MMStudio
MMStudio Innovation Lab.
My applied research laboratory advancing the frontier of AI systems. Bridging academic rigor with enterprise deployment, creating products that are ethically sound, commercially viable, and inclusive by design.
Innovation Portfolio
Production-ready systems combining advanced AI with practical business value.
Strategic Products & Platforms
01
TryTheJob Career Simulation
Multi-agent AI job simulation platform aligned with a strategic 2030 vision. Users test roles before applying through dynamic, adaptive scenarios that evaluate real skills with transparency.
- Multi-agent LLM orchestration with planning, evaluation, and feedback roles
- Multi-turn simulations with adaptive difficulty
- Jobs Scraper integration for real job market alignment
- FastAPI
- Gradio
- LangChain
- Multi-Agent
02
RestoKI Restaurant System
Professional restaurant ecosystem with AI-powered menu generation and brand management, supporting elegant digital dining experiences with consistent brand identity.
- Nordic Kitchen Palette for brand consistency
- Recipe generator with customizable UI components
- Professional menu creation for digital and print
- Next.js
- Tailwind
- Streamlit
03
Google Review Manager
Social proof system that collects, displays, and uses Google reviews to boost visibility and customer trust for local businesses.
- Google APIs integration for review fetching
- Standalone or RestoKI integration options
- Local business visibility enhancement
- Google APIs
- Python
- REST
04
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
- Ollama instance with CLI interface
- Fusion algorithms for optimal retrieval
- Python
- Ollama
- Vector Search
- Graph
05
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
- Multi-agent coordination with provenance tracking
- Gradio
- TaskManager
- Multi-Agent
06
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
- LLM Orchestration
- Memory
- Adaptive AI
Methodology
Rapid MVP cycles with enterprise-grade governance and inclusive design.
Innovation Operating System
01
Pirate Mode MVPs
Rapid prototyping cycles validating value before scale. Ship fast, test rigorously, iterate based on real user feedback.
02
Neurodiversity-First
Participatory co-design with adaptive fairness mechanisms. Multi-calibrated auditing to surface intersectional harms.
03
Research to Product Loop
Academic publications inform product decisions. Bridge executive strategy with deployable design patterns.
04
Production-Grade Stack
Python/FastAPI, LangChain, Llama 3, Docker/GitHub CI. Enterprise-ready even at prototype stage.
05
Decentralized Future
ATProtocol, portable identities, Web3 career ecosystems. Building infrastructure for tomorrow's talent markets.
06
Measurable Impact
Every project tied to KPIs and business outcomes. Innovation that moves the P&L, not just the hype.
Academic Impact
8 peer-reviewed papers advancing AI ethics, neurodiversity, and governance.
Published Research 2025
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-wBeyond 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/ssvg8a97The 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 & SocietyChallenges 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.
View in Digital SocietyThe 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.
DOI: 10.1016/j.sftr.2025.101126Generative 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.
DOI: 10.56294/ai2025417MDEF
The operational spine of MMStudio, harmonizing creativity with rigorous governance.
Multi-Dimensional Ethics Framework
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.
Originality
Attribution and authorship.
Cultural
Sensitivity and diversity.
Bias
Detection and mitigation.
Transparency
Explainability and trust.
Sustainability
Environmental impact.
MMStudio