Théo Couerbe

Engineering Student — École des Mines de Saint-Étienne

Software · Machine Learning · Scientific Computing

theo.couerbe@etu.emse.fr • WeChat +86 150 0280 1931

Download CV — English 下载简历 — 中文

Education

English

Mines Saint-Étienne — Ingénieur Civil des Mines, Generalist Engineering Program (2024–2027)
Academic Exchange — Shanghai Jiao Tong University (SJTU), China (Fall Semester 2025: Sep 2025 – Jan 2026)
MP Preparatory Classes — Lycée Chateaubriand, Rennes (2023–2024)
MPSI/MP Preparatory Classes — Lycée Louis Barthou, Pau (2021–2023)
General Baccalaureate, "Mention Très Bien" — Lycée militaire d'Aix-en-Provence (2018–2021)

中文

法国圣埃蒂安国立高等矿业学校 — 工程师项目（2024–2027）
学术交换项目 — 上海交通大学（2025年秋季学期：2025年9月 – 2026年1月）
MP 预科班 — 雷恩夏多布里昂高中（2023–2024）
MPSI/MP 预科班 — 波城路易·巴尔杜高中（2021–2023）
法国业士文凭（总评"特优"） — 艾克斯昂普罗旺斯军事高中（2018–2021）

Work Experience

English

REasy — Backend & AI Engineering Intern (2nd-year engineering internship, Jun 2026 – Sep 2026, Hong Kong). Fintech simplifying cross-border payments and shipping for African SMEs. Built an autonomous invoice-analysis pipeline (OCR + LLM extraction) that turns supplier invoices into structured, validated payment data and removes manual re-keying from the payment flow; integrated AI models into the backend data pipeline for document classification, field extraction and anomaly detection; developed and tested production backend services used daily by the operations team.
Natra Chocolate Factory — Industrial Automation Intern (Jan 2025, Saint-Étienne). Programmed and configured robotic arms on an industrial production line.

中文

REasy — 后端与人工智能工程实习生（工程师第二年实习，2026年6月 – 9月，中国香港）。面向非洲中小企业的跨境支付与物流金融科技公司。构建自主发票分析流程（OCR + 大语言模型信息抽取），将供应商发票转化为结构化、经校验的支付数据，消除支付流程中的人工录入；将 AI 模型集成至后端数据管道，实现单据分类、字段抽取与异常检测；开发并测试运营团队每日使用的生产环境后端服务。
Natra 巧克力工厂 — 工业自动化实习（2025年1月，法国圣埃蒂安）。在工业生产线上编程并配置机械臂。

Technical Skills

English

Low-level & Systems: C (memory management, pointers, SDL2), embedded-friendly code, Makefiles
Scientific Python: NumPy, Pandas, Matplotlib, scikit-learn, TensorFlow, Jupyter
Machine Learning: Supervised learning, regression, classification, time series forecasting
Computer Vision: OpenCV basics, image processing (relevant for drone perception)
Algorithms & Math: A*, Dijkstra, optimization, linear algebra, probability, statistics
Software Engineering: Git, Linux CLI, debugging (gdb/valgrind), modular design, version control
Domain Applications: Drone trajectory planning, quantitative finance, generative systems, PoW cryptography

中文

底层与系统开发：C语言（内存管理、指针、SDL2）、嵌入式友好代码、Makefile
科学计算 Python：NumPy, Pandas, Matplotlib, scikit-learn, TensorFlow, Jupyter
机器学习：监督学习、回归、分类、时间序列预测
计算机视觉：OpenCV 基础、图像处理（适用于无人机感知）
算法与数学：A*、Dijkstra、优化、线性代数、概率、统计
软件工程：Git、Linux 命令行、调试（gdb/valgrind）、模块化设计、版本控制
领域应用：无人机路径规划、量化金融、生成式系统、工作量证明（PoW）密码学

Languages

English

French: Native
English: C1 (fluent, technical & professional communication)
Chinese: Preparing HSK2 (basic conversational and reading skills)
German: B1 (basic technical reading)

中文

法语：母语
英语：C1 级（流利，可进行专业技术交流）
汉语：正在备考 HSK2（具备基础会话与阅读能力）
德语：B1 级（可阅读基础技术文档）

Projects & Technical Reports

English

Mélifly: Radar Hive Monitor Against Asian Hornets (melifly.store)

Co-founded hardware startup project: a solar-powered box on the beehive with a 24 GHz Doppler radar that tells hornets (~100 wingbeats/s) from bees (~230) and counts traffic, a camera estimating hornet flight directions to triangulate nests, ESP32-S3 and 4G LTE-M, plus a web platform for hive health and nest maps. Pilot season with beekeepers in 2027. Startup · IoT · Signal Processing

Station-Level Bike-Sharing Demand Prediction

Machine learning comparison (Random Forest vs Poisson regression) for short-term demand forecasting using weather, temporal, and urban features. Balances predictive accuracy with operational interpretability for rebalancing decisions. Data Science

Proof of Work Without Heat: Landauer’s Principle and the Economic Origin of Bitcoin’s Energy Consumption

Technical note testing the claim that Bitcoin’s energy use is thermodynamically necessary. Correct Landauer accounting puts the physical floor ≈31 orders of magnitude below real dissipation; consumption is set by difficulty adjustment and miner revenue, not physics — with a falsifiable prediction on PoW’s cost migrating from energy to capital. Technical Note

Lenia: Emergent Computation as Artistic Medium

Implementation and analysis of continuous cellular automata for generative art. Technical Report

Modular AI Agent for Financial Time Series Analysis

LLM-powered agent (Ollama) for OHLCV analysis combining natural language interaction with deterministic, auditable computation of technical indicators. Solves reproducibility challenges in LLM-based quantitative finance. Technical Report

Multivariate Statistical Analysis of London Weather (1979–2020)

PCA, Correspondence Analysis and Discriminant Factorial Analysis on 15,341 daily samples to uncover seasonal patterns, temporal structures, and meteorological variable relationships in long-term climate data. Statistics

Space Miner: 2D Game Engine in C

Complete 2D game engine with physics, sprites, and input handling — written entirely in C. C Engine

Glass Sphere: Real-Time Light Physics Simulator

Interactive 3D simulation of light refraction, reflection, and Fresnel effects through a glass sphere. Built with Three.js and WebGL for real-time physics visualization. Interactive

NEON PULSE INFINITY: Arcade Shooter Game

100+ waves procedural arcade shooter with neon aesthetics, 8 weapons, 11 enemy types, combo system. Built with HTML5 Canvas & JavaScript. Game

QR Code Scanner Web App

Progressive Web App for scanning QR codes and opening authorized subdomains. Built with JavaScript and ZXing library. PWA

Natural Selection Simulator: Evolutionary Optimization

Visual evolutionary algorithm simulator demonstrating natural selection principles. Population evolves to optimize a parameter through selection, crossover, and mutation. Built with Flask, Chart.js, and vanilla JavaScript. Interactive

中文

Mélifly：蜂箱雷达监测器，防御亚洲黄蜂（melifly.store）

联合创立的硬件创业项目：安装在蜂箱上的太阳能设备，利用 24 GHz 多普勒雷达区分黄蜂（约每秒 100 次振翅）与蜜蜂（约 230 次）并统计进出数量，摄像头估算黄蜂飞行方向以三角定位蜂巢，采用 ESP32-S3 与 4G LTE-M，配套蜂群健康与蜂巢地图网络平台。2027 年与养蜂人开展试点。创业 · 物联网 · 信号处理

共享单车站点级需求预测

对比随机森林与泊松回归在短期需求预测中的表现，融合天气、时间与城市特征，在预测精度与运营可解释性间取得平衡。数据科学

无需热量的工作量证明：兰道尔原理与比特币能耗的经济起源

检验“比特币能耗是热力学必然”这一流行说法的技术札记：按兰道尔原理正确核算，物理下限比实际能耗低约31个数量级；真正决定能耗的是难度调整与矿工收入，而非物理定律，并对工作量证明的成本从能源向资本迁移给出可证伪的预测。技术札记

Lenia：涌现计算作为艺术媒介

连续元胞自动机的实现与生成艺术应用分析。技术报告

金融时间序列分析模块化AI智能体

基于Ollama的LLM智能体，结合自然语言交互与确定性技术指标计算，解决量化金融中LLM应用的可复现性与可审计性挑战。技术报告

伦敦气象多变量统计分析（1979–2020）

对15,341个日度样本应用PCA、对应分析与判别因子分析，揭示长期气候数据中的季节性模式、时间结构与气象变量关联。统计学

Space Miner：基于C语言的2D游戏引擎

完全用C语言编写的2D游戏引擎，包含物理系统、精灵渲染和输入处理。 C引擎