AI & ML Engineering
End-to-end development of scalable, production-grade AI systems.
- Production-ready ML & MLOps pipelines
- Model fine-tuning & deployment
- AI Safety & Security
- Rapid prototyping & PoCs
Enterprise AI Solutions
Building Secure and Reliable AI Systems
AI solutions, built with care for safety, security, and impact. I help organizations navigate AI, from first prototype to safe deployment.
Services Offered
Services
My services cover AI research, engineering, and strategy-delivering secure, scalable systems from concept to production.
AI Consulting
Actionable strategy, governance, and compliance to unlock AI value safely.
- AI strategy & opportunity discovery
- Security & safety (EU AI Act, NIST)
- Architecture & MLOps advisory
- Executive briefings & training
Research Engineering
Bridge frontier research and real-world impact with rigorous engineering.
- Paper reproduction & validation
- Benchmarking & evaluation frameworks
- Novel architecture prototyping
- Publication-ready deliverables
Building AI Systems
I work on building AI systems, from writing models to applying research in practical ways. I focus on system design, performance, and checking what’s technically feasible.
Security & Safety First
Security in AI isn't optional—it's fundamental. I help organizations implement comprehensive security protocols and safety assessments, ensuring their AI systems are both powerful and secure.
Strategic Implementation
I guide organizations through their AI journey, from research to production, helping them leverage the latest advances while maintaining robust, scalable systems.
AI consulting services to accelerate your AI initiatives
Get precisely what you need—executive advice, concise reports, staff training, or hands-on prototypes and implementation. Engagements are tailored to your goals and delivered in the format that adds the most value.
Security, Safety & Compliance
Red/blue teaming, threat modelling, and safety-by-design aligned with the EU AI Act, NIST AI RMF, and ISO/IEC standards-protecting your models from concept to production.
AI Strategy & Opportunity Discovery
Executive briefings, opportunity scans, and roadmap creation to identify high-impact AI use cases—delivered as concise reports or on-site presentations.
Architecture & MLOps Advisory
Streamline development and operations with best-practice pipelines, infra design, and team processes-covering CI/CD, feature stores, monitoring, and scalable deployment.
CORE CAPABILITIES
AI Engineering Solutions
ML & Data Science Insights
End-to-end analyses that culminate in a single, actionable report complete with notebooks, dashboards, and reproducible artifacts.
AI Security & Safety
Implement comprehensive security protocols, threat-modeling, and safety layers to fortify your AI systems.
ML Engineering & MLOps
Train, fine-tune, and deploy models with robust pipelines-covering CI/CD, monitoring, and rollback strategies for production.
LLM Fine-tuning & Adaptation
Pre-training, fine-tuning, and post-training of foundation models optimized for your domain and latency budget.
Agents & Applications
Build agentic workflows and API-based apps on OpenAI or local models-delivering real-time, AI-powered functionality.
Research
AI research and engineering for peer-reviewed publications.
Paper Reproduction & Validation
Research
Replicate and verify results across NLP, CV, GNNs, LLMs, and diffusion models.
Prototype Development for Foundation Models
Research
Turn research into code: build working demos with LLMs, multimodal transformers, and diffusion models, complete with write ups and documentation.
Benchmarking & Evaluation Pipelines
Research
Develop a modular evaluation framework that streamlines dataset loading, metric computation, and result visualization for reproducible benchmarks.
Novel Research & Publication
Research
Explore novel architectures (efficient LLMs, custom GNNs, advanced vision backbones) and draft full papers—from methodology to results—ready for peer review.
