Complex tech,
explained
simply.
Like finding the right nut in the right tree.
Hi, I’m Cesar “Aran” Pasillas — software engineer, AI builder, and your bushy-tailed guide through Java, LLMs, microservices, and modern engineering.
No jargon forests. Just clear paths and well-hidden nuts of knowledge.
Aran DataNut
Chief Nut Architect
“Every complex system has a simpler version hiding inside it. My job is to find it — like a nut under the snow.”
- RAG Pipelines
- Java Spring
- LLM Orchestration
- Microservices
- Whisper AI
- Vector Stores
Every post, same
friendly formula
Aran breaks down each concept the same way — so you always know what to expect and always walk away with the nut.
chunks = vector_store.search(
query=“user question”, top_k=5
)
Aran DataNut
Chief Nut Architect
“Think of a RAG pipeline like my winter stash — I don’t memorize every nut’s location. I just remember which tree to check.”
- RAG Pipelines
- LLM Routing
- Vector Stores
Aran’s Nutshell
Today’s Nut
What you take home today
“Don’t memorize the whole forest. Just know which tree to check. That’s RAG in one sentence.”
- RAG = map, not memory
- Embeddings = coordinates
Latest posts
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Managing Beans and Dependencies
Spring automates the process of creating objects and binding them together. Spring takes the responsibility of creating instances of classes and binding the instances based on their dependencies. The instances or objects that Spring manages are called beans. But, how Spring manages…
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Creation of a Spring Project
Building a Spring project from the scratch can be a very challenging process. This is because the developers need to decide which dependencies the project will use, and then they need to build and set up the application infrastructure, such as…
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Spring Architecture
Besides of the Spring terminology, when we start with Spring we start to hearing about Spring boot, Spring Cloud, Spring MVC, Spring AOP, etc. and then we don’t know how to start and in the worst of the case we drop…
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Programming Squirrel 