Notes

Field notesfrom production.

Write-ups on the parts of AI, infrastructure and automation work that only show up after launch. No trend pieces, no predictions.

August 4, 20264 min readMachine learningMLOpsProduction
Why ML prototypes stall before production: seven failure modes
A demo that works is not a system that works. The gap between the two is filled with problems that have nothing to do with model architecture, and teams keep discovering them one sprint at a time.
Read the note

Ready when you are

Have a project in mind? Let's talk about it.

Send us a short description of what you're building or what's broken. We'll reply within a day with honest thoughts on scope, approach, and whether we're the right fit.

Start the Conversation View Pricing

Services Process Pricing Due diligence Contact

Why ML prototypes stall before production: seven failure modes

Have a project in mind? Let's talk about it.