// fraud & security analyst

Jeffrey David

Catching scams before they cost people money

Summary

Aspiring fraud, SOC and security analyst, bilingual in English and Spanish, with 4+ years of operations leadership in a heavily regulated industry, where I verified licenses and compliance paperwork for 100+ vendor brands and led teams of up to 26. I build open-source detection tools in my Guardian series, including ai-guardian, which finds the AI agents on a machine and flags what they can access, and php-guardian, shipped the day after a CISA critical-vulnerability alert. Open to fraud, SOC and security analyst roles, remote or Southern California.

6open-source security tools shipped
97automated tests across my tools
100+vendor brands verified for compliance
16 → 26driver team scaled (+63%)

Security Projects

ai-guardian: Shadow AI Agent Scanner

Oct 2026
  • Free, local scanner that discovers the AI agents on a machine (AI apps, coding agents, browser extensions, local model servers, and MCP servers that connect agents to files and accounts) and maps what each one can access.
  • Flags risky setups: API keys stored in plain text, agents with access to the whole drive or SSH keys, permission prompts turned off, unpinned or unencrypted MCP servers, and local AI servers exposed to the network.
  • Brings the discover-and-map model of enterprise AI agent security (e.g. CrowdStrike Falcon Guardian) to individuals and small businesses. Read-only, with every secret masked in output.
  • First scan of my own laptop found 16 AI agents; that real-world run exposed 3 bugs that synthetic tests missed, which I fixed and covered with regression tests (23 tests total).
  • Project page: jeffreyesdavid.github.io/ai-guardian
PythonAI securityMCP / AI agentsSecrets detectionLeast privilegeUnit testing

php-guardian: php2shell Exposure Scanner

Oct 2026
  • Built the day after CISA warned of "php2shell" (CVE-2026-109618 / CVE-2026-109619), critical PHP flaws allowing unauthenticated remote code execution.
  • Automates CISA's first step, asset inventory: finds PHP installs in common hiding spots and flags vulnerable, patched, and end-of-life versions against the fixed releases.
  • JSON output and exit codes so results can feed a SIEM, cron job, or CI pipeline. Read-only, with no exploit code; 16 boundary tests.
  • Project page: jeffreyesdavid.github.io/php-guardian
BashVulnerability managementCVE responseCISA guidanceJSON / SIEM

Wi-Fi Guardian: Evil Twin & Look-alike Wi-Fi Detection

Oct 2026
  • macOS tool that spots fake Wi-Fi before you join it: evil twins (same name, weaker security), unknown access points, look-alike names (homoglyphs, hidden characters, "FREE WiFi" bait), and router identity changes that point to ARP spoofing.
  • Wrote a small Swift helper because macOS hides Wi-Fi names from apps without Location permission; 11 detection tests.
  • Runnable attack demo uses a simulated network, so my real network name, router MAC, and location stay out of the public repo.
PythonSwift (CoreWLAN)Wireless securityARP spoof detectionUnit testing

tx-guard: Crypto Transaction Safety Checker

2026
  • Python command-line tool that checks a crypto transaction before it is signed and explains the risk in plain English.
  • Try it live: txguard-jeffrey.streamlit.app, a web version anyone can use without installing anything.
  • Matches every address in a transaction against 2,500+ known scam addresses from a public threat-intelligence list.
  • Detects the most common wallet-draining tricks: unlimited token approvals, NFT "approve all," and permit signatures.
  • Simulates the transaction on the live Ethereum network to show exact losses (e.g. "you lose 500 USDC") and surface approvals hidden inside other calls.
  • Covered by 37 automated tests; validates malformed input instead of silently misreading it.
PythonEthereumThreat detectionREST / JSON-RPC APIsUnit testingStreamlit

VPN Guardian: Personal Security Agent

2026
  • macOS monitoring agent that checks every 30 seconds that a VPN is actually protecting the connection, and alerts the laptop and phone the moment it isn't.
  • Detects VPN drops, IP leaks (the VPN reports "connected" but sites still see the real IP) and route leaks (traffic leaving outside the tunnel), plus Wi-Fi, DNS and location changes.
  • Explains each alert in plain English with a local AI model through Ollama, so no data leaves the machine.
  • Project site: jeffreyesdavid.github.io/vpn-guardian, with a live check of what websites can see about the visitor.
BashNetwork securityVPN / routingLocal AI (Ollama)macOS

beat-guard: Beat Fingerprinting & Theft Detection

Oct 2026
  • Python tool that fingerprints music producers' beats, timestamps them on Bitcoin as proof of ownership, and finds them inside other songs, even under vocals, compression, or a sped-up disguise.
  • Outputs a shareable evidence report; 10 end-to-end tests.
PythonAudio fingerprintingSHA-256Evidence reporting
  • Python script that checks passwords against the Have I Been Pwned breach database.
  • Uses k-anonymity, so only a partial hash is sent and the real password never leaves the machine.
PythonHashingPrivacy by design
  • Investigated a critical security alert on my own account: rotated credentials, audited active sessions, and checked for mailbox persistence.
  • Documented the triage and remediation steps in a written incident report.
  • Practiced credential hygiene: scoped a least-privilege access token to a single repository, then revoked and rotated it immediately after accidental exposure.
Incident responseMFALeast privilege

Experience

Packaging Department Manager / Brand Supervisor

2023 – 2024
White Ray · Adelanto, CA
  • Hired and led a team of 6 to ensure every product was packaged and labeled in line with state regulations.
  • Provided direct operational support to the CEO, CFO, and Director of Cultivation on planning and oversight.
  • Acted as liaison between the executive team and department managers to streamline workflows.
  • Built the company's brand identity and social media presence from scratch ahead of a planned delivery launch.

Cultivator

2021 – 2023
Yellow Dream Farm · Adelanto, CA
  • Handled every stage of commercial cultivation, from cloning and propagation to harvest.
  • Monitored environmental controls and ran integrated pest management across a multi-room weekly harvest rotation.

Operations & Dispatch Manager

2020 – 2021
SoCal Green Meds · Hesperia, CA
  • Promoted from Dispatcher to run all delivery and dispatch logistics for a high-volume operation.
  • Vendor due diligence: verified licenses, Certificates of Analysis, and required paperwork for 100+ brands before their products reached customers.
  • Scaled the active driver team from 16 to 26 while optimizing routes and performance.
  • Oversaw daily inventory and secured exclusive brand partnerships.
  • Contributed to the company winning the "Best of the Desert" award in 2021.

Owner / Vendor

2024
Nostalgia Vault LA · Los Angeles, CA
  • Ran a vintage apparel business: sourcing, inventory management, pricing, and direct sales at pop-up markets.

Skills

Security

Scam and fraud pattern detection · Transaction risk analysis · Incident response · Vulnerability management and CVE response · AI agent security (MCP) · Wireless threat detection · Secrets detection · Credential hygiene and least privilege · Threat-intelligence lists

Technical

Python · Bash · Swift basics · Git and GitHub · GitHub Pages · REST and JSON-RPC APIs · JSON for SIEM ingestion · Local AI (Ollama) · Ethereum fundamentals · Automated testing · macOS and Linux command line

Languages

English · Spanish (bilingual)

Operations & Compliance

Vendor due diligence · Regulatory compliance · Team leadership · Logistics · Inventory management · Executive support

Education & Certifications

CompTIA Security+

In progress

Google Analytics · Google Ads · Meta Blueprint · HubSpot

Completed

Victor Valley College

Currently enrolled
Victorville, CA

Music Production Program

Los Angeles Film School · Los Angeles, CA