Consulting

We install the patterns. You ship the work.

The hard part isn't the tool. It's learning to think in terms of orchestration instead of implementation, data instead of intuition, owned stacks instead of rented ones. That's what we transfer.

[email protected]GitHub

6,795

PRs merged

14,000+

contributions, past year

repos · 26 open source

$8.56

avg agent cost / feature

Problem

The gap isn't tools. It's architecture.

Most teams trying agents are still running a human-shaped workflow underneath — humans decomposing tasks, humans reviewing each diff, humans holding the gates. Diff quality goes up; throughput doesn't.

Moving past that needs concrete decisions: how to decompose work so agents can own a feature; where to put trust boundaries; what to automate, what to keep human, and the failure modes both create. None of those decisions are in a vendor doc.

What you get

Agent-first dev pipeline

Orchestration for your codebase. Worktree isolation, named agents, antagonistic review, model routing, CI integration. Same shape as our dark factory, tuned to your code.

Voice + content infrastructure

JSON Schema → JSON specs → composed system prompts, drafting endpoints, corpus capture. Your team's voice becomes data.

Data + model pipeline

Eval suites, LiteLLM gateway, Langfuse observability, vLLM where it makes sense, fine-tuning prep. Owned-stack inference where you want it; smart routing where you don't.

Self-hosted AI stack

IaC for the homelab tier. Proxmox + Terraform + Ansible + Docker Compose + Caddy + Tailscale + Infisical. Same pattern we run on.

How it works

Audit

Read codebase, CI, team structure, current workflow. What can be automated today, what needs architectural change, what stays human. Concrete assessment, not a generic playbook.

Install

Architect and stand up the pipeline alongside your team. Agents tuned to your code, gates wired into your CI, observability hooked into your stack. Every decision made in the open so your team understands it.

Transfer

Your team runs it. We're available for questions. No vendor lock-in, no recurring fees, no dependency on us shipping something for you to keep working.

Who this is for

Engineering teams shipping software, looking to multiply throughput without multiplying headcount.

Technical founders who recognize agent orchestration as the shape and want it installed correctly the first time.

Studios and labs building their own owned-stack workflow.

Teams running ML that want eval + observability + fine-tuning infrastructure they can iterate on themselves.

If you need someone to convince leadership AI matters, we're not the right engagement. We work with teams that already know.

What we don't do

Retainers. Engagements are scoped and end. The system is yours from there.

Code we won't ship to ourselves. Whatever we install passes the same gates we use.

Marketing-driven roadmaps. No features added to make demos look better.

One-size playbooks. Your codebase, your team. Every audit lands different.

Start

One email opens a 30-minute scoping call. Free. No deck — just your architecture and ours.

[email protected]See the work