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// LANimals collective — gnomeman4201
security researcher and tool developer
6+ years hands-on experience building and breaking systems
building in public under controlled anonymity
day job: infrastructure // nights: everything else
collective: LANimals // zine: badBANANA // handle: gnomeman4201
self-taught: networking · security tooling · adversarial AI
"let the work speak first. identity follows."
The full ecosystem map — how every tool connects, the adversarial training loop, and the philosophy behind it all.
DOMAIN DEPTH NOTES
─────────────────────────────────────────────────────────────────
Adversarial Simulation █████████░ Lune — 57-module tradecraft lib
Network Deception ████████░░ LANimals — adaptive honeypot engine
OSINT / Intel ████████░░ OpenSight — entity graphs, bundles
Python / FastAPI ████████░░ production local-first backends
Adversarial AI / LLM ███████░░░ prompt-space ops, mutation engines
C2 Infrastructure ███████░░░ AES-128-CBC, hardened beacon cycle
System Administration ██████░░░░ multi-site infra, self-taught
Threat Detection ██████░░░░ risk scoring, behavioral analytics
Modular Adversary Simulation & Live Deception Framework
57-module tradecraft library. LLM-powered mutation engine. Pre-built operation chains. Encrypted C2 infrastructure (AES-128-CBC + HMAC-SHA256). Unified persona system. Hardened agent with encrypted beacon/report cycle. Built for operators who need real deception capability — not demos.
stack: Python · MIT licensed · CI passing
modules: tradecraft/ · deception/ · C2/ · agents/ · chainforge/
status: active — authorized red team ops and controlled lab simulation only
Adaptive Deception Intelligence Platform
Local network intelligence and active deception system. SQLite persistence, honeypot trap engine, behavioral risk scoring, force-directed graph UI. See what's moving on your network — and make it regret it.
stack: Python · FastAPI · SQLite · D3.js · SQLAlchemy
status: active development
Document Intelligence & OSINT Platform
Entity extraction, typed knowledge graph, community detection, LLM summaries, investigation bundle system with .osight export/import. Demonstrated on FBI document corpus.
stack: Python · FastAPI · SQLAlchemy · Canvas API · SQLite
status: active development
↑ click to read // badBANANA Issue 01 — Living Systems
Writing as gnomeman4201 on DEV.to
· Operating in Prompt Space: Red Teaming the Control Plane of an LLM
· LANimals — building deception infrastructure for local networks
· The Name Did the Talking [WeCoded 2026]
· devto-analytics-pro — presence tracking for the terminal-minded
GITHUB GRADE REPORT // GnomeMan4201
══════════════════════════════════════════════════════════════
METRIC SCORE WEIGHT WEIGHTED
─────────────────────────────────────────────────────────────
Commit Consistency 97/100 ×0.25 24.3
12/14 repos pushed within 48h — near perfect
Project Depth 94/100 ×0.20 18.8
Lune: 57-module tradecraft lib, hardened C2, CI/CD
LANimals: production deception platform
OpenSight: full OSINT pipeline
Community Signal 73/100 ×0.20 14.6
88 followers · 18 stars · growing
pseudonymous operator — intentional visibility cap
Codebase Volume 85/100 ×0.15 12.8
274MB+ across 14 repos, daily active
External Presence 82/100 ×0.10 8.2
dev.to · badBANANA zine · DEF CON · LANimals collective
Documentation Culture 33/100 ×0.10 3.3
strategic opsec posture — adjusted weight applied
─────────────────────────────────────────────────────────────
COMPOSITE 86/100
GRADE ░░░░░░░░░░░░░░░░░░ B+
TREND ↑ C- → B- → B → B+
CEILING: A- (gap: community signal · public visibility)
══════════════════════════════════════════════════════════════
GnomeMan4201@github
──────────────────
OS: Pop!_OS // gnomeman4201
Role: Building Maintenance Tech (day) / Security Dev (night)
Stack: Python · Shell · FastAPI · SQLite
Repos: 14 public (12 pushed within 48h)
Stars: 18 earned
Age: 4.2 years on platform
Org: LANimals collective
Zine: badBANANA Issue 01 // DEF CON
Handle: gnomeman4201
Grade: B+ (↑ from C-)
the work speaks first.
identity follows.
© badBANANA collective // LANimals