Projects
001 · Detection · Infrastructure
RedTeam: The Detection Engine
Core Member · Maintainer · 2025 - Present
Cybersecurity challenge development for the RedTeam Subnet: browser-extension detection, anti-detect automation research, and the infrastructure and operations behind the challenges.
What it does
RedTeam Subnet runs cybersecurity challenges. Work spans challenge development, browser-extension detection, anti-detect automation research, and challenge infrastructure and operations.
The problem it solves
TODO: describe the problem the subnet and its challenges address.
My role
Core member and maintainer, focused on detection and infrastructure.
What I built
Challenge development, browser-extension detection, anti-detect automation research, challenge infrastructure and operations. TODO: specific components.
Architecture & tech
TODO: architecture overview and technology stack.
Hard parts
TODO: the hardest technical problems.
Outcomes
TODO: real outcomes (no invented metrics).
002 · TODO
N2 Voice Labs: The Resonance Chamber
TODO · TODO
TODO: summary of N2 Voice Labs.
003 · AI Engineering · Browser Automation · Detection
AI Engineering: The Intelligence Core
TODO · TODO
AI engineering work, including at Bee Intelligence Global: AI engineering, browser automation and detection, Rust scoring infrastructure, analytics and backend.
What it does
At Bee Intelligence Global: AI engineering, browser automation and detection, Rust scoring infrastructure, analytics and backend.
004 · Backend · Infrastructure
Backend & Infrastructure: The Systems Foundation
TODO · TODO
Backend and infrastructure work, including Rust scoring infrastructure, analytics and backend systems, and challenge infrastructure and operations.
What it does
Rust scoring infrastructure, analytics and backend (Bee Intelligence Global), and challenge infrastructure and operations (RedTeam Subnet).
The Chronicle
1,186 commits across 78 repositories, July 2025 to November 2026.
Chapter 00 · Jul 2025 – Nov 2026
The Record
1,186 commits · 78 repositories
Every tower beside this causeway is one month of commits, from the first in July 2025 to this one. The tallest is May 2026.
Chapter 01 · Jul 2025 – May 2026
First Light
135 commits · 9 repositories
It started on the web: company sites, client dashboards, documentation and a blog. This is where I learned to ship things people actually use.
- An internship application flow and a hackathon winner-verification page
- A research and portfolio site with papers, timelines and client logos
- MkDocs documentation and a blog, with themes, navigation and deploy pipelines
Chapter 02 · Sep 2025 – Oct 2026
The Detection Challenges
178 commits · 20 repositories
On the RedTeam Subnet, miners compete to beat security challenges and validators score them. I built the challenges themselves: browser detection, behaviour and fingerprinting.
- Humanize-behaviour challenge, versions 2 to 5
- Automation-browser sniffing and anti-detect automation detection
- Device fingerprinting with a session proxy, and a reusable challenge template
Chapter 03 · Jan 2026 – Oct 2026
The Analyzer
204 commits · 5 repositories
Thousands of miner submissions needed to be understood, not just scored. The Analyzer pulls them in, extracts the techniques behind them and makes the whole field searchable.
- Multi-file submission support across agent, API and frontend
- Technique extraction, usage counts and exact-match lookups to linked miners
- Scoring results, review fields and persistent filters in a Next.js dashboard
Chapter 04 · Apr 2026 – May 2026
The Agents
37 commits · 2 repositories
Then the systems started building systems. A looping agent proposes techniques, a supervisor judges novelty and decides when to stop, and an agent workflow pack runs the team's daily engineering.
- Supervisor with a full lifecycle state machine, stop conditions and novelty evaluation
- Offensive and defensive technique libraries, plus GitHub App PR automation
- Architect, backend, frontend, tester and docs agents with workflow commands
Chapter 05 · May 2026 – Aug 2026
The Runner
217 commits · 2 repositories
To test the challenges for real, you need bots: lots of them, in many browsers, run repeatably. The automation bot runner became the busiest month in this record.
- Browser driver abstraction with batch and attempt orchestration
- Anti-detect vendor installers, preflight checks and profile rotation
- Run artifacts, per-batch summaries and a hardened HTTP API
Chapter 06 · Jan 2026 – Nov 2026
The Foundations
162 commits · 15 repositories
Underneath all of it: the plumbing. Reverse proxies, release pipelines, deployments, logging and backends that keep many small services standing.
- Nginx edge configuration for many services, with health-checked deploys
- Standardised versioning and release workflows across the subnet's repos
- Backends in Python and NestJS, including a fintech remittance pipeline and a duty-roster bot
Chapter 07 · Dec 2025 – Nov 2026
The Frontier
142 commits · 17 repositories
Newer challenges, open research and the side quests that don't fit anywhere else, including a robot DJ.
- Browser-extension classification, network-flow OS fingerprinting and an integrity scorer
- Chrome DevTools Protocol research and cinematic scenes for the challenge portal
- TurtleBot3 robotics, algorithms practice and a learning lab
Chapter 08 · Sep 2026 – Nov 2026
The Resonance
44 commits · 4 repositories
N2 Voice Labs: voice agents that understand people who switch languages mid-sentence, and a live interpreter between two callers.
- Cascaded live interpreter, from speech-to-text through translation to speech
- Voice cloning, SIP transfer and latency reporting, covered by golden-path tests
- C4 architecture docs and a landing page with a living voice-network visual
Chapter 09 · Nov 2026
Now
67 commits · 4 repositories
A new backend from the first commit, where the design decisions are written down before the code, and this observatory. The best discoveries are still ahead.
- Data model and stack decisions recorded before any code was written
- A versioned API, safe migrations and a transactional outbox with retries
- The Infinite Observatory, the world you are flying through