Data-Driven Telecommunication Researcher at Unit 8200 (2024-01 – 2026-09)
Explored and analyzed raw network, telecommunication, and signal traffic at scale to derive actionable intelligence insights for operational and technical teams.
- Developed an advanced algorithm to detect patterns in partial, noisy spectral data under emergency scenarios, reducing false alarms from once every 2 weeks to once every 2 years.
- Engineered creative heuristics and complex SQL/Python queries to extract high-value patterns across packets, bit-level streams, and log topologies.
- Built targeted dashboards to communicate complex operational indicators and findings to non-technical commanders and analysts.
- Served as technical authority advising intelligence and R&D teams, evaluating and prioritizing 300+ operational targets.
- Architected an internal "second brain" indexing 6,000+ technical documents, accelerating cross-source analytical discovery.
- Engineered a functional Proof of Concept (POC) for an operational system within a 2-week wartime sprint to steer urgent R&D decisions.
- Managed multi-terabyte operational Oracle databases and mentored 6 incoming researchers during technical onboarding.
Deep Learning Research & Innovation (2021-11 – 2023-06)
GitHub Project
- Innovated a novel technique enabling GPT-like decoder transformers to predict multiple words simultaneously without altering base architectures.
- Built a PyTorch and Hugging Face POC, cutting inference latency and increasing throughput over standard Hugging Face implementations.
- Won 1st Place at the Israeli Young Researchers and Developers Competition (2023).
- Selected as Finalist representing Israel at the International Science and Engineering Fair (ISEF).
