Products
Everything we build
Training, infrastructure, consulting, and production AI systems. Each product page includes specs, pricing, and current status, no hidden packaging.
Our customer onboarding process
1
Talk to us
You talk directly with the engineer who does the work. No account managers, no handoffs — just a working session about what you need.
Schedule a call →2
Sign up
Pick the product or service that fits your needs and get started. Hourly consulting, retainer, or a product subscription.
See pricing →3
Follow-up calls
The same engineer who shipped your work answers questions directly. Follow-up calls when you need them, async in between.
How we work →4
Stay connected
Join the private community or engage us on a monthly retainer for a long-term commitment.
Proof of work
Everything here is built and supported by Andrew, the principal engineer, with specialists brought in when a project needs scale. The code, case studies, and demos below are public; commercial outcomes are under NDA.
awdemos
Public GitHub org with Apollo Mission Simulator, Merlin LLM Router, RegicideOS, and more.
github.com/awdemos →Enterprise AI Atlas
Open-source patterns for agentic systems, MCP servers, RAG pipelines, and enterprise AI integration.
github.com/Enterprise-AI-Atlas →Case studies
Apollo, Merlin, DGX Spark Memory Planner, and VCA Inference Cache, with architecture and outcomes.
View case studies →Team & credentials
Who builds this, and the NVIDIA certifications behind the work.
Meet the team →Core offerings
Hourly Consulting
Live$149/hour. Pay as you go. Senior AI-native engineering wherever you are, with production code, docs, and runbooks delivered.
Private Community
LivePrivate peer network of AI builders, engineers, and operators sharing field notes, war stories, and early access.
Vibe Coding Academy
LiveTrain engineers to ship production systems in AI infrastructure, security, and MLOps. Cohorts run 6–10 weeks.
Monthly Retainer
Live$899/month for 10 hours of focused senior engineering. Async Slack/Discord access. Cancel anytime.
Managed GPU Cloud
LiveFully managed GPU instances on Nebius. We handle provisioning, tuning, and uptime.
Enterprise AI Atlas
LiveWe prototype and ship the agentic systems, MCP servers, RAG pipelines, and AI integrations documented in the Atlas.
All products
The full catalog, labeled honestly: Live products are production-ready and available now, Beta products are early access, and we do not sell experimental work as production-ready.
AgentCell
BetaIsolated Chainguard containers for coding agents, one per git branch. Review agent work like any other PR.
Open Superintelligence
BetaA managed bundle of plugins, MCP servers, and review agents for safe, intentional, multi-agent engineering.
UltraWork
Live$399/month flat-rate AI coding subscription. Hosted chat with a curated coding model and no token surprises.
UltraWork Coder
BetaDesktop AI coding application for local-first, multi-agent engineering. Plan, code, review, and deploy on your own machine.
UltraWork GPU Cloud
LiveRent bare-metal GPU instances by the month. No contracts, no surprises. Provisioned with your SSH key and ready for training or inference.
RegicideOS
BetaHardened Linux distribution for AI/ML workloads. Security is part of the base system, not an afterthought.
Digital Twins
DemoInteractive 3D replicas of AI infrastructure and facilities. Multi-level inspection, guided tours, and live data binding.
Wonderloom
Privacy-first adaptive learning engine. Illustrated adventures that turn your interests into guided reading, reasoning, and skill-building. Adults 18+.
Showcase
External products and experiments we contribute to or operate separately. These are not Vibe Coding Agency services, but they show the shape of our work.
KV Cache Store
ShowcaseExternal product. KV cache infrastructure and tooling for high-throughput AI serving.
Redcells
ShowcaseExternal product. Automated AI red-teaming platform. Probe the models you own or control for jailbreaks, prompt injection, and other adversarial weaknesses.
Signals
ShowcaseReal-time threat intelligence and OSINT dashboard for human and AI agent teams. A shared operations surface to detect, verify, and respond.
How we deliver
The core team is one senior engineer. For engagements that need scale, we bring in trusted specialists in security, compliance, data science, and design. You always know who is doing the work.
- Live products and services run through reproducible CI/CD with Dagger and Cloudflare Pages.
- Infrastructure uses least-privilege access, encrypted tunnels, and self-hosted auth where possible.
- Beta products are labeled as such; we do not sell experimental work as production-ready.
- NDA-bound references and deeper architecture reviews are available after an intro call.
Verify before you buy
We expect skepticism. Here is where to look for proof.
Case studies
Apollo Mission Simulator, Merlin LLM Router, DGX Spark Memory Planner, and VCA Inference Cache.
Public code
github.com/awdemos and github.com/Enterprise-AI-Atlas, production code, not slide decks.
Team & credentials
Who actually does the work, and the certifications behind the claims.
Not sure what you need?
Every engagement starts with a conversation. Email us with a rough description of what you are trying to do and we will point you to the right product, or combine a few.