Recruiter kit — 90 seconds to know
Recruiter kit
Everything you need in 3 minutes to decide whether a first call makes sense: downloadable résumé, one-line pitch, availability, references. Written for you, not for Google.
In one line
AI Engineer (ML, NLP, Computer Vision), with a thread of Sustainable IT, based in Normandy, France, available full remote, hybrid or on-site France-wide.
What are you looking for?
4 possible profiles. Click the one that matches your need — I'll surface the most relevant projects and experience.
🚀 For an AI-in-production role
What I shipped in production over the last 5 months:
- INIT1 — AI Engineer (Jan.–May 2026) — B2B SaaS RAG, multi-provider LLM API, document extraction, OCR, domain chatbots, voice assistants. Python + FastAPI + LangChain + pgvector + Docker.
- MATCH job ↔ CV — public RAG demo, all-MiniLM-L6-v2 embeddings, cosine on 384 dims, localStorage cache.
- RAG-PDF — full in-browser pipeline, hybrid BM25 + cosine, semantic chunking, extractive answer.
- RAG chatbot over my CV — same stack, 14 prepared answers + semantic fallback.
🔬 For a research / computer vision role
My most technical computer-vision and deep-learning projects:
- Cityscapes semantic segmentation — U-Net, UNet+ResNet, EfficientNet+FPN. Combined loss (CE + Dice + Focal). MMsegmentation vs VLTSeg benchmark.
- VISION Studio — 11 computer vision modes (COCO-SSD, MoveNet, MobileNet, BodyPix, face-api, style transfer) across 3 parallel runtimes (TF.js, ONNX Runtime, MediaPipe).
- SAM Interactive — SlimSAM quantized in-browser, WebGPU/WASM fallback, multi-mask auto-seg.
- DEEPFAKE Detector — Deep-Fake-Detector-v2 + 20 features (FFT spectral, copy-move, blur, MSE facial regions, occlusion sensitivity, Ed25519 chain-of-custody).
- Fashion-Insta — full AI project scoping (framing, scope, dataset, model, KPIs, governance).
🛡 For a GDPR / Responsible AI / Sustainable IT role
A 5-year thread on compliance and sobriety:
- Vert Num' (2021-2024, 3 years) — founder / freelance sustainable-IT consultant. GreenIT audits, software sustainable design, digital sobriety, GDPR compliance.
- Cerza Zoo (2022-2023) — webmaster + transverse DPO. Data-processing mapping, DPIA, compliance rollout.
- This site kevinroualec.fr — GDPR by design, zero tracker, zero cookie, mailto contact, explicit biometric consent for webcam. Full AI Act statement (10 sections).
- Sustainable IT certification — La Rochelle University (2021).
- Responsible AI MOOC — INR + ISIT BE/CH (2026, 95%).
- Sustainable design page + SWD v4 carbon calculator — live Performance API measurements, 14 documented best practices.
💼 For a freelance / consulting assignment
Extensive freelance history, flexible formats:
- Vert Num' (2021-2024) — 3 years of sustainable-IT consulting across various companies.
- RWS Group — Bard quality rater (2024) — Google Bard/Gemini LLM evaluation, alignment, factuality.
- Welocalize — 3 missions (2021-2024) — Ads quality rater, FR/EN translator, Bard project.
- Targeted missions possible — GDPR audit, sustainable-IT audit, RAG POC, AI project scoping, team training (LLMs, prompt engineering, embeddings), sustainable cloud migration.
Indicative rate — on request, adjusted to mission type (audit, POC, training, one-off expertise). Freelance available from end of May 2026.
Availability
Immediate — flexible notice. Open to permanent, contract or long assignment.
Mobility
Lisieux (Normandy) · full remote / hybrid / occasional on-site.
Target roles
AI Engineer · ML Engineer · MLOps · Data Scientist · NLP / LLM Engineer.
Values
GDPR by design, digital sobriety, readable code > magic.
Downloadable documents
The PDF is static (3 pages, ~9 KB). The RAG chatbot runs 100% in your browser (all-MiniLM-L6-v2 embeddings + cosine similarity, no server). The LLM file contains my profile ready to paste into ChatGPT, Claude, Perplexity.
Key skills
Technical proof (playable)
Don't want to take my CV at face value? Try my AI demos right in the browser, no install, no account:
- VISION — 9-mode Computer Vision studio (COCO-SSD, face-api, MoveNet, MediaPipe, BodyPix, MobileNet).
- RACEGEN — Genetic algorithm + recurrent neural network, live learning.
- PULSE — Local audio beat detection, HAL-driven adaptive difficulty.
- → The full AI game library
Problems I can solve for you
Each item below is anchored in a real project with measured impact. Not promises — reproductions.
Document extraction
Automate PDF / Excel extraction (quotes, invoices, contracts, RFPs) into a structured database.
Proof: quote platform at INIT1, –40% processing time.
Chatbots & AI assistants
Free your teams from recurring requests via an HR / support / FAQ chatbot plugged into your internal knowledge base (RAG).
Proof: HR chatbot at INIT1, 70% of requests automated.
RFP responses
Accelerate your RFP responses — semantic analysis of the brief, assisted generation on your templates, integrated editor, DOCX / PDF export.
Proof: RFP generator at INIT1, –50% time, improved win rate.
GDPR compliance via AI
Automate your GDPR compliance: face blurring on event photos, video anonymisation, personal data extraction for deletion requests.
Proof: automated blurring system at INIT1, compliance guaranteed on libraries of thousands of images.
Customer segmentation & analytics
Surface actionable typologies from your customer base: clustering (k-means, HAC, DBScan) on Big Data, ready-to-use personas for marketing campaigns.
Proof: e-commerce segmentation project (OpenClassrooms) — Big Data clustering, actionable marketing typologies.
Sustainable IT & AI Act compliance
Audit and reduce the carbon footprint of your digital products, align your AI systems with the EU AI Act (transparency, biometrics, governance).
Proof: certified Sustainable IT — La Rochelle University + INR Responsible AI MOOC (95%) + 3 years leading Vert Num'.
Direct contact
Send me a short message with context (role, company, when). I reply within 48h.