Skip to content
View awdemos's full-sized avatar
🏠
Working from home
🏠
Working from home

Block or report awdemos

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
awdemos/README.md

Quotidie est ratio plenae laetitiae in miraculo vitae
Every day is the reason for complete joy in the miracle of life

πŸ‘‹ Hi, I'm Andrew

I build everything from scratch β€” open-source systems, commercial AI infrastructure, and hands-on consulting

Linux Rust NVIDIA Kubernetes Go Python Vibe Coding Agency Book a Call


πŸš€ The Pitch

I build the full stack β€” from kernel to UI β€” entirely in Rust, entirely from scratch.

An operating system. A text editor. An AI coding assistant. A blockchain. A borrow checker. An agent orchestrator. Neural networks. Programming languages. Simulators for synthetic life.

Most of it is open source; the commercial products and services below help me keep building in public.

Personal stretch goal: Build every tool I rely on β€” nothing I use should be something I couldn't have written myself. Full ownership of the stack.

I give all of this away for free as a shoutout to all the known and unknown open source hackers out there who influenced me, either directly or indirectly.


πŸ’Ό Products & Services

I run Vibe Coding Agency β€” shipping production AI infrastructure, agentic systems, and GPU cloud access for teams that need to move fast.

Offering What it is Investment Get started
UltraWork GPU cloud chat & console for AI inference $399/mo Sign up β†’
KV Cache Store Hosted KV-cache storage & sharing for LLMs Pay-as-you-go Dashboard β†’
kvcdn-cli Open-source CLI to generate, verify, quantize, and upload KV caches Free / OSS Install β†’
Open Superintelligence Stack The same OpenCode environment we use to ship $199/mo Subscribe β†’
Hourly Vibe Coding Hands-on AI infrastructure pair-programming $199/hr Book hours β†’
Monthly Retainer 10 hours of dedicated agency support per month $1,999/mo Start retainer β†’
Private Discord Community Members-only community & early access $4.99/mo Join β†’

πŸ† The Trinity β€” Full Stack Ownership

These three represent my core thesis: if you use it every day, you should own it.

Project What Why It Exists
RegicideOS Rust AI-native Linux distribution β€” Gentoo + BtrFS + Cosmic Desktop, every layer optimized for ML Because an OS that doesn't understand GPUs is obsolete
openlibertas Rust Terminal-based AI coding assistant with multi-provider, MCP tools, multi-agent delegation, voice mode Because your coding assistant should be yours β€” free forever, no subscriptions
neoxide Rust Neovim-inspired terminal editor with LSP, tree-sitter, Lua plugins, splits, registers, macros, marks Because every developer deserves an editor that matches how they think

🧠 Selected Open Source

A curated set of projects that power my commercial work and research. See the full awdemos org for experiments in blockchain, languages, simulations, and games.

πŸ€– AI / Agent Infrastructure

Project Description Lang
openlibertas Full AI coding assistant β€” 15 agent personas, MCP tools, voice, session management Rust
kairo Agentic orchestrator β€” model-agnostic routing, ReAct agents, WASM sandboxing Rust
zerochain Multi-agent orchestration via plain text files β€” no brokers, no databases Rust
Routage Async LLM router β€” sub-millisecond model dispatch, zero GC pauses Rust

✏️ Developer Tools

Project Description Lang
neoxide Neovim-inspired terminal editor β€” LSP, tree-sitter, Lua plugins, splits, macros Rust
opencode-memento Context preservation across AI coding sessions TypeScript

πŸ–₯️ Systems & GPU

Project Description Lang
RegicideOS AI-native Rust Linux distro β€” Gentoo + Cosmic Desktop, GPU-optimized kernel Rust
cuda-oxide-demos 25+ GPU demos: ML inference, N-body, matrix ops, KV cache, attention Rust

πŸ“‚ Production Demos & Reference Patterns

Not everything is scratch-built. Some things are battle-tested patterns you can actually use in production:

Demos Repo

  • Kubernetes β€” 100+ deployment patterns, Cilium eBPF, multi-cluster federation
  • LLM Infrastructure β€” RAG pipelines, fine-tuning, multimodal benchmarks
  • KV Cache Infrastructure β€” Generate, quantize, and host KV caches for LLMs with kvcdn-cli + KV Cache Store
  • CI/CD β€” Dagger Go pipelines, container-native builds, security scanning
  • IaC β€” Pulumi (Go/TypeScript) for Azure & AWS multi-tenant infrastructure
  • Rust β€” Matrix ops, CLI boilerplate, async patterns that don't leak memory
git clone https://github.com/awdemos/demos.git

🧭 How I Think About Building

Reproducible. Observable. Composable.

I design systems from first principles. Small tools that do one thing well and compose cleanly β€” the Unix way, but for the AI era.

  • I don't trust black boxes. If I can't audit it, I don't ship it.
  • I prefer code over YAML. If it can be code, it should be code.
  • I believe in AI sovereignty. Models you own, data you control, infrastructure you can audit.
  • I value memory safety. Not because Rust told me to, but because debugging segfaults at 3am is a waste of a life.
  • I'm a huge fan of tried and true principles and underappreciated technologies. I can work on everything from a PDP-11 to FreeBSD and post-Linux kernels with equal fluency.

My formative years were spent on Slashdot and deep in open source culture β€” that ethos of transparency, collaboration, and building in public is still how I work today.

What Kimi 2.7 has to say about my coding style: A technically deep, curiosity-driven engineer with strong systems programming instincts, a Rust-centric toolchain, and heavy involvement in AI/automation tooling. Likely experiments broadly and iterates fast rather than shipping polished products. Possible backgrounds: systems engineer, game dev, AI/ML tooling, or indie hacker.


πŸŽ–οΈ Background

Now AI Factory Lead at a Fortune 500 β€” led technical collaborations with NVIDIA, building AI infrastructure that ships reliably, safely, and fast
2024–2025 Lead AI Infrastructure Engineer, Helix Center for Applied AI
Earlier Cycorp Inc. β€” reported to Dr. Doug Lenat, symbolic AI for defense & healthcare
Way back Sold Linux supercomputers Β· Built Top 500 HPC systems Β· Infrastructure at OpenDNS & Wikimedia Foundation
Certifications NVIDIA DGX SuperPOD Β· AI Infrastructure Β· InfiniBand Β· NVIDIA Pro Certifications Β· Agentic Certified
Awards Award-winning developer
Community Founder, Detroit AI Collective
Aspiration I aspire to motivate, lead, teach, and inspire every single day and it is not so much about me but the unbelievable mentors and colleagues whose shoulders I stand on who showed me the way. I don't believe in limitations β€” I only believe in the limits of imagination.

⚑ Best in Class

  • Best-in-class infrastructure engineering
  • The fastest CI/CD on the planet
  • Extreme performance optimization
  • Extreme Linux and open source security practices

🌌 The Bigger Picture: AI Pangaea

A lot of this work is anchored in one idea: the future of intelligence is unified, not fragmented.

I'm exploring what it means to build AI Pangaea β€” the convergence of distributed intelligence islands into a more cohesive, secure, and capable continuum:

  • Superintelligent entities with persistent memory and recursive self-improvement
  • Security at every layer β€” sandboxing, guardrails, consensus verification, confidential execution
  • Memory & continuity across sessions, devices, and intelligence islands

πŸ“„ AI Pangaea: Unifying Intelligence Islands β€” arXiv:2509.17460


🀝 Let's Connect

If you're working on something in the intersection of systems, AI, and security, I'd genuinely love to hear about it.


Β© 2026 Andrew White β€” Built with curiosity, caffeine, and a deep distrust of complexity for its own sake.

Pinned Loading

  1. LLMNotes LLMNotes Public

    AI engineering projects and notes from LM-Engineering bootcamp

    Python 6

  2. burn-demos burn-demos Public

    Going to try to building something cool with Burn

    1

  3. cowabungaai cowabungaai Public

    Forked from ansilh/leapfrogai

    Production-ready Generative AI for local, cloud native, airgap, and edge deployments.

    Python 4

  4. detroit-ai-collective detroit-ai-collective Public

    Detroit AI Collective - community hub for AI enthusiasts in the Motor City

    1

  5. dspy-redteam dspy-redteam Public

    Forked from haizelabs/dspy-redteam

    Red-Teaming Language Models with DSPy

    Python 1

  6. awdemos awdemos Public

    This is my professional portfolio demonstrating my interests in AI, DevOps, and software development.

    Shell 5