Autonomous AI Engineering

This Engineer Never Sleeps.

Devin isn't an autocomplete. It is an autonomous agent that clears your backlog, modernizes legacy codebases, and executes complex tickets end-to-end via Slack.Arkwright help you to integrate Devin securely in your enterprise workflows so you can scale output without scaling headcount.

# eng-backend
PM
Sarah (Product)10:42 AM

@DevinCould you pick up PROJ-402? The checkout timezone bug is affecting EU users. Needs a quick fix before the weekend.

Workspace // PROJ-402
New Task Assigned

Engineering Teams Are Drowning.

Midmarket engineering is a constant battle between greenfield innovation and technical debt. Devin fundamentally changes the math.

The Endless Backlog

Feature requests and low-priority bugs pile up in Jira because your senior engineers are too busy fighting fires or building core IP.

Impact: Velocity Bottleneck

Legacy Tech Debt

Sprawling, undocumented monoliths that no one wants to touch. Migrations stall because they are too tedious for human engineers to endure.

Risk: Innovation Stalled

The PM Bottleneck

Non-technical stakeholders wait weeks for simple UI tweaks or data pulls because they cannot execute on the codebase themselves.

Dependency: Eng Queues
Agentic Integration

Native to Your Ecosystem.

Devin isn't another tab you have to keep open. It lives where your team works—in Jira, Slack, and GitHub.

Jira / Linear
Ticket Created
Slack
@Devin Assigned
Devin
Agentic Execution
GitHub / GitLab
PR Submitted
Team
Human Review

What Can Devin Do?

From clearing tedious bug queues to rewriting enterprise Java, Devin tackles the work that slows your team down.

Backlog Annihilation

Feature requests pile up while your engineers fight fires. Devin acts as an autonomous contributor that PMs can assign to low-priority or tedious tickets directly from Jira or Linear. It reads the ticket, navigates the repo, and submits PRs while your team sleeps.

Sprint Board (Auto-Assigned)4 Tasks Active
[ENG-102] Update pricing tier copy across marketing site
[ENG-144] Fix timezone offset bug in user dashboard
[ENG-201] Migrate old React class components to hooks
Scroll to explore

The Semantic Layer.

Devin doesn't just write code; it reads it. With DeepWiki, Devin crawls your entire legacy codebase and documents it in plain English.We configure this as an MCP, allowing any employee to query your technical architecture using just Slack, and allowing your engineers to build upon it with full context using tools like Claude Code, Cursor, and GitHub Copilot.

Raw Source
Legacy Repo
Undocumented Source
Processing
DeepWiki
Semantic Mapping
Final Output
Shared Context
Technical Wiki (English)
"How does the legacy payment routing work?"
Context provided by DeepWiki MCP

Proven at Scale.

Devin usage at enterprise customers grew 65x over the last 13 months. Companies like Palantir, Ramp, and Mercado Libre are redefining engineering velocity.

100k+
Pull Requests Merged

Devin has successfully authored, tested, and merged over 100,000 PRs in live production environments, from hotfixes to major refactors.

>10x
Contract Expansion

Cognition's banking and SaaS customers typically expand their initial pilots by 10x within 8 months as Devin scales across squads.

90%
MTTR Reduction

By triaging Sentry and Datadog alerts autonomously, Devin reduces the Mean Time To Repair for production incidents by up to 90%.

4k+
Doc Pages Generated

DeepWiki crawls millions of lines of legacy code weekly, generating thousands of pages of human-readable documentation for technical teams.

Why Partner with
Arkwright?

Deploying Devin at scale requires more than just an API key. We help you synchronize your entire technical ecosystem onto a single, high-fidelity context layer.

  • Unified Semantic Layer (DeepWiki + MCP)
  • Enterprise-Grade RBAC & AD Integration
  • Cross-Tool Context Sync (Devin to ChatGPT)
  • PM & Engineering Delegation Frameworks

Devin Core

Secured by Arkwright

Deployment Scoping

Ready to clear your first 100 tickets?

Book a scoping session to identify which parts of your legacy codebase and Jira backlog Devin can start resolving on day one.

Devin AI Implementation | Enterprise Software Engineer Deployment | Arkwright | Arkwright Solutions