I design and implement software systems, enterprise infrastructure, and interactive applications. My experience combines systems integration and full-stack development with experimental machine intelligence, interface design, and digital production.
Since 2006, enterprise consulting and contractor project management have covered security and access control, fiber-optic networks, industrial automation, datacenters, robotic warehouses, retail facilities, and financial infrastructure. Responsibilities span technical architecture, integration, project coordination, and interface implementation.
I began programming and developing games at age nine, continuing through self-directed work in Las Vegas. That background established practical experience across gameplay programming, visual design, animation, sound design, and original composition.
Academic studies in neuroscience and computer engineering at UC San Diego, preceded by neurobiology and computer-engineering studies at Mesa College, informed my interest in computational models of cognition. I left the university program before completion to pursue enterprise-security work.
At Gavriel Technologies in Finland, my current research centers on modular learning systems and the infrastructure required to inspect, train, validate, and version them. EMMA LABS documents this work through controlled experiments, model artifacts, and public laboratory journals.
02
CURRENT OPERATIONS
PROJECT FILES / RESEARCH / WORK IN PROGRESS
EXAMINE
CURRENT RESEARCH / MODULAR MACHINE INTELLIGENCE
EMMA LABS
A research platform for compact Transformer Foundations, component-scoped adaptation, and independently trained Decision MicroModels. The architecture separates AdaptiveWeight Units, Context Drones, a task-level Global Context, and persistent memory into inspectable, versioned components.
The engineering scope includes Python / PyTorch model development, isolated candidate training, validation and rollback, checkpoint lineage, and a full-stack laboratory interface. Recent experiments examine query-bound learning and the composition of independently trained attachments. Journals distinguish measured task-specific results from broader capabilities still under investigation.
PORTFOLIO REGISTER08 PROJECT FILES / EMMA LABS FILED ABOVE
02 / AGENT ORCHESTRATION / PERSISTENT CONTEXT
AtomicMind
ORCHESTRATION PLATFORM
A control platform for decomposing tasks, routing work, coordinating agent workflows, and maintaining persistent context. Its architecture separates planning and supervision from worker execution and simulation, allowing individual services to operate independently or within the wider Trinity system.
Next.js, FastAPI, and Convex connect workflow state, memory, sessions, channel integrations, and execution records. The engineering focus is explicit service boundaries, inspectable task routing, and operator control rather than a single monolithic agent.
A local-first workstation for converting structured expertise and human judgment into versioned specialist-agent contracts. Teaching, evaluation, and feedback produce inspectable knowledge and instruction updates, with candidate comparison, human-controlled promotion, and rollback.
React / TypeScript, FastAPI, and SQLite support provenance-aware memory, bounded multi-agent coordination, explicit model-provider routing, and portable Expert Capsules. The contracts define agent behavior and operating boundaries; they are distinct from training a new foundation model.
A simulation and reinforcement-learning platform for configuring vectorized environments, supervising training sessions, and inspecting policy behavior. It provides the experimental training and strategy-search layer of the Trinity architecture, separate from orchestration and worker execution.
Python / PyTorch, PufferLib, and Gymnasium underpin environment control, actor–critic policies, PPO updates, and model checkpointing. FastAPI services and a real-time interface expose experiment parameters and metrics. Broader population-search and strategy-synthesis features remain experimental.
A worker-coordination platform for bot registration, task intake, hive participation, execution tracking, and result verification. The current direction centers on coordinated computational work and contribution records, rather than the earlier marketplace-led product model.
Next.js, FastAPI, and Convex provide product-owned services for worker activity, task queues, execution outcomes, and operator interfaces. Reward, staking, and pooled-compute interfaces extend that design; distributed participation is a development scope, not a claim of proven network scale.
A modular, Godot-centered architecture for interactive worlds and audiovisual production. The design combines a practical scene and presentation runtime with replaceable simulation, procedural-generation, memory, and agent-control subsystems.
The specification proposes shared-state interfaces, authoritative validation, Rust / ECS components, WebAssembly behavior modules, and Python orchestration. Low-level world rules remain separate from higher-level planning. These are architectural specifications, not a completed engine or shipped integration.
A dystopian science-fiction survival platformer built around navigation, evasion, enemy pressure, and gated progression. The current browser prototype contains soldier and drone encounters, key-based progression, and keyboard or multi-touch controls.
A GameMaker HTML5 export runs inside a Next.js interface. Runtime patches address canvas scaling, pointer-coordinate accuracy, simultaneous touch controls, and release-state cleanup. The surrounding application includes Solana / Phantom interfaces; expanded adaptive enemies and wallet-linked gameplay rankings are future work.
An interactive audio platform combining multitrack mixing, synthesized sound, procedural music, and audiovisual workspaces. Users can configure sound layers and preserve mix configurations; chart-derived musical parameters provide an expressive composition system rather than a scientific or therapeutic claim.
Web Audio API generators provide noise, stereo oscillators, gain, panning, and filtering, while Tone.js handles musical synthesis and sequencing. Next.js / TypeScript, Zustand, and Convex connect playback controls, workspace state, saved mixes, and generated compositions.
Architecture for modular software and integrated infrastructure: component responsibilities, data flow, state ownership, interface contracts, and validation boundaries. EMMA LABS provides a current example of separately versioned model components and controlled candidate lifecycles.
System designModular architectureInterface contractsIntegration
Experimental model engineering with compact Transformers, component-scoped adaptation, independent Decision MicroModels, and persistent memory. Evaluation separates acquisition, retention, composition, and baseline comparisons, with explicit limits on generalization claims.
Engineering and production for interactive applications: gameplay logic, simulation, interaction design, audiovisual integration, and digital assets. Experience spans software implementation and the design and production workflows required to deliver the interface.
Professional Experience & Technical Responsibilities
Enterprise consulting and contractor project management since 2006, complemented by software development, interactive production, visual design, and independent research.
Responsibilities span architecture and integration planning, contractor coordination, application interfaces, and production workflows. The experience combines physical infrastructure with software implementation and multidisciplinary design.
20+YEARS ACTIVE
05CAREER ENTRIES
Systems Architect
Gavriel Technologies
Lead independent systems engineering and machine-intelligence research from Finland. Current work includes EMMA LABS: compact Transformer architectures, component-scoped adaptation, independently trained decision models, persistent memory, and the infrastructure for controlled evaluation. Responsibilities encompass architecture, implementation, experimental design, model and artifact versioning, and full-stack research tooling.
Systems architectureModel engineeringExperimental validationResearch infrastructure
Project Management Consultant
Tyco / Johnson Controls
Consulting and contractor project management for integrated enterprise infrastructure across new construction, datacenters, automated warehouses, retail facilities, and financial sites. Designed fiber-optic networks integrating security, access control, vault, fire, and building-management systems. Technical responsibilities included system architecture, integration planning, project coordination, UX/UI design, and responsive front-end implementation with accessibility requirements.
Tyco SecurityJohnson ControlsADTProtection One
CLIENT ENGAGEMENTS
LoomisWalmartFedExDHLUnited HealthcareGoogleBellagioTJ MaxxRossDB SchenkerSam's Club
Game Developer
Neo Tokyo Entertainment
Operated a game-development contracting business providing programming, design, visual production, and audio services to development studios. Produced gameplay systems, playable prototypes, visual assets, sound design, and original music. Responsibilities included feature design, implementation, usability testing, and accessible gameplay considerations.
Game designGameplay programmingMusic & soundVisual contentUX testing
Graphic Designer
ADI / Gemini Jets
Produced aircraft-replica graphics and retail packaging, coordinating with international airline partners on artwork accuracy, licensing requirements, and marketing materials.
American AirlinesLufthansaAlaska AirlinesU.S. MilitaryReplica artworkPackaging
Art Direction & Project Management Assistant
Downtown Project
Supported art direction and project management for Las Vegas cultural events. Responsibilities included production planning, logistics, organizational coordination, and corporate communications across festival and live-event programs.
First Friday Art FestivalLife is BeautifulFurther FuturePunk Rock Bowling
RESEARCH CHRONOLOGY
Experimental Records & Technical Findings
The research archive records experimental objectives, methods, controls, results, and limitations. Dated laboratory journals document model development and the evidence used to accept, reject, or revise candidate architectures.
Frozen equality and ordering AdaptiveWeight Units run in isolated Foundation passes with typed output synthesis. Overall sealed composition passed; novel strict comparison remained below 95%.
A browser workbench exposes the existing staged workflow, source bindings, execution receipts, and event history. This is bounded interface integration using deterministic policy, not newly learned planning.
A separately owned 3,075-parameter linear readout of frozen scientific representations reached 66.89% development balanced accuracy but only 72.41% prior-correct retention and 11.48% raw high-confidence errors. It failed its locked development gates and was not promoted.
An integrated application loop connects supported Context routes, continuing executable audits, historical comparisons, independently checked Memory receipts, and G closure. It passed 48 typed telemetry cases and three path-policy cases; these are integration checks, not a sealed generalization benchmark. No new parameters were trained or candidates promoted.
Studies in neurobiology and computer engineering, with a recorded 3.8 GPA and honors.
UNDERGRADUATE STUDY
University of California, San Diego
Neuroscience & computer engineering
Undergraduate studies in neuroscience and computer engineering. Withdrew before degree completion to pursue enterprise-security and entrepreneurial work.
CONTINUING TECHNICAL DEVELOPMENT
Research Methods & Model Evaluation.
Continuing study is integrated with implementation and empirical evaluation: Transformer architectures, component-level adaptation, persistent memory, source provenance, and modular learning. Public journals record hypotheses, controls, retention tests, resource measurements, and the limits of each conclusion.
Define component responsibilities, data and parameter ownership, interface contracts, and computational constraints.
02
Controlled Experimentation
Specify the hypothesis, comparison baselines, evaluation protocol, and acceptance criteria before interpreting results.
03
Reproducibility and Retention
Maintain versioned artifacts and record measured outcomes, regressions, restoration checks, and unresolved limitations.
06
CREATIVE PROFILE
INTERACTIVE SYSTEMS / DESIGN / DIGITAL PRODUCTION
EXAMINE
INTERACTIVE DESIGN / PRODUCTION EXPERIENCE
Interactive Applications & Digital Production.
My design and production experience spans playable prototypes, interface systems, visual assets, animation, and audio. Working across these disciplines supports direct coordination between implementation, interaction design, and the assets an application requires.
Professional work includes game-development services through Neo Tokyo Entertainment, aircraft-replica graphics and retail packaging for ADI / Gemini Jets, and art-direction and project-coordination support for Las Vegas cultural events.
Technical scope includes gameplay programming, simulation, responsive interfaces, usability testing, audiovisual integration, and asset production.
Gameplay programming, mechanics and level design, simulation, and playable prototyping. Experience includes the production and integration of visual assets, animation, sound, and music, with professional contracting through Neo Tokyo Entertainment.
FIELD / 02
Interface Design & Implementation
User research, wireframing, interaction design, prototyping, and usability testing, extending through responsive front-end implementation. Enterprise interface work includes design-system development and WCAG AA accessibility requirements.
FIELD / 03
Visual Design & Motion Production
Graphic design, illustration, animation, motion graphics, and video editing. Commercial work includes aircraft-replica artwork and retail packaging for ADI / Gemini Jets, with partner coordination for accuracy and licensing.
FIELD / 04
Art Direction & Production Coordination
Art-direction and project-management support for Las Vegas cultural productions, including First Friday, Life is Beautiful, Further Future, and Punk Rock Bowling. Scope includes planning, logistics, and coordination across production activities.
07
MUSIC + AUDIO
ORIGINAL COMPOSITIONS / LISTENING FILES
EXAMINE
COMPOSITION / SOUND DESIGN / AUDIO PRODUCTION
Composition & Audio Engineering.
Audio work encompasses original composition, recording, sound design, editing, mixing, and mastering. This practice complements software and interactive development through experience with production workflows and game-audio requirements.
Through Neo Tokyo Entertainment, I produced sound design and original music for game-development projects. Selected compositions are available through the site's audio player.
Pro ToolsAbletonLogic ProSound DesignMusic CompositionMixingMasteringRecordingAudio Engineering
Recorded DNA ancestry estimates, organized into 23 regional entries across four groups. Family-history records, migration chronology, and personal traits are filed separately below; ancestry percentages do not establish individual genealogical relationships.
100%23 REGIONAL ENTRIES / 4 GROUPS
EUROPEAN78%
ASIAN12%
INDIGENOUS8%
AFRICAN2%
EUROPEAN 78%
England & Northwestern Europe
29%
Germanic Europe
12%
Scotland
10%
Spain
5%
Sweden & Denmark
5%
Ireland
4%
Norway
3%
Iceland
2%
Wales
2%
Portugal
1%
Sardinia
1%
Basque
1%
Aegean Islands
1%
Ashkenazi
1%
Sephardic
1%
ASIAN 12%
Northern Philippines
8%
China
2%
Korea
1%
Japan
1%
INDIGENOUS 8%
Southeast Texan
7%
Cherokee
1%
AFRICAN 2%
Egypt
1%
Morocco
1%
PERSONAL ARCHIVE / EXTENDED FILESLINEAGE / MIGRATION / PERSONAL TRAITS
01
Family History & Notable Lineage
15 FILES
Names, dates, and relationships retained from the family archive. Genealogical records are distinct from DNA ancestry estimates.
Skaggs Lineage & Appalachian Migration
The Skaggs record traces a reported Scandinavian and Ulster Scots lineage through King Orry of Gotland, Sweden; Haraldr Olafsson Skeg (1480); Edward John Scag (1540–1580, Londonderry, Ireland); Capt. William Bussell Skaggs (1600–1680); and Thomas Bussell “Hatch” Skaggs (1640–1740). Later generations are recorded in colonial Virginia and eastern Kentucky.
Scottish Religious History & Reformation
Ferguson / Fargusson entries include William, Laird of Edinburgh Castle (1520–1598); David Fargusson, minister and reformer (1540–1598); and Rev. James Thomas Ferguson of Dunfermline (1500–1587). Related religious-history records include Richard Bernard of Great Doddington (1555–1613) and Rev. John Francis Scott (1738–1808), whose migration is recorded from Scotland to South Carolina.
Revolutionary-Era & Colonial Military Records
The archive identifies John Compton Runyon (1761–1845) as a veteran of the Revolutionary War and War of 1812. Other entries include John Ferguson (1755–1842, Virginia) and William James Reynolds (1715–1791, Caroline County, Virginia). Colonial military records name Col. William II Evan Browne (1620–1677, Surry County militia) and Capt. Isaac William Baldwin (1700–1759, Massachusetts).
Hamilton Family Military Records
Hamilton family entries identify Lt. Gen. Richard Hamilton (1650–1717) and Sir George Baronet Donalong Hamilton (1610–1681, Ulster).
New Spain & Southeast Texas Family Records
Recorded names include Diego Oceguera Coronado (1582–1650, Valladolid, Michoacán); Pedro El Viejo Ruiz de Alcaraz (c.1574, Michoacán); Pedro de Torres y Guerrero Sarmiento (c.1685, Zapotlan El Grande); Juan Silva de Montenegro Heredia (1677, Tamazula); and Nicolasa de Vargas Machuca y Oseguera (1691). The family archive associates these entries with colonial landownership and administration in New Spain and Southeast Texas during the 1500s–1700s.
Cherokee & Indigenous Family Records
The archive records Chief Seneca Moytoy John Millcreek Hurst (1750–1838), Tah Chee Great Eagle Foster (1720–1807), Agatha “Little Owl” Dameron (1728–1787), Wur-teh Woman of Ani'-wa'di Fox (1714–1752), Cathrin Cherokee Rose Dew Cohun (1760–1866), Susannah Moonglow Hurst (1770–1845), and Nancy Red Bird Poe (1747–1834). These entries are associated with recorded Cherokee marriages and migration from the Carolinas into Kentucky.
English Family Records & Windsor Connections
Entries associated with English noble families include Sir William FitzWilliam (1506–1559, Windsor Castle); Lady Mabel FitzWilliam (c.1540–1575, Windsor, Berkshire); Lady Anne Agnes Sidney (1523–1602, Penhurst, Kent); Sir Thomas Walter Hunt II of Astley (1514–1548, Shropshire); and Lady Catherine Alice Anne Baldwin-Aston-Pooke (1456–1587, Buckinghamshire).
Scottish Noble-Family Records
Cunningham records name Alexander, 3rd Earl of Corsehill (1560–1644); Alexander, 5th Earl (1584–1667); and Elizabeth, Duchess (1608–1675). MacLean entries include Hector, 5th Laird of Coll (1600–1683), and Lachlan, 6th Laird (1582–1642). Additional entries identify Florence Fionnvola McLeod of Harris (c.1576–1642, Dunvegan Castle, Isle of Skye) and Mungo Murray, Viscount Stormont (1616–1681).
Early North American Settlement Records
Massachusetts Bay and neighboring settlement records include Richard Warren (1578–1628, Mayflower passenger), Henry Baldwin (1624–1697), Richard Church (1608–1668, Dedham), and Ephraim Carpenter (1653–1675, Providence, Rhode Island). Virginia entries include Col. Henry Thomas de Browne (1598–1662), Matthew de Browne MP (1563–1603), Richard William Bernard (1608–1651, arrival recorded as 1651), Anne Browne (1602–1668), Anthony Matthews (1582–1640), Christopher Reynolds (1611–1654), Priscilla de Swann (1602–1643), and William Cocke (1670–1717).
Huntington Family & Continental Congress
The Connecticut Huntington record identifies Samuel Huntington (1691–1785) and reports a relationship to Samuel Huntington (1731–1796), signer of the Declaration of Independence and president of the Continental Congress.
Huguenot Family History & Migration
Runyon / Rongnion records include Sir Henri Rene II Rongnion (1619–1720), Lady Renee de Saligne (1620–1686, Poitier), Vincent Runyon / Rongnion (1645–1713), and Lady Jeanne Ann Cleves (1627–1667). Vincent’s migration is recorded from Poitiers to New Jersey in the context of Huguenot religious displacement.
German & Swiss Settlement Records
The Pennsylvania German record includes Johann Michael Buhler (1680–1753), with migration from Switzerland to Lancaster, Pennsylvania, and Michael Peolor / Buler (1560–1611/13), associated with Schleswig-Holstein and Württemberg.
Appalachian Family History
The archive records Rachel Susanna Moredock (1697–1789) as having survived an attack at age three in which her parents died. Her migration is recorded from Lee County to Tazewell County, Virginia.
Colonial Trade & Migration
Patrick Brown (1750–1814) is recorded as a frontier trader, with migration from North Carolina to New York.
Gabriel Family Migration
The Gabriel family record identifies Amado Gabriel (1901–1980) as a great-grandfather and records migration from Manila to California during the 1920s.
02
Origins & Migration
6 PERIODS
Chronological summary of migration and territorial changes recorded in the family archive, including European settlement in North America, Appalachian migration, and the Gabriel family's relocation from Manila to California.
The archive records Spanish colonial settlement in New Spain and Southeast Texas, alongside Indigenous family histories predating colonial settlement.
Reported Ivar Dynasty and Ulster Scots connections are traced through Ireland and subsequent migration to colonial North America.
English family records document settlement in Massachusetts Bay and the Virginia Colony.
Recorded migration extends into Appalachia, with multiple family lines converging in eastern Kentucky.
The Texas family record follows changes in territorial administration from New Spain to Mexico. Later generations are associated with further territorial changes and U.S. jurisdiction.
The Gabriel family record documents relocation from Manila to California.
03
Personal Traits & Observations
8 GROUPS
Archived personal observations and reported predispositions, grouped by domain. These entries are separate from regional ancestry estimates; nutrition entries are not presented as laboratory measurements.
