Building production-grade LLM systems for real-world automation MS Electrical Engineering, INSA Lyon · Paris, France
I design, evaluate, and ship LLM-powered systems in production, with a focus on agent architectures, retrieval pipelines, model evaluation, and cost-efficient AI infrastructure.
My work sits at the intersection of applied LLM engineering and research: turning experimental ideas into reliable systems that can handle real user workflows, production constraints, and measurable quality requirements.
Agents Multi-agent workflows, LangGraph orchestration, dynamic model routing, lazy skill loading
Retrieval Hybrid search, BM25/vector fusion, reranking, confidence scoring, OpenSearch indexing
Evaluation LLM-as-judge, golden datasets, offline benchmarks, cross-model comparison
Infrastructure Prompt caching, embedding deduplication, async workers, production observability
| Project | Focus |
|---|---|
| neo-deep-agent-lab | Deep agent SQL lab with serverless deployment on Modal |
| neo-neo-sn62 | Bittensor SN62 mining and validation for decentralized AI systems |
| steering-research | Research on activation steering in instruction-tuned language models |
| Gptq-Babai-Quantization | Visualization of GPTQ and Babai lattice reduction for model quantization |
| sparse-moe-torch | Sparse Mixture-of-Experts routing and load-balancing experiments |
- LLM systems — agents, tool use, retrieval-augmented generation, model routing
- Evaluation — LLM-as-judge, benchmark design, regression testing, production quality gates
- Mechanistic interpretability — activation steering, feature circuits, sparse probing
- Quantization — GPTQ, lattice reduction, mixed-precision strategies
- Mixture of Experts — routing policies, expert load balancing, capacity factors
- Information retrieval — hybrid search, reranking, reciprocal rank fusion, learned sparse retrieval
- Reinforcement learning — policy gradients, RLHF/DPO, reward modeling
Python FastAPI LangGraph PostgreSQL pgvector OpenSearch AWS Bedrock Cohere Celery SQLAlchemy
Paris, France