Skip to content
You adopted AI but the delivery timeline didn’t change.
Our paper explains why →
Services
AI Product Engineering
Build AI products that move beyond prototypes into secure, production-ready systems.
AI Enablement
Equip your engineering teams with AI workflows, tooling, and practices that compound productivity.
AI Modernization
Transform legacy systems into AI-ready platforms without disrupting your business.
Engineering systems that make AI work.
Solutions
Orara (Conversation Intelligence)
Anthara (AI conduct layer)
Industries
Payer Tech
Provider Tech
Behavioral Health
Our Work
About Us
Founders & Team
Meet the engineers, designers, and operators behind the work. Small teams, shared standards, and a culture built around craft.
Careers
Hiring
Join a team that values thoughtful engineering, continuous learning, and doing one thing well.
Tell us what you’re building.
Talk to Us
How We Work
Resources
Resources
Blog
Field Notes (Formerly Engineering Blog)
Inspiration
AI learning resources
Bee (AI dev plugin)
Bee is a free, open-source Claude Code plugin that gets your engineers writing better code with AI from day one.
Community
Talk to Us
Talk to us
97 Things Not To Do
97 Things Not To Do
Software Craftsmanship
Do not assume that technical debt is a problem with your code
By
Sapan Parikh
97 Things Not To Do
Do not Release Code Without Automated Tests
By
Sapan Parikh
97 Things Not To Do
Do not Get so busy that you stop learning
By
Sapan Parikh
97 Things Not To Do
Do not Optimize Prematurely
By
Sapan Parikh
97 Things Not To Do
Do not Show Separate Estimate for Unit Testing
By
Sapan Parikh
97 Things Not To Do
Do not Copy and paste code to minimize the impact:
By
Sapan Parikh
97 Things Not To Do
Do not Fall for faux agile
By
Sapan Parikh
Go Back Blog