Coming Soon, 2026

The Output
Trap.

How Software Teams Learned to Ship Everything and Confirm Nothing

A book about why your team is building faster
and learning slower.

A book byJP LeBlancSVP Engineering, CircleCI
18 chaptersOne diagnosis
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The argument
01

The roadmap is already a fiction.

Part One: The Plan Is Already Wrong

02

You can double your throughput and double your waste simultaneously.

Chapter 3: The New Constraint

03

The new constraint isn't velocity. It's the rate at which an organization can confirm what it actually accomplished.

Chapter 3: The New Constraint

Self-Assessment
Free Diagnostic

Is your team in
the Output Trap?

20 questions across 6 dimensions. 15 minutes. Find out whether your team is built for outcomes or optimized for the appearance of progress.

Output Machine0–15
Transitioning16–30
Outcome-Ready31–45
Rare46–52
Take the Diagnostic →
What this book is about

For thirty years, the software industry built planning infrastructure around one constraint: implementation was expensive and slow.

That constraint has collapsed. AI-assisted development has compressed implementation timelines by two-thirds, sometimes more. The roadmap was not designed for this. The sprint was not designed for this. The QA department cannot survive it. The CI/CD pipeline was built to deliver code, not to ask whether the code should have been written.

The planning infrastructure has not noticed. Most organizations are running 2019 governance on 2026 velocity. Teams are shipping faster than they are confirming anything. The confirmation gap (the distance between “we shipped it” and “we know it worked”) is expanding at the exact rate output is accelerating.

The Output Trap is a diagnosis of what is breaking, a map of what replaces it, and an honest account of the human cost of getting there.

Numbers that should bother you

8%

The percentage of shipped features most teams formally evaluate against their intended outcome.

How much faster your team ships. How much faster you're accumulating unconfirmed bets.

Inside the book
01

The Roadmap Is Already a Fiction

The quarterly plan was designed for a world where implementation was the constraint. That world is gone.

02

When Releases Dissolve Into Mutation

When you deploy 200 times a quarter, there is no release. There is only the stream, and the stream is unreadable.

03

Why QA Dies as a Department

The team that catches wrong directions before they execute at scale is not a downstream inspection function.

04

The End of the Handoff

The boundary between PM, design, and engineering was always a coordination surface, not a law of nature.

05

What Human Roles Actually Matter

Four roles. None requiring capabilities humans didn't already have. What changed is which ones are now load-bearing.

06

The Confirmation Record

Institutional knowledge fades. A confirmation record compounds. Only one of those survives someone leaving.

+ 12 more chapters

About the author
JL

JP LeBlanc

SVP Engineering, CircleCI

JP LeBlanc leads engineering at CircleCI, where his teams build the delivery infrastructure thousands of engineering organizations use to ship software. He has spent twenty years watching the gap between what teams build and what they confirm grow wider with each passing quarter.

He is also the founder of OODLC, a platform built directly on the framework this book describes.

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