Jhonny Banegas

An worldwide marathoner aspirant. Data Analyst, interested in Data Science & Big Data. KEEP IT SIMPLE.

[Jhonny Banegas @jbanegasb]

The AI Engineering Skills Map highlights 4 areas:

1️⃣ Build & deploy AI applications
2️⃣ Software engineering fundamentals
3️⃣ Use coding agents
4️⃣ Shape the build

As AI makes coding faster, engineering judgment becomes more valuable.

Credit: @AndrewYNg / @DeepLearningAI

[Python Developer @PythonDvz]

Understanding the AI Stack: LLM → RAG → AI Agent → Agentic AI

One of the biggest misconceptions in AI is treating these terms as interchangeable. They actually represent different layers of intelligence and capability.

🔹 LLM (Large Language Model) – Generates and understands natural language using its pretrained knowledge.

🔹 RAG (Retrieval-Augmented Generation) – Enhances an LLM by retrieving relevant, up-to-date information from external knowledge sources, reducing hallucinations.

🔹 AI Agent – Goes beyond answering questions by planning tasks, using tools, calling APIs, writing code, and executing workflows.

🔹 Agentic AI – Coordinates multiple AI agents to solve complex, goal-driven problems with minimal human intervention. This is where autonomous AI systems begin to emerge.

As AI engineers, understanding these layers helps us choose the right architecture instead of assuming every application needs a fully autonomous agent.

The future of AI isn't just about building larger models—it's about combining reasoning, retrieval, memory, tools, and orchestration into intelligent systems.

Which layer are you currently working with: LLMs, RAG, AI Agents, or Agentic AI? I'd love to hear your thoughts and experiences.

[Jhonny Banegas @jbanegasb]

AI-Assisted Software Development isn't about replacing developers, it's about amplifying their capabilities. AI excels at generating ideas, code, and documentation, while humans remain responsible for architecture, validation, security, and quality. #AI #SoftwareEngineering

[Jhonny Banegas @jbanegasb]

El futuro está cambiando, hay que evolucionar o sucumbir

[Financial Times @FT]

CEO of Microsoft AI Mustafa Suleyman joins FT editor Roula Khalaf to explain why most of the tasks accountants, lawyers and other professionals currently undertake will be fully automated by AI within the next 12 to 18 months https://t.co/yYKzS7NIOP

[Jhonny Banegas @jbanegasb]

@elcatrachito07 Gracias mae, voy a revisar en detalle el programa para entender la diferencia y el orden correcto. Primero el 6 y luego el 10 o viceversa

[Jhonny Banegas @jbanegasb]

@beglen Got it, no worries... Thanks for answering!!!

[Jhonny Banegas @jbanegasb]

"¿Qué sería de la vida si no tuviéramos el valor de intentar algo nuevo?" Vincent van Gogh

[Jhonny Banegas @jbanegasb]

Really like this reminder

[Jhonny Banegas @jbanegasb]

"Mathematics requires a small dose, not of genius, but of an imaginative freedom which, in a large dose, would be insanity" Angus K. Rodgers

[Jhonny Banegas @jbanegasb]

«aquél que tiene un porqué para vivir, encuentra un cómo». Nietzsche
Por eso, quien no tiene el porqué, tampoco poco sabe el cómo.
#Tbt #love #Loveyourself #propositos #amorpropio

[Suman Dey @datawithsuman]

Become a Data Scientist with Harvard University 🚀

A thread 🧵👇🏻

[Jhonny Banegas @jbanegasb]

Ahora más que nunca!!

[🏴󠁧󠁢󠁥󠁮󠁧󠁿Jota Jordi🏴󠁧󠁢󠁥󠁮󠁧󠁿 @jotajordi13]

AHORA Y SIEMPRE

[Dr. Ganapathi Pulipaka 🇺🇸 @gp_pulipaka]

Free #Books for Your #DataScience Skills! #BigData #Analytics #IoT #IIoT #PyTorch #Python #RStats #TensorFlow #Java #JavaScript #ReactJS #CloudComputing #Serverless #DataScientist #Linux #Books #Programming #Coding #100DaysofCode
https://t.co/RBYztTrvE2

[Jhonny Banegas @jbanegasb]

Que respecto!!

[La República @La_Republica]

🍃🌿🌱🚙 🇨🇷El Dr. @FranklinChangD se mostró contento al poder recargar la celda eléctrica de su auto y obtener un tanque lleno de #Hidrógeno #LibredeCarbono por primera vez en @AdAstraRocket , en 12 minutos tenía el tanque listo para recorrer más de 500 Km. 🔋👌🏼 #Descarbonización

[Data Science Dojo @DataScienceDojo]

💡 13 best IDE every programmer should know about: https://t.co/c3MIlBtR7f

#IDE #Programming #DataScience

[Jhonny Banegas @jbanegasb]

@W3Mindset @ssotovz

[Tao @taoofmastery]

10 inspirational movies about Math, Humanity and Life:

1. Good Will Hunting

[Library Mindset @librarymindset]

7 Quotes That Will Change Your Thinking In 2 Minutes

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