AI workflows your team will actually use.
Three weeks, one engineer, your stack. We pair with your team, harden the edges, and document the failure modes. Then we leave.
A three-week engagement. One engineer. Finished work.
We read your codebase.
Before any workflow, we spend a week in your repo. We learn your conventions, your pain points, and where AI will actually help versus where it will make things worse.
We pair with one team.
One engineer, embedded with a squad you choose. We build the workflow alongside them, not as a deliverable handed down. They own it before we leave.
We leave you docs, not dependencies.
A runbook, a failure-modes document, a setup script. No retainer, no SaaS subscription to us, no "ongoing partnership." You hire us to finish something.
Spec before code. Always.
The spec is the contract between humans and models. AI agents amplify intent — clarity scales, ambiguity scales faster. The spec also outlasts the engagement: after we leave, your team edits the spec, not our prompts.
The tools we plug together.
Shipped an AI code-review pipeline in 18 days.
Harlow's platform team was drowning in PRs. We built a review pipeline that triages 80% of changes automatically and flags the 20% that actually need human eyes. It runs on their infra, on their provider, without a Twill Studio in the loop.
Read more on the blog →From the shop floor.
All posts →Why Obsidian became the central brain of every engagement
1.5M users, 22% YoY growth, 2,000+ plugins — and not a dollar of VC. Why local-first Markdown won the AI era, and how we use Obsidian as the durable layer between humans and agents.
Spec-driven AI development: why we write specs before code
Why every Twill engagement starts with a spec, and how we choose between Spec Kit, OpenSpec, Superpowers, and Plan mode for the work in front of us.
Introducing Night Shift
Your codebase doesn't clock out at 6pm. Night Shift runs AI agents on your task queue overnight, so you wake up to pull requests — not problems.
The obvious ones.
Three weeks. One engineer.
Your stack, our hands.
Tell us what you are building and we will tell you if we can help. No pitch deck required.