat. App. No. 63/920,132

NOW AVAILABLE

Available for Senior AI Engineering Roles

Six production platforms. 308K lines of code. 350+ AI agents. 18 industry squads. 1,654 API routes. 237 database tables. Post-quantum cryptography. GPU rendering pipelines. Computer vision. Audio intelligence. Cloud-native multi-tenant SaaS. Six different domains, one person — each product required learning a new problem space and shipping real software into it. Looking for teams that value adaptability over narrow specialization.

Open to remote and hybrid — large companies, startups, SaaS, defense contractors, government agencies. Also available for enterprise licensing, strategic partnerships, and contract engineering.

Contact → Discord