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Now You Are Trained in AI. What Is Next?

February 11, 2026

green-dino_thumb_thumb[1]Another dinobaby post. No AI unless it is an image. This dinobaby is not Grandma Moses, just Grandpa Arnold.

I am assuming that you have [a] watched some YouTubes about smart software, [b] you have read articles online, [c] you fooled around with free or low cost large language models, and [d] you dug into a specific use case and made it work (more or less). Are you an AI adept? Tip: Not too many people will doubt your expertise. That’s good news, right?

Now the bad news: You have to learn more. I will come back to the “more” at the end of this essay. First, however, I want to take a quick look at a write up called “Beyond Giant Models: Why AI Orchestration Is the New Architecture.” Spoiler: You better be good at life-long learning.

The write up says:

AI is having its microservices moment.

I think this means that the “old” single large language model that knocks out high school essays for cheating teams doesn’t work for some other real life applications. Therefore, developers want to “break down” LLMs or take pieces of LLMs, hook them together, and do the 1 + 1 = 3 calculation beloved by power thinkers, techno-whiz kids, and MBAs who want to buy an island. (There is one available, I believe, complete with tacky decor and trash in plastic boxes.)

The write up continues by identifying and explaining the AI stack; that is,

  1. A model layer (what you have learned)
  2. The tool layer (what you are, I assume, now learning)
  3. The orchestration layer (what you absolutely have to learn tomorrow).
image

A life long guitar player faces his first audition for a job at a symphony orchestra. The young guitar player, who is an adept at K pop music knows he has to get symphony experience before he can become the next Lenny Bernstein. Thanks, Venice.ai. Good enough.

So what do you need to master tomorrow? That’s the orchestration thing. You must become adept at:

  1. Sequential logic or the chain pattern. This is the type of orchestration that leads to thinking about putting big money into data centers the need for which may be reduced by to-be innovations.
  2. Retrieval first logic or the old-school search – and – retrieval “utility” of machine – generated indexing, automated tokenization, and smart manipulation
  3. Delegation logic. The idea is that software will make little components (the microservice analogy) work like one big, smoothly functioning, smart application.

The author sums these consultant-crafted statements with this observation:

AI orchestration represents a maturation of the field….The future of AI isn’t in finding the perfect model. It’s in learning to conduct the orchestra.

Nice concept. Learn an instrument. You’re good. Six months of lessons, form a rock bank, and play high school parties. Now  you want to play in a big time band. You move to Nashville. You hang out. You play free gigs. Someone in the bar says, “Come by and meet a couple of people.” You go. The fellow’s “people” say, “Yeah, our guitar guy is not available. Want to sit in?” You sit. You play and get some money. Maybe $50 or $100 (after you pay for your burger and sparkling water)? You do this a year, two, possibly three. You have met people. You do fill ins. You hear that the local symphony wants to do a chamber concert thing featuring the music of Andrés Segovia. You show up. You do your thing. You get picked to participate but just sort of background strum along. You practice. You do gigs. You hook up with a local K-pop and digital native group. You tour in Arkansas and Alabama. You hear that the Delta Symphony Orchestra in Jonesboro, Arkansas, needs a conductor. You read The Art of Conducting Technique by Keith Wilson. (Actually you memorize it because the life of a guitar player riding a bus with the K Pop digital native folks is very draining. You get the job. You have health insurance. You can pay down your credit card. You can think about maybe marrying Mary Jones, the country music singer you dated when you first moved to Nashville. You have a life. Jonesboro is THE place. You look back on the 13 years required to become an orchestra leader.

Read the write up about software orchestration. Then consider the analogy and my summary of a life long learner’s journey. Easy. No problems. Just do it. Also, I have a bridge for sale right outside of Harrod’s Creek, Kentucky. Buy it. You can make millions. AI, becoming a conductor, making big money running a toll bridge. Just apply yourself.

Stephen E Arnold, February 11, 2026

Written by Stephen E. Arnold · Filed Under AI, News, Training 

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