Jun 2024 – Present · 1 yr 10 mos

• AI Security & AI Safety Research Lab | LLM Vulnerability Detection & Regulatory Compliance
• We secure LLMs and GenAI systems for regulated industries—financial services, healthcare, and government. Organizations use our tools to detect AI-specific threats, assess vulnerabilities, and maintain compliance with GDPR, HIPAA, SOC 2, and ISO 27001.
• What we do: AI threat detection and real-time monitoring, LLM security architecture, vulnerability assessment, compliance consulting, and data engineering for secure AI deployments.
• Flagship Products:
• Lucid™ - Cognitive Bias Detection
• Safety Shield Ultra™- Real-Time Security for GenAI & Agentic AI Systems
• ultradeeptech.com

Aug 2022 – Present · 3 yrs 8 mos

• Mastering 2D-to-3D body reconstruction using Computer Vision and Deep Learning for fashion.

May 2019 – Feb 2022 · 2 yrs 9 mos · Tel Aviv District, Israel

• Managing the data science team, supplying smart cities with surveillance solutions.
• Optimizing retraining and FP management for thousands of CCTV cameras.
• Complex integration with clients infrastructure and hardware optimization with Deepstream, Gstreamer and TensorRT.
• Activity detection, pose estimation, object detection, GDPR compliant.

May 2018 – May 2020 · 2 yrs · Tel Aviv District, Israel

• Managed 3 data scientists - Development in Tensorflow of a fully functional platform for real time analysis of encrypted internet traffic (Terabytes of data per seconds)
• Use of python libraries like Numba and Dask for full use of GPU, parallelization and hardware acceleration.
• Use of multiprocessing and multithreading for acceleration of data preprocessing and inference.
• Design of proprietary neural networks 10x faster than traditional LSTMs, successfully applying computer vision architectures to sequence analysis.
• Managed 3 data scientists, on specific parts of the data pipeline, labeling, preprocessing, metrics, and on full blown projects including deep architecture design, and adaptation from research papers.

Mar 2017 – Sep 2022 · 5 yrs 6 mos · Israel

• Advanced use of Python and deep learning to analyse terabytes of data for image and video analytics
• Building of a multipurpose AI evaluation platform for object and face recognition in videos
• Conception and implementation of personalised metrics for video analytics
• Use of OpenFace, OpenBR and embeddings to detect faces in videos
• Common implementation with deep learning frameworks including Tensorflow, Keras
• Implementation on cloud using distributed computing - AWS, Numba, Dask and docker.
• Mastery of Hardware optimisation, GPUs, CPUs, multicores and parallelization.
• Global machine learning expertise with numerous data sources (logs, text, motion, flows, visual, etc... )

Mar 2017 – Mar 2018 · 1 yr · Tel Aviv Area, Israel

• Complete coding in Python of a fully operational platform for portfolio management working on the cloud.
• REST API management and connection to cryptocurrency exchanges, taking decisions and making order in less than 200ms. Including deep NN inference.
• Design of a novel deep reinforcement learning architecture inspired by latest research papers.
• design and implementation of novel loss functions using Tensorflow.
• GPU management of training and inference
• Experience with deep learning instances on AWS.

Sep 2015 – Dec 2016 · 1 yr 3 mos · Tel Aviv Area, Israel

• Developed a Software as a Service (SAAS) of autonomous machine learning robots for social media development.
• Grew the company from scratch with dozens of paying customers.

Dec 2012 – Mar 2015 · 2 yrs 3 mos · Ramat Gan, Israel

• Use of MATLAB Statistics and Machine Learning Toolbox to explore, analyse and process the distribution of Amino acids in Proteins and the Gait of Human beings
• MATLAB design and implementation of a UI for Analysis of AFM Imagery
• C-C++ programming of a Gait Analyser using 3D data from Kinect
• Completion of DNA based symphonies with MATLAB that were featured on TEDMED 2014

Nov 2012 – Dec 2013 · 1 yr 1 mo · Tel aviv

• Use of Excel to gather data from European Framework for Pre-clinical funding
• Preparation of marketing materials as well as regular presentations
• Liaison between French laboratories (public and private) and our company for Pre-clinical trials
• Preparation of grant proposal for the European framework program

Nov 2010 – Aug 2012 · 1 yr 9 mos · China, Taiwan and Hong Kong

• Supply chain optimisation, delays and shipments, quality control, quality assurance of plastic containers and silicon products
• Managing operations of production. US$ 1.5M of goods negotiated in 2011
• Use of Excel and automated reports to present results Managing production teams in Mainland China in Chinese

Jan 2007 – Apr 2010 · 3 yrs 3 mos · China

• Developper and owner of an electric violin show that I performed in China. https://youtu.be/f9VoNTpEdIM
• Composed 45 Short symphonies for IDF soldiers fallen at war. https://www.avipilcer.com/violin
• Author of a DNA symphony featured at TEDMED 2014. https://avipilcer.com/tedmed2014/tedmed2014.jpeg , https://www.youtube.com/watch?v=z7RqqyH-yd4