June 2026 – Sept 2026 / Everpure
AI Infrastructure Triage Agent
Built infrastructure tooling and a custom agent harness for an internal AI triage agent, reducing false positives by 89% and increasing accuracy by 45%.
selected work
Systems, security, machine learning, and research projects with the problem, approach, impact, and source links kept in one crawlable place.
June 2026 – Sept 2026 / Everpure
Built infrastructure tooling and a custom agent harness for an internal AI triage agent, reducing false positives by 89% and increasing accuracy by 45%.
Feb 2026
Secure PostgreSQL-backed MCP message bus for Codex and Claude Code agents, with direct and broadcast delivery, priority long polling, acknowledgements, and auditable events.
Dec 2025 – Jan 2026
Full-stack federal policy research agent that searches nine official government sources and streams source-backed answers with full-text and PDF retrieval.
Sept 2025 – Present / UCSB NLP Group
Evaluation harness comparing single-shot, majority-vote, and persona-conditioned LLM debate on AIME 2025, GPQA, and HLE-Verified.
Aug 2025 – Present
Local agentic router that runs multi-step builds and tests in isolated workspaces, records structured logs, and packages only fresh deliverables.
Jun 2025 – Sept 2025 / Cisco
Modernized Cisco ASA LiNA LDAP authentication by extracting a Linux agent; moved to upstream OpenLDAP, closed 45+ CVEs, and made authentication 5x faster.
Jul 2024 – Oct 2024 / Spillbox
Globally distributed predictive file cache built in Go, trained on 100K+ access logs and achieving 95%+ prediction accuracy.
Sept 2024 – Jun 2025 / UCSB Arch Lab
ERSP research using PyRTL and Egglog to recover fold abstractions from synthesized netlists and verify Boolean simplifications.
Aug 2024 – Sept 2024
Python CLI that converts natural-language intent into shell commands with Groq-backed generation, syntax validation, and configurable execution guardrails.
Jan 2024 – May 2024 / Data Science SB
Facial-emotion classifier trained on 35K+ images with 87% accuracy, paired with Gemini 1.5 Pro mood recommendations; first place among 53 teams.
Jan 2024 – May 2024
Expo/React Native prototype for discovering and reporting UCSB campus utility conditions; winner of Best UI/UX among 10 teams.
Jan 2024 – Feb 2024 / Data Science SB
Compared five classifiers for red and white wine quality, reaching 84% accuracy from 11 physicochemical features and placing top five at the UCSB Datathon.
May 2022 – Sept 2022 / Polygence Symposium
Research study tracing Moore’s Law from 1965 through heterogeneous computing and its continuing influence on machine-learning hardware; Polygence Symposium finalist.