MMStudio
Innovation Lab & Strategic Sandbox
Where Agentic AI, Inclusive Design, and Creative Tech Converge
MMStudio is my applied research laboratory advancing the frontier of AI systems. We bridge academic rigor with enterprise deployment, creating products that are ethically robust, commercially viable, and inclusive by design.
Strategic Products & Platforms
Production-ready systems combining cutting-edge AI with practical business value
TryTheJob Career Simulation
Revolutionary multi-agent AI job simulation platform aligned with strategic 2030 vision. Enables users to test roles before applying through dynamic, adaptive scenarios that evaluate real skills with unprecedented transparency.
- 7 specialized AI agents: Planner, Persona Manager, Critic, Context Evaluator, Goal Tracker, Feedback Agent, Summary Agent
- Multi-turn simulations: intro → challenges → wrap-up with adaptive difficulty
- Jobs Scraper integration for real job market alignment
- Challenge lifecycle management with goal-to-challenge mapping
- Agent reflection and motivational commentary systems
- Premium services potential: coaching, skills assessments, guided job search
RestoKI Restaurant System
Professional restaurant ecosystem with AI-powered menu generation and brand management. Supports elegant digital dining experiences with consistent brand identity.
- Nordic Kitchen Palette for brand consistency
- Recipe generator with customizable UI components
- Icon management system with centralized SVG library
- Professional menu creation for digital/print
Google Review Manager
Social proof system that collects, displays, and leverages Google reviews to boost visibility and customer trust for local businesses.
- Google APIs integration for review fetching
- Standalone or RestoKI integration options
- Real customer experience showcase
- Local business visibility enhancement
Enterprise Knowledge Graph
Full-stack hybrid search infrastructure supporting keyword, semantic/vector, and graph-based retrieval with advanced fusion algorithms.
- Multi-format support: PDF, MD, DOCX, XLSX, PPTX, HTML, TXT, RTF
- Ollama instance with CLI interface
- Fusion algorithms for optimal retrieval
- Built for data strategy and AI governance applications
Meeting Assistant & Task Manager
Gradio-based meeting assistant with integrated task management backend for enterprise productivity enhancement.
- Task creation and decision logging
- Follow-ups and automated summaries
- Email drafting with context awareness
- Multi-agent coordination with provenance tracking
Career Coaching Orchestration
Extended TryTheJob platform with advanced coaching mode for personalized career development and growth tracking.
- Persona adaptation for individual users
- Dynamic challenge branching
- Agent memory scaffolding
- Feedback loops for growth and difficulty tracking
Innovation Operating System
Rapid MVP cycles with enterprise-grade governance and inclusive design
Pirate Mode MVPs
Rapid prototyping cycles validating value before scale. Ship fast, test rigorously, iterate based on real user feedback.
Neurodiversity-First
Participatory co-design with adaptive fairness mechanisms. Multi-calibrated auditing to surface intersectional harms.
Research→Product Loop
Academic publications inform product decisions. Bridge executive strategy with deployable design patterns.
Production-Grade Stack
Python/FastAPI, LangChain, Llama 3, Docker/GitHub CI. Enterprise-ready even at prototype stage.
Decentralized Future
ATProtocol, portable identities, Web3 career ecosystems. Building infrastructure for tomorrow's talent markets.
Measurable Impact
Every project tied to KPIs and business outcomes. Innovation that moves the P&L, not just the hype.
MMStudio Impact
Measurable outcomes from strategic innovation
Published Research 2025
6 peer-reviewed papers advancing AI ethics, neurodiversity, and governance
Harmonizing Creativity and Ethics in AI Systems: A Multi-Dimensional Ethics Framework
Introduces the MDEF framework integrating five ethical dimensions—originality, cultural sensitivity, bias, transparency, and sustainability—across the creative pipeline with concrete instruments like provenance pipelines and entropy-based bias audits.
DOI: 10.1007/s43681-025-00766-w →Beyond Personhood: The Evolution of Legal Personhood and Its Implications for AI Recognition
Investigates the evolving boundaries of legal personhood and assesses their applicability to AI systems, proposing a context-dependent model of limited recognition that preserves human accountability while addressing regulatory gaps.
DOI: 10.71265/ssvg8a97 →The Hollow Inclusivity of Emotion-Recognition Software for Neurodivergent Workers
Critical examination of emotion-recognition AI in workplace settings, revealing systematic exclusion and misinterpretation of neurodivergent expressions. Demonstrates the urgent need for inclusive design principles accounting for cognitive diversity.
View in AI & Society →Challenges in Digital Governance for AI Tools in Supporting Neurodivergent Workers
Explores governance challenges in deploying AI tools for neurodivergent workers. Proposes inclusive accountability frameworks ensuring AI systems enhance rather than hinder workplace accessibility, with practical recommendations for policy and implementation.
View in Digital Society →The Philosophy of Cognitive Diversity: Rethinking Ethical AI Design through the Lens of Neurodiversity
Philosophical exploration reframing ethical AI design through neurodiversity principles. Argues for cognitive diversity not as an edge case but as central to ethical AI development, reconceptualizing how AI systems are conceived, designed, and deployed.
DOI: 10.1016/j.sftr.2025.101126 →Generative AI and the Ethics of Creative Authorship: A Framework for Attribution and Rights
Addresses complex ethical and legal challenges surrounding authorship and intellectual property in generative AI systems. Proposes practical frameworks for attribution, rights management, and creative collaboration between humans and AI systems.
DOI: 10.56294/ai2025417 →MDEF: Multi-Dimensional Ethics Framework
The operational spine of MMStudio—harmonizing creativity with rigorous governance so innovation doesn't outrun responsibility. Published in AI and Ethics (2025) and referenced across governance scholarship, ensuring builds cohere with EU AI Act, ISO/IEC 42001, and NIST AI RMF standards.