Consumer mobile / Privacy2025
Federated Privacy-Preserving Typing Assistant
On-device next-word prediction trained across millions of keyboards without a single keystroke leaving the phone.
- Participating devices / round
- 180k
- Privacy budget
- ε = 2.1
Portfolio
Selected engagements, each with the architecture, the numbers, and the trade-offs. Search by technology or skill to find work close to your problem.
4 projects matching “Software Engineering”
E-commerce / Retail2026
Human-in-the-Loop E-Commerce AI Assistant
A shopping assistant that retrieves real catalogue data, defers to human agents, and learns from every handoff.
- Conversations / month
- 310k
- Full automation rate
- 72%
Supply chain / Operations research2025
Reinforcement Learning for Multi-Echelon Supply Chain Optimization
RL agents that match classical optimal stock policies on fixed lead-times and outperform them when lead-times vary.
- Optimality gap vs Clark-Scarf
- 0.02%
- Lift vs alternatives (varying LT)
- +4.1%
Automotive / Supply chain quality2025
Anomaly Detection for Supply Chain Operations
A hybrid deep-learning and classic-ML anomaly detection platform that flags supply-chain irregularities and recommends classification.
- Projected annual savings
- €1.6M+
- Model families combined
- 4