I developed a fraud-detection agent stack with LangChain and Langfuse, then tuned recursion depth, token use, and sampling settings to balance accuracy, cost, and latency under a tight contest budget.

I designed and benchmarked a multi-model defense pipeline combining FFNNs, GNNs, and transformers across malware triage, intrusion alerting, and tactic attribution. It highlights model behavior under noisy data and practical deployment trade-offs for SOC workflows.

I investigated verifier edge cases and mapped bypass candidates to reproducible exploitability conditions in controlled labs. The work connects kernel internals with hardening guidance and realistic attacker paths.

I built an investigation workflow where AI-generated output must pass evidence-grounded checks before acceptance. The project emphasizes hallucination resistance, adversarial prompt robustness, and reproducible validation logic for forensic tasks.

I processed 230k SSH honeypot sessions with NLP and sequence models to classify attacker intent and map behavior to ATT&CK techniques. The pipeline is built for analyst readability and downstream threat-intel use.

I implemented core cryptographic primitives and protocol exercises in C and Python, then stress-tested them through cryptanalysis and CTF-style break/fix challenges. It bridges formal concepts with hands-on attacker thinking.

I engineered a secure timeout and watchdog mechanism on NXP S32K3 with FreeRTOS, validating behavior on hardware and in QEMU loops. The work prioritizes reliability under fault scenarios and secure embedded timing.

I designed and compared IPSec and TLS VPN lab topologies in SoftEther, then inspected traffic with Wireshark to validate handshake and tunnel behavior. The final analysis documents security and performance trade-offs.

I developed a security-first full-stack forum with RBAC authorization, JWT-backed sessions, and TOTP-based 2FA. Backend patterns were aligned to OWASP guidance with a focus on practical abuse resistance.

I co-built Budget HQ, a fintech-focused web platform created during the IEEE-HKN Global Hackathon where we secured 1st place worldwide. The delivery balanced rapid product iteration with secure full-stack engineering.