Ship serious software with AI agents.

Exit Code LLC is a US-based engineering company, headquartered in Raleigh, North Carolina, that builds and runs agent orchestration systems — the machinery around tools like Paperclip and Claude Code that lets companies ship serious software with AI agents. Exit Code stands up the system inside the client's own repository — harnesses, specs-as-code, review gates, CI, and evals — and runs it with senior engineers until the client's team can run it as product owners.

Agent orchestration is the engineering discipline of turning AI coding agents into a reliable software delivery system. Tools like Claude Code and Paperclip can produce code from a prompt; orchestration is everything that makes the output trustworthy: harnesses that structure the work, specs the agents must satisfy, review gates nothing skips, CI that catches drift, evals that report when quality slips, and escalation paths for decisions agents shouldn't make alone. Without that layer, agents produce impressive demos. With it, they ship production software.

Yes — but not out of the box. Coding agents feel like magic in the first hours; then real projects hit a reliability wall, and teams conclude that AI can't ship real software. They're usually right about their setup and wrong about the agents. Making agents reliable takes engineering investment — harnesses, specs-as-code, review gates, CI, and evals — plus senior engineers accountable for what merges. With that system in place, agent output is held to the same bar as human code: tested, reviewed, and boringly reliable. Building that system is Exit Code's core business.

Vibe coding is prompting an AI and shipping whatever comes back. It's a legitimate way to explore an idea — and it's how a growing number of production codebases got into trouble: no tests, no CI, and an architecture that's whatever the model felt like that day. The problem isn't using AI to write code; Exit Code's systems do exactly that. The problem is shipping the output without engineering discipline around it. Vibe coding gets you a demo; orchestration gets you a product.

Four. Agentic Setup & Support: Exit Code stands up the agent orchestration system — Paperclip or Claude Code harnesses, review gates, CI, evals — in your repository, trains your team to run it, and stays on support. Agentic Delivery Consultancy: written, defensible advice on agent-orchestrated delivery — tooling, process, and where agents won't help. Vibe-Code Rescue: triage, test and CI backfill, and a path back to a shippable state for vibe-coded codebases. Fractional CTO: retained technical leadership for the agent era.

Three ways. First, the deliverable: a dev shop sells hours and a consultancy sells slides; Exit Code builds an orchestration system in your repository — versioned, reviewed, and owned by you — and trains your team to run it. Second, discipline: every change the system produces, agent-written or human, passes tests, review, and CI before it merges. Third, honesty: the advice comes from people who run this machinery in production, so it includes where agents won't help and when a rescue is really a rewrite.

Companies with real software to ship. Two profiles fit best: engineering leaders who tried coding agents like Claude Code or Cursor, saw the early magic, then hit the reliability wall on real work; and founders or executives who own a vibe-coded codebase — built by a contractor, a previous team, or an unsupervised agent — that demos well and now has to become a real product. If a company has no software to ship and no mess to fix, Exit Code will say it's not the right fit.

Both, in a fixed relationship: the fleet does the work, and a senior engineer at its head answers for everything that ships. Agents take the mechanical load — implementation, tests, documentation, refactors — while the engineer sets the architecture, holds the review gates, and takes the escalations agents shouldn't decide alone. During setup that engineer comes from Exit Code; the end state is your own team running the fleet as product owners. When the work is a product surface, the same specs, gates, and evals carry design from Figma to production frontend. You never get a prompt operator; you get a machine with a human accountable for its output.

Primarily Paperclip for multi-agent delivery orchestration and Claude Code for the engineering work itself, wired into standard machinery: your repository, your CI, specs-as-code, review gates, and evals. The recommendation isn't fixed, though — Exit Code's consultancy work regularly weighs Paperclip against bare Claude Code, other tools, or building in-house, judged against a client's actual constraints. And for some work, the honest answer is no agents at all.

The client. Everything Exit Code builds — harnesses, specs, review gates, CI wiring, evals — lives in the client's repository, versioned and reviewed like the production code it is. There is no hosted platform to stay subscribed to and no folder of prompts on someone else's laptop. The end state is the client's team running the machine; Exit Code stays on support for harness upgrades as models change, eval maintenance, and an engineer to call when the machine surprises them.

Product owner. You decide what to build and accept what ships; the orchestration system — and the senior engineer at the head of it — handles how it gets built and proven. That is the end state every engagement is engineered toward: not a team that babysits agents, but a delivery machine where your attention goes to product decisions, and anything the system shouldn't decide alone is escalated to you explicitly.

Usually — and when it can't, Exit Code says so. Vibe-Code Rescue starts with triage: what works, what only demos, where the risks are, and an honest written verdict — rescue or rewrite — before you commit to either. Stabilization comes next: characterization tests and CI around the behavior you actually have, so nothing regresses silently. Then critical paths get fixed through review gates. The rescue itself runs on orchestrated agents — under specs, gates, and CI, they are exceptionally good at backfilling tests, tightening types, and chasing dead code. The discipline your project was missing is the product.

Yes — the Fractional CTO service puts a senior technical leader on retainer. It covers the classic surface — architecture ownership, delivery process, hiring bar, board-ready reporting — re-angled for the agent era: which work goes to agents, what orchestration to run, how to review code a machine wrote, and how the team's roles change as the machine takes the mechanical load. The difference from a generic fractional CTO: these answers come from leaders who run agent-orchestrated delivery in production.

Exit Code doesn't publish rate cards, because scope drives price. Engagements range from a focused assessment — a consultancy review or a rescue triage — to retained work like Agentic Setup & Support or a Fractional CTO. Email hello@exit-code.com with what you need to ship and the state of your codebase, and you'll get a scoped proposal — including an honest "you don't need us yet" if that's the truth.

Exit Code's engineers are senior software engineers based in Eastern Europe. The company itself is a US LLC headquartered in Raleigh, North Carolina. All work happens in the client's repository and CI, under written specs and review gates, so geography doesn't change how the machine runs.

Email hello@exit-code.com and describe what you need to ship: the product, the stack, and where the codebase stands. Exit Code will tell you how it would ship it — which engagement fits (Agentic Setup & Support, Agentic Delivery Consultancy, Vibe-Code Rescue, or Fractional CTO), what it would do first, and whether it honestly isn't the fit.