Skip to content

DEV Community

Orka Series' Articles

Back to marcosomma's Series

Cover image for Don Quixote Of Orchestration: Building For Problems No One Sees Yet

marcosomma

Nov 23 '25

Don Quixote Of Orchestration: Building For Problems No One Sees Yet

#ai #opensource #programming #resources

6 min read

Cover image for Reasoning In The Wild: How I Actually Think About Cognition

marcosomma

Nov 25 '25

Reasoning In The Wild: How I Actually Think About Cognition

#ai #rag #programming #opensource

10 min read

Cover image for 🧠Veterinary AI Workflow with OrKa: Specialist Orchestration, Structured JSON Input, and Observable Reasoning

marcosomma

Nov 29 '25

🧠Veterinary AI Workflow with OrKa: Specialist Orchestration, Structured JSON Input, and Observable Reasoning

#ai #opensource #programming #rag

5 min read

Cover image for 🧠Maybe I Just Do Not Get It!

marcosomma

Dec 2 '25

🧠Maybe I Just Do Not Get It!

#ai #rag #machinelearning #opensource

12 min read

Cover image for 🧠LLMs As Sensors

marcosomma

Dec 6 '25

🧠LLMs As Sensors

#ai #architecture #machinelearning #rag

9 min read

Cover image for 🧠Impostor Syndrome Workflow.

marcosomma

Jan 3

🧠Impostor Syndrome Workflow.

#ai #agents #opensource

19 min read

Cover image for 🧠I Built a Support Triage Module to Prove OrKa’s Plugin Agents

marcosomma

Jan 10

🧠I Built a Support Triage Module to Prove OrKa’s Plugin Agents

#showdev #agents #architecture #testing

7 min read

Cover image for I Tried to Turn Agent Memory Into Plumbing Instead of Philosophy

How memory becomes redundant overhead

marcosomma

Mar 26

I Tried to Turn Agent Memory Into Plumbing Instead of Philosophy

#agents #ai #architecture #softwareengineering

7 min read

Cover image for I Ran 500 More Agent Memory Experiments. The Real Problem Wasn’t Recall. It Was Binding.

Rigor beyond happy-path testing

marcosomma

Apr 13

I Ran 500 More Agent Memory Experiments. The Real Problem Wasn’t Recall. It Was Binding.

#ai #programming #rag #graphknowledge

14 min read

Cover image for The Model Does Not Need Memory. The Situation Does.

Value of information absent from weights

marcosomma

Jun 29

The Model Does Not Need Memory. The Situation Does.

#ai #rag #mcp #llm

11 min read