Skip to content

DEV Community

AI, engineering & what survives production Series' Articles

Back to Richard Atkins's Series

Cover image for Stop shipping AI agents you can't measure: evals + observability from scratch

Jul 18

Stop shipping AI agents you can't measure: evals + observability from scratch

#ai #llm #testing #machinelearning

5 min read

Cover image for The real economics of a production LLM pipeline: resumability, cost-aware routing, and measuring when local beats the API

Jul 18

The real economics of a production LLM pipeline: resumability, cost-aware routing, and measuring when local beats the API

#llm #dataengineering #python #ai

7 min read

Cover image for Measure your own coding habits before you believe anyone else's numbers

Aug 5

Measure your own coding habits before you believe anyone else's numbers

#git #analytics #productivity #codequality

8 min read

Cover image for The code that hides the evidence

Aug 5

The code that hides the evidence

#software #analytics #code #devex

7 min read

Cover image for An MCP server that has to prove itself: citations, abstention and entitlements as CI gates

Aug 30

An MCP server that has to prove itself: citations, abstention and entitlements as CI gates

#ai #llm #mcp #python

5 min read

Cover image for The migration the data ordered: moving a production LLM pipeline off the Mac Mini under my desk

Aug 31

The migration the data ordered: moving a production LLM pipeline off the Mac Mini under my desk

#ai #llm #cloudnative #infrastructure

5 min read

Cover image for One LLM judge is an opinion. Two model families agreeing is evidence.

Sep 2

One LLM judge is an opinion. Two model families agreeing is evidence.

#ai #llm #testing #machinelearning

4 min read

Cover image for Measurement tools need evals too

Sep 3

Measurement tools need evals too

6 min read

Cover image for Earned Autonomy

Sep 9

Earned Autonomy

#ai #agents #automation #architecture

23 min read