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speedy27/README.md
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AI Research Engineer working at the intersection of agentic systems, AI security, world models and reinforcement learning.

Currently Research Intern at NAVER LABS on neural combinatorial optimization — latent-space model-based RL and tree search for sequential decision-making under combinatorial constraints.

CS Architect (Security & AI) at Microsoft, adversarial attack vectors on LLM inference pipelines, threat-intelligence workflows and reproducible infrastructure for AI experimentation.

First-author paper accepted at NIME 2026 — "Exploring Real-Time Gestural Control of Vocal Synthesis" (IFT × MIT Lab-affiliated, collab. LPP Sorbonne Nouvelle).

MSc Computer Science & Cybersecurity @ ESILV — GPA 4/4, ranked #2 of cohort · EuroTech Fellow (top 1% EU tech talent).

At the intersection of research, security, and systems that actually ship.


🧪 Experience

Role Focus When
Research Intern — Neural Combinatorial Optimization (NDA) Latent-space model-based RL + tree search for decision-making under combinatorial constraints Sept – Dec 2026
CS Architect — Security & AI Adversarial attack surfaces on LLM inference pipelines, threat-intel & AI security architecture Aug 2025 – Now
Research Intern — HCI × AI Real-time articulatory vocal synthesis pipeline — first-author paper @ NIME 2026 Sept 2025 – Now
Co-Founder & CTO — Decentralized Finance ~$5M+ TVL — on-chain execution, low-latency RPC pipelines, delta-neutral strategies Aug – Dec 2025
Solution & Software Engineer (DSI) Secure defense-compliant service scaled to ~27,000 employees (UK · Asia · EU) Sept 2024 – Aug 2025
Founder — CEO & CTO B2B marketplace, concept → production Aug 2024 – Now

🔬 Research & Selected Projects

Energy-Based JEPA World Models for Biology

Adapted Joint-Embedding Predictive Architectures for self-supervised representation learning, latent prediction and world-modeling of drug-perturbed single-cell & microbiome dynamics.

  • Diagnosed slow-feature collapse in latent space; recovered intervention signals via an inverse-dynamics objective
  • Engineered permutation-invariant set encoders + bio-aware losses
  • Learned representations clustered perturbations by mechanism of action

Co-Founder & Research Director

DefTech Research Student Federation — 1st in EU.

  • Co-supervising research : frugal embedded adaptive control for an exoskeleton, robust Tiny Language Models, multi-agent RL tracking/interception
  • AI / UAV / Robotics: YOLOv11 vision, post-training optimization, ROS 2 / PX4 control pipelines for a 400 km/h FPV UAV

AI-Augmented Attack Lab 🔒 private

Internal experimentation platform for evaluating local-LLM-assisted workflows and agentic AI systems.

  • Reproducible evaluation environments for reasoning, planning, tool-use and multi-step agent performance
  • Investigated failure modes, robustness limitations and performance trade-offs in agentic systems

Associative & Engineering

  • Kryptosphere & Unaite — SWE / AI / FinTech
  • Disability Referent
  • HydroV — building a hydrogen boat for a world competition

🏆 Awards

🏅 Achievement
1st / ~450 Stanford Hackathon — XAI airspace security (solo)
1st / 180 GenAI Hack (AWS · NVIDIA) — multimodal RAG geo-risk platform, sold for €50K, impact on €40B ESG assets
1st / ~400 VC · 3rd / ~400 jury EU Web3 Hackathon — €100K prize pool, €500K backing
3rd / 50 Microsoft Agentic Systems
3rd / ~260 DeepMind Agentic Cybersecurity
1st SAP Software Engineering (2018) · CTF school winner (2024)
🎓 Merit scholarship €3,000 (2022) · Top 1% high school (101.5 / 120)

🎓 Education

School Degree Highlights When
MSc Computer Science & Cybersecurity GPA 4/4 · Ranked #2 of cohort — Distributed Systems, Cryptography, Stochastic Processes, Optimization & Graph Theory, ML/NLP, Linear Algebra, Algorithms → Aug 2027
Dual BSc Mathematics & Computer Science Top 13% of cohort · department world-ranked #19 in mathematics — Discrete Maths, Graph Theory, Computational Complexity, Algorithms, Physics 2022 – 2023

🛠️ Technical Stack

Systems & Languages

Python C++ Java Dart TypeScript Terraform Git

AI / ML

PyTorch scikit-learn NLP RAG FAISS RL ROS 2

AI Security

Prompt Injection Adversarial Prompting LLM Attack Surfaces Agentic Risks

Privacy & Cryptography

ZKP FHE DeFi Formal Methods

Spoken languages — 🇫🇷 French (native) · 🇬🇧 English (fluent) · 🇮🇹 Italian (beginner)

Open to research internships & collaborations — AI security · agentic systems · world models · RL



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