Profile
M. Seth Jones
Creative Technologist & Technical Artist
Adelaide, South Australia (Remote / Worldwide)
Bringing an artist-first methodology to technical architecture, I specialise in designing proprietary, node-based systems for machine learning visual and algorithmic audio media. Moving beyond off-the-shelf implementations, I guide the foundational logic and automation required to integrate neural models into high-end production and interactive environments. My approach to systems design is fundamentally receptive, prioritising absolute fidelity to the subject, temporal coherence, and structural integrity over uncontrolled model output.
My current technical direction centres on developing decoupled workflows that separate creative exploration from final synthesis. Whether designing custom visual programming graphs for 2D character animation or crafting the underlying logic for adaptive, native audio frameworks, my focus is on granting precise, programmatic control over complex model inference. I build systems that ensure persistent identity and seamless synchronisation with dynamic user experiences.
This technical capability is built upon a 20-year foundation in key visual artworking, photo compositing, high-end portrait retouching, and visual effects. Having contributed to major theatrical releases including Furiosa: A Mad Max Saga and Here, alongside producing key art for clients like Disney+, Sony Pictures, and Adidas, I approach code as a creative medium, designing tools structured to meet exacting commercial and cinematic standards. This intersection of artistic pedigree and technical innovation has heavily informed my facilitation work across enterprise and higher education, where I have designed strategic learning outcomes for organisations including BBC Studios, Ogilvy, and RMIT University.
As a curious and passionate observer with a lengthy and varied career in creative digital media, I have developed a unique, artist-first approach to technical architecture. By combining a career-long dedication to visual fidelity with advanced machine learning methodologies, I bridge the gap between raw algorithmic research and tangible creative applications. I apply these innovative techniques in unconventional ways to solve complex production challenges, designing systems and experiences that engage users on aesthetic and cognitive levels, continually exploring new frontiers at the intersection of art, technology, and interactive media.
Current Experience
Independent Creative Technologist
ML Pipeline & Node Development
Jan 2023 – Present
Operating an independent ML systems consultancy driving pipeline infrastructure and tool development for prominent creative and interactive media outfits:
- BeyondOS: Enterprise system design, node architecture, and backend API integration (Jan 2025 – Present)
- The Refinery Creative: Key visual pipeline automation and custom deployment frameworks (Jan 2023 – Apr 2023)
Neural Media & Automation Pipelines
- Visual Programming Architecture: Architected and deployed consolidated, custom node packages for visual programming environments, implementing modular logic to manage complex data serialisation and backend-neutral API payloads.
- Two-Stage Production Workflows: Designed a dual-stage system architecture that isolates visual exploration from generative video synthesis, allowing for persistent asset libraries and high-fidelity video synthesis without redundant API calls.
- Frontend UX Engineering: Developed custom frontend extensions to enhance user experience, including automated routing for node management, deterministic seed locking for generation stability, and inline animated previews for real-time rendering.
- Synthetic Video Integration: Developed asynchronous backend integrations to interface with enterprise-grade video synthesis models, incorporating intelligent polling systems and automated video-to-frame extraction utilities.
- Semantic Conditioning Architecture: Built an automated inference system that utilises large language models to programmatically construct era-specific visual tokens and context-aware negative constraints.
- Advanced Image Processing: Engineered specialised image processing solutions for automated chroma-key removal, utilising advanced mathematical libraries for edge refinement, hole-filling, and dark-outline protection to output production-ready RGBA assets.
- Standalone Tool Development: Developed independent, browser-based utilities utilising modern web APIs, enabling users to perform frame-level trimming and export re-indexed animation loops directly from local asset libraries.
- Systemic Data Management: Established structured asset library systems that automatically manage multi-modal data, including high-resolution imagery, raw video files, and JSON-based metadata, to ensure automated workflow persistence.
Adaptive Audio & Generative Sound Frameworks
- Generative Audio Framework Engineering: Architected a native system for producing adaptive interactive music, featuring a custom-built, zero-dependency binary serialiser for legacy extended module formats.
- Deterministic Composition Logic: Developed a comprehensive rule engine that programmatically manages scale modes and chord progressions to ensure harmonically accurate and high-fidelity musical outputs.
- Hardware-Accurate Emulation: Designed specific historical hardware audio profiles, ranging from constrained 8-bit systems to rich 16-bit and modern multi-channel arrangements.
- Programmatic Sound Synthesis: Engineered an autonomous synthesis engine utilising amplitude-enveloped algorithms to generate production-ready percussion elements without reliance on external audio samples.
- Adaptive Real-Time Systems: Implemented a thread-safe playback architecture that synchronizes musical transitions at precise bar boundaries in response to dynamic application state inputs.
- ML Directed Audio Generation: Integrated large language models to seamlessly translate descriptive natural language into validated musical directives, providing granular, programmatic control over rhythm, mood, and historical style.
Recent Experience
Metaphysic (Acquired by Brahma)
VFX Trainer & Facilitator (Contract)
Apr 2024 – Jun 2024
Directed the technical upskilling and pipeline standardisation for the studio's creative teams, translating proprietary machine learning research into rigorous, production-ready cinematic workflows.
- Strategic Pipeline Standardisation: Partnered directly with VFX Supervisors and technical leads to identify critical knowledge gaps, developing targeted learning frameworks to accelerate production efficiency on high-stakes theatrical pipelines.
- Technical Curriculum Development: Designed and executed specialised onboarding and upskilling programs, translating complex, proprietary architectures into accessible, production-ready node-based workflows for creative teams.
- Dataset Curation Instruction: Developed and delivered specialized training modules focused on high-fidelity dataset curation, programmatic semantic labeling, and aesthetic fine-tuning methodologies for portraiture.
- Systems Documentation: Authored comprehensive technical documentation, standard operating procedures, and curated internal knowledge repositories to ensure structural integrity and consistent visual fidelity across distributed departments.
- Asynchronous & Synchronous Facilitation: Directed end-to-end learning experiences, producing highly detailed video resources and structured curriculum to maintain rigorous cinematic quality control standards.
Technical Artist
Generative Systems & Pipeline Integration
Apr 2023 - Dec 2023
Architected and optimised neural media pipelines for major theatrical releases, specialising in hyper-realistic image and video synthesis.
- Cinematic Pipeline Execution: Engineered and deployed high-fidelity synthetic workflows for major theatrical releases, ensuring uncompromising visual quality and identity adherence for films including Here (2024) and Furiosa: A Mad Max Saga (2024).
- Aesthetic Data Curation: Directed the curation and preprocessing of high-fidelity datasets for human identity and portraiture. Approached data normalisation and artifact removal through an artistic lens, ensuring absolute fidelity to the subject and structural truth before model ingestion.
- Semantic Data Conditioning: Engineered detailed dataset captioning pipelines using advanced vision-language models, ensuring deep semantic conditioning that translates highly specific visual features and aesthetic nuances into reliable model inputs.
- Custom Model Architecture: Led the customisation and training of proprietary weights, LoRAs, and embeddings, fine-tuning base diffusion models to accurately synthesise real-world data and mimic precise, art-directed stylistic visions.
- Temporal Coherence & Artifact Correction: Developed sophisticated inference methodologies for video synthesis. Implemented advanced generation techniques to maintain strict temporal coherence, enhance micro-details, and systematically correct rendering artifacts frame-by-frame.
- Granular Latent Control: Implemented advanced conditioning methods, multi-modal inputs, and targeted masking techniques at the inference stage to grant creative teams precise, granular control over spatial composition and output fidelity.
- Data Preprocessing Pipelines: Constructed automated data processing pipelines utilising Python, OpenCV, and advanced mathematical libraries to streamline data cleaning, ethical augmentation, and normalisation.
- Systems Integration (Python & PyTorch): Bridged the gap between core machine learning research teams and creative production floors, utilising Python and PyTorch to build seamless, efficient workflows that integrated directly into existing studio VFX pipelines.
- Aesthetic Quality Assurance: Leveraged extensive professional experience in high-end beauty and portrait retouching to guide the technical output, establishing the visual benchmarks required to meet the exacting QC standards of high-profile theatrical releases.
- Ethical Dataset Governance: Integrated rigorous ethical considerations into data collection and model inference workflows, establishing protocols to mitigate bias and ensure all projects comply with industry best practices for rights management, consent, and attribution.
- Concurrent Pipeline Orchestration: Successfully managed and trained multiple complex models concurrently, ensuring efficient data processing and optimal outcomes in a fast-paced, high-stakes production environment.
Artworking Experience
Theatrical & Commercial Key Art Production
Key Artworker & Creative Retoucher
2002 - 2022
Clients include: Disney+, Sony Pictures, Adidas, Toyota, Lionsgate, The Refinery Creative, IFC Films, Audi, Rolex Mentor & Arts Initiative, Schwarzkopf, Honda, McLaren, Guess, Akcelo, Gemba Group, ASOS, TRP Agency, DSF, Carnival Studio, Curzon Film, Tourism Australia, Transmission Films, Velvet Pictures, Elle Magazine, GQ Australia, Goulburn Valley, Masterfoods, Wrangler, EVO Hair, Ceremonia, Mash Design, asap Skin Products, Emily Abay, Rachel Freire, Nathan Gallagher, Lara Jade, Hannah Khymych, Andrew Babarczy, Nat Lanyon, Adrian Mesko, Zac Stone, Amber Toms.
- Executing high-end photographic compositing and seamless digital illustration for global streaming, theatrical, and static OOH campaigns, acting as a hybrid finisher to translate complex creative briefs into cinematic asset rollouts.
- Engineered manual upscaling, texture reconstruction, and digital painting workflows to output low-resolution raw assets into premium, production-ready 8K formats for large-scale print and digital exhibitions.
- Specialised in advanced portraiture, hair, and beauty retouching, maintaining strict anatomical fidelity, natural skin texture preservation, and precise colour grading for elite commercial and editorial clients.
- Developed detailed photorealistic concept composites and look-dev mockups during early-stage pitching phases, blending diverse visual elements with meticulous attention to perspective, ambient lighting, and grain structure alignment.
- Collaborated directly with premier creative agencies, studio networks, and global brands to oversee the technical standardisation, asset management, and final quality control of high-profile visual media properties.
Corporate & Institutional Training Delivery
Imaging Technologies Trainer & Facilitator
2008 - 2022
Clients include: Ogilvy Australia, BBC Studios, The Monkeys, The Royals, ABC Australia, Carnival Studio, Røde Microphones, MYER, Studio One20, Hips & Curves, Larsen&Talbert, Madara Cosmetics, asap Skin Products, Jan Wischermann, and Snapcomm Fotográfico.
- Used advanced program and course level pedagogical design practices to deliver strategic learning outcomes, developing and delivering over 2000 tailored blended imaging technologies sessions to more than 1000 students from 35 different countries.
- Applying expert finished art knowledge and creative retouching skills to design and deliver face-to-face and remote lectures, seminars and instructional materials in line with the strategic direction of organisations production goals.
Facilitation & Pedagogy
University of Adelaide
Digital Photomedia Lecturer & Facilitator
2019 - 20
- Designed and delivered 195 hours of face-to-face workshops and specialized technical tutorials across three distinct student cohorts, grounding first- and second-year Bachelor of Photography students in advanced digital photomedia pipelines.
- Architected comprehensive rubric systems and executed 9 major academic assessments, evaluating technical execution, creative intent, and industry-standard production criteria to provide structured, actionable grading feedback.
- Authored end-to-end online instructional frameworks and technical learning resources, translating complex imaging software methodologies into highly structured digital documentation and studio-ready production guides.
RMIT University
Digital Photomedia Lecturer & Facilitator
2010 - 11, 2015
- Designed and facilitated the 78 hour, 26 week core Imaging Technologies program to more than 100 Bachelor of Photography students.
- Applied pedagogical expertise to program, course and activity educational design to initiate and develop a new online component of the course.
- Maintained knowledge and examples of current online and blended pedagogies used across the University, including successes and failures and evaluations of usage.
- Provided advice to academics on learning technology resource development projects, including managing expectations about project scope, timelines and potential outcomes.
Australian Centre for Photography
Digital Photomedia Lecturer & Facilitator
2013 - 14
- Created and delivered a series of 48 hour, 16 week workshops and seminars on advanced photographic post-processing and post-visualisation.
Photography Studies College
Digital Photomedia Learning Designer
2014
- Designed a 39-hour, 13 week core Tier 3 and Tier 5 subject guide for the Bachelor of Photography program.
City Desktop Training
Creative Artworking Lecturer & Facilitator
2012 - 13
- Delivered intensive, hands-on workshops on advanced, intermediate and foundation photographic post-processing and post-visualisation.
Fearless Media
Creative Artworking Lecturer & Facilitator
2010 - 11
- Provided advanced, intermediate and foundation Adobe Creative Cloud suite application techniques to corporate clients.
Selected Program Delivery
RMIT University
Bachelor of Photography Program Design & Facilitation
96 Hours / 32 Tutorials / 28 Webinars / 7 Assessments
University of Adelaide
Bachelor of Photography Program Facilitation
195 Hours / 39 Tutorials / 9 Assessments
Photography Studies College
Bachelor of Photography Program Design
39 Hours / 13 Tutorials / 3 Assessments
Australian Centre for Photography
Program Design & Facilitation
48 Hours / 16 Tutorials / 6 ebooks
BBC Studios
Video Training & Workshops
32 Hours / 47 Videos / 8 Workshops
ABC Australia
Screencast & Video Training
26 Hours / 56 Videos / 8 Walkthroughs
Ogilvy Australia
Blended Facilitation & Assessment
8 Hours / 6 Sessions / 1 ebook
The Monkeys
Screencast & Webinar Training
18 Hours / 8 Screencasts / 12 Walkthroughs
Røde Microphones
Screencast & Video Training
12 Hours / 18 Videos / 8 Screencasts
The Royals
Screencast & Video Training
24 Hours / 16 Screencasts / 6 Walkthroughs
Carnival Studio
Screencast & Video Training
32 Hours / 51 Videos / 12 Walkthroughs
Studio One20
Standalone Workshops & Webinars
24 Hours / 3 Workshops / 3 ebooks
Jan Wischermann
Video Training & Workshops
36 Hours / 28 Videos / 18 Workshops
Larsen & Talbert
Video Training & Workshops
12 Hours / 12 Videos / 6 Workshops
asap Skin Products
Screencast & Video Training
16 Hours / 28 Videos / 8 Walkthroughs
Madara Cosmetics
Video Training & Workshops
16 Hours / 12 Videos / 8 Workshops
Hips & Curves
Video Training & Workshops
24 Hours / 12 Videos / 12 Workshops