Skip to main content
Test Double company logo
Services
Pragmatic Services Overview
Holistic software investment consulting
Acccelerate Software Delivery
Balance efficiency and quality
Improve Product Impact
Drive results that matter
Upgrade Rails Seamlessly
Update Ruby and Rails versions
Scale DevOps
Dev experience and infrastructure
Technical Recruitment
Build tech & product teams
Case Studies
Solutions
Legacy Modernization
Renovate legacy software systems
Pragmatic AI
Solve business problems without hype
Technical & Product Assessments
Uncover root causes & improvements
About
About
What's a test double?
Approach
Meeting you where you are
Founder's Story
The origin of our mission
Culture
Culture & Careers
Double Agents decoded
Great Causes
Great code for great causes
EDI
Equity, diversity & inclusion
Insights
All Insights
Hot takes and tips for all things software
Leadership
Bold opinions and insights for tech leaders
Developer
Essential coding tutorials and tools
Product Manager
Practical advice for real-world challenges
Say Hello
Test Double logo
Menu
Services
BackGrid of dots icon
Services Overview
Holistic software investment consulting
Software Delivery
Accelerate quality software development
Product Impact
Drive results that matter
Cycle icon
DevOps
Scale infrastructure smoothly
Upgrade Rails
Update Rails versions seamlessly
Technical Recruitment
Build tech & product teams
Case Studies
Solutions
Solutions
Legacy Modernization
Renovate legacy software systems
Pragmatic AI
Solve business problems without hype
Technical & Product Assessments
Uncover root causes & improvements
About
About
About
What's a test double?
Approach
Meeting you where you are
Founder's Story
The origin of our mission
Culture
Culture
Culture & Careers
Double Agents decoded
Great Causes
Great code for great causes
EDI
Equity, diversity & inclusion
Insights
Insights
All Insights
Hot takes and tips for all things software
Leadership
Bold opinions and insights for tech leaders
Developer
Essential coding tutorials and tools
Product Manager
Practical advice for real-world challenges
Say hello

Pragmatic AI Software approaches

Hitting agentic coding blockers?Let's talk about it!

Ready to register for the AI Coffee Time webinar?

Register for AI Coffee Time
Coffee mug with text: Great Software is built by Great Teams

AI Coffee time with test double

AI harnesses: Let's discuss

April 22, 2026
2-3 pm ET/11 am-Noon PT

Senior software developers will share their own AI approaches and workflows. They’ll also discuss why constraints are so important for better agentic coding outcomes. It's the taste, judgment, and constraints you encode into the system that shapes what AI produces.

Featuring River Lynn Bailey, A.J. Hekman, Dave Mosher, Rick Reilly, and Jed Schneider.

Can't attend at this time? Register anyway, and we'll send you the recording.

Register now

Pragmatic AI Software Consultancy

AI should be actionable

We take a pragmatic approach to AI that's focused on balancing quality and efficiency. AI software development should:

  • Align to clear strategy
  • Focus on solving problems
  • Move the business forward
  • Provide positive ROI
More on pragmatic AI
Modern workstation with a rural, mountainous landscape in the background at sunrise

Pragmatic AI Insights

See all insights
A sunlit forest path winds through a lush green landscape in World of Warcraft, surrounded by towering trees, vines, rocky cliffs, and golden mist.
Developers
Developers
Developers
Horizontal Progression for Software

More capable AI doesn't automatically make better software. A longtime WoW player explores what horizontal progression could teach us about building products people love.

by
Dave Mosher
A glowing stream of light builds up inside a wide glass pipeline before squeezing through a narrow, green-lit bottleneck into a smaller pipe.
Developers
Developers
Developers
AI tooling may have solved coding, but not solutions delivery

AI made writing code faster, and software delivery didn't speed up to match. The Theory of Constraints predicted exactly this outcome forty years ago, and it also tells you what to do about it: measure your own end-to-end flow before you name the constraint or buy the tooling.

by
River Lynn Bailey
A woman relaxes in an office chair with her feet up, looking out a sunlit window while a small robot works at a laptop beside her and a golden retriever sleeps nearby.
Developers
Developers
Developers
Defend your downtime to improve agentic output

With agentic tools writing code, it feels natural to fill the waiting time by reaching for the next task. Before you do, though, have you considered what you might be losing by trying to parallelize more work? River Bailey digs into the question to understand why we should protect that downtime instead of filling it with more activity.

by
River Lynn Bailey

Pragmatic AI Case Study

See all case studies
Traingent
From zero to deployed: AI architecture that lets founders ship
Pelagic Research Services
Signal through noise: Building emergency-response software to access critical data in moments
Verse
Transform product uncertainty into strategic confidence
Rubber duck with Rubik's cube
Test Double double agents at retreat
Test Double double agents at retreat
Test Double rubber ducks and stickers
Test Double double agents at retreat
A keyboard, glasses, test double logo and rubber duckies.
Two test double employees wearing test double t-shirts embrace and smile at the camera.
Two people embrace and smile at the camera at a group event.
A person laughs at the camera in a group setting with a group of people.
Test double rubber duckie in a pool.
Rubber duck with Rubik's cube
Test Double double agents at retreat
Test Double double agents at retreat
Test Double rubber ducks and stickers
Test Double double agents at retreat
A keyboard, glasses, test double logo and rubber duckies.
Two test double employees wearing test double t-shirts embrace and smile at the camera.
Two people embrace and smile at the camera at a group event.
A person laughs at the camera in a group setting with a group of people.
Test double rubber duckie in a pool.
Rubber duck with Rubik's cube
Test Double double agents at retreat
Test Double double agents at retreat
Test Double rubber ducks and stickers
Test Double double agents at retreat
A keyboard, glasses, test double logo and rubber duckies.
Two test double employees wearing test double t-shirts embrace and smile at the camera.
Two people embrace and smile at the camera at a group event.
A person laughs at the camera in a group setting with a group of people.
Test double rubber duckie in a pool.

Let’s collaborate

We’re the team on a mission to improve how the world builds software.

Let’s talk about how to tackle hard software investment problems across the entire product life cycle.

Get started
Calendar icon

Chat with our team

Test Double Office Hours

Curious about what we're like to work with? We offer 30-minute turbocharged office hours with no strings attached—just pure, unadulterated brainstorm power.

Learn more
Test Double company logo
Improving the way the world builds software.
What we do
Services OverviewSoftware DeliveryProduct StrategyLegacy ModernizationPragmatic AIDevOpsUpgrade RailsTechnical RecruitmentAssessments
Who WE ARE
About UsCulture & CareersGreat CausesEDIOur TeamContact UsNews & AwardsN.E.A.T.
Resources
Case StudiesAll InsightsLeadership InsightsDeveloper InsightsProduct InsightsPairing & Office Hours
NEWSLETTER
Sign up hear about our latest innovations.
Your email has been added!
Oops! Something went wrong while submitting the form.
Standard Ruby badge
614.349.4279hello@testdouble.com
Privacy PolicyTerms & Conditions
© 2020 Test Double. All Rights Reserved.