How Boris Cherny Ships 27 PRs Daily With 100% AI Code.

8 min read
By Houston IT Developers
AI-powered coding workspace with multiple monitors showing automated development workflow

Quick Answer: Boris Cherny, creator of Claude Code at Anthropic, hasn't written code by hand in over two months. He ships 22-27 pull requests daily—each one 100% written by Claude. Company-wide, Anthropic reports 70-90% of their code is AI-generated. This isn't a vision of the future; it's happening right now at one of the world's leading AI companies.

When the creator of one of the most popular AI coding tools reveals he no longer writes code himself, it's worth paying attention. Boris Cherny's announcement in January 2026 sent shockwaves through the developer community—and for good reason.

Here's exactly how he does it, what it means for developers everywhere, and how you can start adopting a similar workflow.

Watch: Claude Code Tutorial - From Zero to Building Features

Peter Yang's beginner tutorial demonstrating the same workflow Boris Cherny uses: Plan mode, CLAUDE.md, and to-do lists before coding.

The Shocking Revelation: 22-27 PRs Daily

In a post that went viral across developer communities, Boris Cherny shared statistics that seemed almost unbelievable:

"For me personally, it has been 100% for two+ months now, I don't even make small edits by hand. I shipped 22 PRs yesterday and 27 the day before, each one 100% written by Claude." — Boris Cherny, Creator of Claude Code

To put this in perspective: most developers consider shipping 2-3 well-crafted pull requests per day a productive output. Cherny is shipping 10x that volume—without typing a single line of code himself.

The Numbers That Matter

MetricBoris Cherny's Output
PRs shipped daily22-27
Code written by hand0%
Duration of this workflow2+ months
Small manual editsNone

What "100% AI-Written" Actually Means

When Cherny says 100% AI-written, he means exactly that. But this doesn't mean he's passive in the process. His role has shifted from writing code to directing code.

The New Developer Workflow

Traditional Development:

  1. Understand the requirement
  2. Research solutions
  3. Write code line by line
  4. Debug issues
  5. Write tests
  6. Submit for review

Cherny's AI-First Development:

  1. Understand the requirement
  2. Describe the solution to Claude
  3. Review AI-generated code
  4. Direct Claude to fix issues
  5. Have Claude generate tests
  6. Submit for review

The mental work remains—understanding problems, designing solutions, reviewing quality. But the mechanical work of typing code has been completely eliminated.

How Cherny Directs Without Typing

Cherny's approach relies on several key practices:

1. Plan Mode First He starts most sessions in "Plan Mode" (accessible by pressing Shift+Tab twice in Claude Code), iterating with Claude until the approach is solid. Only then does he switch to auto-accept mode for implementation.

2. Clear Communication Instead of vague requests, he provides specific requirements, constraints, and context. The clearer the direction, the better the output.

3. Iterative Refinement If output isn't right, he doesn't manually fix it—he directs Claude to fix it. This maintains the 100% AI-written standard while ensuring quality.

Modern software engineering team collaborating with AI tools showing productivity metrics and code review workflows
Modern software engineering team collaborating with AI tools showing productivity metrics and code review workflows

Company-Wide Adoption at Anthropic

Cherny's personal workflow isn't an outlier. Across Anthropic, AI-generated code has become the norm.

"Pretty much 100%" of code across Anthropic is AI-generated, according to Cherny. An Anthropic spokesperson clarified the company-wide figure is between 70% and 90%.

Why Claude Code at Anthropic is Special

There's a particularly interesting detail: about 90% of Claude Code's own code is written by Claude Code. The tool is essentially building itself.

This creates a powerful feedback loop:

  • Claude Code writes code for Claude Code
  • Improvements make Claude Code better at writing code
  • Better code makes Claude Code more capable
  • The cycle accelerates

The "Unshackled" Feeling

"Engineers just feel unshackled, that they don't have to work on all the tedious stuff anymore." — Boris Cherny

This quote captures something important about the psychological shift. Developers who adopt AI-first workflows often report feeling liberated from the mechanical aspects of coding, allowing them to focus on what they actually enjoy: solving problems and building products.

What This Means for the Industry

Cherny made a prediction that every developer should consider:

"I think most of the industry will see similar stats in the coming months—it will take more time for some vs others. We will then start seeing similar stats for non-coding computer work also."

The Trajectory is Clear

TimelineExpected Industry Adoption
NowEarly adopters (70-100% AI-generated)
6 monthsFast followers reach similar levels
1-2 yearsMajority of industry adopts AI-first
BeyondExtends to non-coding work

What This Means for Different Developers

For Individual Contributors: The ability to ship 10x more while maintaining quality creates massive career advantages for early adopters.

For Tech Leads: Team management shifts from coordinating code writers to orchestrating AI-augmented developers.

For Organizations: Smaller teams can achieve what previously required large engineering departments.

How to Start Your Own AI-First Coding Journey

Ready to adopt a similar workflow? Here's how to begin:

Step 1: Set Up Claude Code

  1. Install Visual Studio Code
  2. Add the Claude extension
  3. Connect your Anthropic account
  4. Start with simple tasks to build familiarity

Step 2: Adopt Plan Mode Discipline

Before implementing anything:

  • Enter Plan Mode (Shift+Tab twice)
  • Describe what you want to build
  • Iterate on the plan until it's solid
  • Only then switch to implementation

Step 3: Resist Manual Edits

This is the hardest part. When you see a small issue, your instinct will be to fix it manually. Instead:

  • Describe the issue to Claude
  • Let Claude make the fix
  • Review the change

This maintains your feedback loop and helps Claude learn from your preferences.

Step 4: Build Your CLAUDE.md

Document mistakes and preferences so Claude learns:

  • Style conventions
  • Common patterns in your codebase
  • Mistakes to avoid
  • Best practices for your project

Step 5: Use Verification Loops

Give Claude ways to verify its own work:

  • Run tests after changes
  • Check UI in browser
  • Validate against requirements

Cherny calls this "probably the most important thing" for getting great results.

Futuristic office environment with developers using AI-powered tools showing seamless human-AI collaboration
Futuristic office environment with developers using AI-powered tools showing seamless human-AI collaboration

The Mindset Shift Required

Adopting a 100% AI-coded workflow requires more than new tools—it requires a new mindset.

From Craftsman to Director

Traditional programming valued craftsmanship: elegant algorithms, clean code, efficient implementations. These still matter, but your role shifts from craftsman to director.

You're no longer the one wielding the tools. You're the one deciding which tools to use, what to build, and evaluating whether the result meets the standard.

From Typing to Thinking

When you stop typing code, something interesting happens: you have more time to think. About architecture. About user experience. About whether you're solving the right problem.

This is where human value increasingly lies—not in implementation, but in direction and judgment.

From Individual Output to Multiplied Impact

Cherny ships 22-27 PRs per day. That's not humanly possible with traditional coding. But it's possible when you're directing AI rather than doing everything yourself.

Your impact is no longer limited by your typing speed or time. It's limited by your ability to direct, review, and ensure quality.

Frequently Asked Questions

Does Boris Cherny really not write any code by hand?

Yes. He's been clear that for over two months, 100% of his code has been AI-generated—including small edits that most developers would do manually.

What model does he use?

Cherny uses Opus 4.5 with thinking enabled for all his coding work, valuing quality over speed.

Is this workflow only possible at Anthropic?

No. While Anthropic engineers have advantages in early access and deep familiarity with the tools, the core workflow is replicable by anyone with access to Claude Code.

How long does it take to adopt this workflow?

Most developers report the transition taking 2-4 weeks of consistent use. The key is resisting the urge to make manual edits and trusting the iterative process with AI.

What happens to coding skills?

Understanding code remains essential—you need to review, evaluate, and direct effectively. But the mechanical skill of writing code becomes less important than the strategic skill of directing AI.

Bottom Line

Boris Cherny's workflow represents the cutting edge of AI-assisted development. While not everyone will immediately achieve 100% AI-generated code, the direction is clear:

The developers who thrive will be those who learn to direct AI effectively, not those who resist the transition.

Key takeaways:

  • 100% AI-coded workflows are achievable today
  • The shift is from writing code to directing code
  • Planning and verification are more important than ever
  • Early adopters gain significant productivity advantages
  • This trend will accelerate, not slow down

The question isn't whether to adopt AI-first development—it's how quickly you can make the transition.


Want to accelerate your development with AI-first practices? Contact Houston IT Developers to learn how we help teams adopt cutting-edge AI development workflows.

Sources:

Houston IT Developers

Houston IT Developers

Houston IT Developers is a leading software development and digital marketing agency based in Houston, Texas. We specialize in web development, mobile apps, and digital solutions.

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