jefe@ecosystem_
26 repos
jefe@ecosystem:~$ whoami

I build platforms,
not just features.

Senior Systems Engineer by title. Platform engineer, AI architect, and fullstack developer by practice. 20+ years turning infrastructure into systems that think, adapt, and ship. Currently orchestrating 20 AI agents across 26 repositories through a custom ops dashboard.

LinkedIn jeff@jeffhulford.com
20+
Years Engineering
8
Languages
26
Active Repos
20
AI Agents
jefe@ecosystem:~$ cat philosophy.md

What I Build

I started in operations — keeping servers alive, managing deployments, watching dashboards at 3 AM. That evolved into infrastructure automation, then into platform engineering, then into building the tools that build the tools.

Today I design interconnected systems where AI agents coordinate development work across an entire ecosystem. 20 specialized agents — each with scoped permissions, custom skills, and independent verification workflows — working in parallel across Python, TypeScript, C++, Go, and C# codebases. A custom ops dashboard tracks dozens of backlog items across 15 epics.

The portfolio below isn't a collection of hobby projects. It's a self-aware development platform where the agents that build the software also audit, test, and document it. Every devlog entry is written by the agents that did the work.

jefe@ecosystem:~$ git log --oneline professional/

Professional Experience

Anonymized case studies from enterprise engineering work.

Enterprise Infrastructure

Enterprise Git Migration + CI/CD Modernization

Migrated an entire engineering organization's codebase to a new Git org with GitHub Actions deployment pipelines. Built GitHub Apps integrations, implemented HashiCorp Vault with JWT authentication for secrets management, and integrated Artifactory for artifact storage. Automated dozens of operational processes including certificate provisioning via SecretStore.

100%
Codebase migrated
GHA
CI/CD pipelines
Vault
JWT secrets mgmt
40+
Processes automated
AI-Assisted Engineering

Engineering Dashboard with RAG-Powered Codebase Search

Built a custom GUI system (Star Trek LCARS-inspired) for the engineering team featuring an integrated RAG-indexed codebase chatbot. Engineers search the entire codebase in natural language. Upgraded legacy Windows Forms to modern WPF, integrated with GitHub Actions and Artifactory. The dashboard became the team's primary interface for build monitoring, deployment tracking, and documentation search.

RAG
Codebase search
NLP
Natural language queries
WPF
Legacy UI modernized
GUI
Custom dashboard UI
jefe@ecosystem:~$ ls -la projects/

Projects

Not a buzzword list. Every item here has shipped in a real system.

Kernel · Systems Programming

JefeOS / JefeRust

Custom x86_64 kernel (C++) with from-scratch crypto (Curve25519, Ed25519, AES-GCM, ChaCha20-Poly1305), TLS 1.3, SSH/SFTP, NTFS filesystem, secrets vault, and GUI window manager. JefeRust is the companion Rust implementation exploring memory-safe systems programming.

C++ Rust TLS 1.3 SSH ChaCha20
AI/ML · Pipeline

JefeAI

RAG semantic search (ChromaDB), multi-model orchestration (vLLM + Ollama), tabletop RPG session archival pipeline (scene extraction, Gemini illustration, Kokoro TTS, ChromaDB RAG indexing), MLflow experiment tracking, 3-tier LLM evaluation.

Python vLLM ChromaDB MLflow RAG
Encrypted Messaging · Fullstack

FreeChat

E2E encrypted messaging platform. AES-256-GCM encryption, RSA-4096 key exchange, WebSocket real-time, bot/webhook system. Four clients: React web, Tauri desktop, native Android (Kotlin/Compose), API.

TypeScript Kotlin AES-256-GCM RSA-4096 PostgreSQL
Linux Distribution

JefeLinux

Hardened Alpine-based Linux distro with 6-layer defense-in-depth. Reproducible ISO builds in under 8 minutes via Jenkins. 4 build variants, automated security auditing.

Shell Docker Jenkins Hardened
Bot Ecosystem · Streaming

Jefebots

Three Twitch/Discord bots: Jefebot (30+ AI personalities, film club, Twitch commands), VibeBot4000 (DJ stream bot with shoutout queues), GygaxBot (tabletop RPG campaign management + AI session archival).

JavaScript OpenAI Twitch EventSub Discord.js
Game Development

Games Portfolio

15+ HTML5 browser games, 3 satirical idle games, MMO prototype (MonoGame C#, .NET 8) with FFT job system and 101-test suite. 13 prototypes shipped in a single session using parallel AI agents.

TypeScript C# HTML5 Canvas
Security · Automation

Sentinel

Nightly automated code review system. Dual-LLM verification pipeline (Nemotron + Ollama) sweeps 25 repositories for security findings, code quality, and dependency vulnerabilities. Results posted to Discord and JefeHQ dashboard.

Python FastAPI vLLM ChromaDB
AI · Wellness

JefeHealth

Privacy-first therapy and wellness assistant. Local LLM-powered conversational support with encrypted session storage. Runs entirely on local infrastructure — no cloud, no data sharing.

Python FastAPI Ollama SQLite
Social Platform · Fullstack

Enclave

Social platform with user profiles, feeds, and community features. Express/React stack with PostgreSQL, Redis, and Cloudflare deployment.

TypeScript React PostgreSQL Redis
AI · Interactive Fiction

Adventure GUI

Interactive tabletop RPG campaign platform with AI dungeon master, TTS narration, and AI-generated scene illustrations. Campaign management with persistent world state and character tracking.

Python FastAPI ComfyUI Kokoro TTS
jefe@ecosystem:~$ cat skills.yml

Capabilities

> Languages
Python, TypeScript, JavaScript, C++, C#, Kotlin, Go, Shell, Groovy, SQL
> AI / ML
vLLM (Nemotron Cascade 2, local 96GB VRAM GPU), Ollama, ComfyUI, Stable Diffusion, ChromaDB/RAG, Kokoro TTS, MLflow, QLoRA/Unsloth fine-tuning, multi-agent orchestration
> Fullstack
React, Express, FastAPI, WebSocket, Prisma, PostgreSQL, Redis, REST API design, Zustand, Vite
> Infrastructure
Docker, Jenkins CI/CD, Prometheus/Grafana, Cloudflare, Linux server admin, GitHub Actions, HashiCorp Vault
> Security
E2E encryption (AES-256-GCM, RSA-4096, ChaCha20), OAuth2 (Ory Stack), TLS 1.3 implementation, secrets management
> Mobile & Desktop
Android (Kotlin, Jetpack Compose, Hilt, Retrofit), Tauri (Rust), OBS integration
> Systems
x86_64 kernel dev, bootloaders, drivers, NTFS, networking stacks, SSH/TLS from scratch
> AI Agents
20 specialized agents, custom skill system, cross-agent verification, parallel dispatch, ops dashboard orchestration
jefe@ecosystem:~$ tree --dirsfirst -L 1

The Ecosystem

26 repos. 20 agents. One interconnected platform.

JefeAI
AI platform, RAG, LLM
JefeOS
Custom x86_64 kernel
JefeLinux
Hardened distro
JefeStream
Streaming infra
FreeChat
E2E encrypted chat
Jefebots
Discord/Twitch bots
JefeHQ
Ops dashboard
JefeMon
Monitoring suite
JefeHome
Home automation
JefeAgentOS
Agent orchestration
JefeVault
Password manager
FreeVox
Voice/video (LiveKit)
Jenkins
CI/CD pipelines
Games
15+ browser + MMO
Websites
4 domains
Sentinel
Nightly code review
JefeHealth
Wellness assistant
Enclave
Social platform
Gigi
Personal AI assistant
JefeLife
Wellness tracking
Infrastructure
Jenkins CI/CD · Docker · Prometheus/Grafana · Cloudflare
Connected Via
WebSocket · REST API · EventSub · RAG · SQLite · Redis
Business Entity
JefeWorks LLC (filed 2026)
jefe@ecosystem:~$ ./assistant --interactive

Ask the AI

RAG-powered assistant trained on my professional background. Searches a ChromaDB vector store with semantic retrieval. Try it.

assistant vLLM (Nemotron Cascade 2) + ChromaDB RAG
[assistant] I can answer questions about Jeff's experience, skills, projects, and technical background. What would you like to know?
>
jefe@ecosystem:~$ tail -f devlog/

Engineering Log

Documented engineering sessions. Each one written by the agents that did the work, with independent security verification.

View devlog →