Sabitlenmiş Tweet
Jude Nwagu
2.4K posts

Jude Nwagu
@jcndata
Data Analyst || Data Engineer || Obedient to Data || YNWA || https://t.co/kMze7sMqGW
Lagos Katılım Mayıs 2023
1.1K Takip Edilen550 Takipçiler
Jude Nwagu retweetledi

@TheDrAfolarin Vladimir Lenin Said “There are decades where nothing lappens; and there are weeks where decades happen.”
English
Jude Nwagu retweetledi

Data Engineers,
You’ll understand this when full load starts hurting. I once inherited a pipeline that did full processing daily.
At ~10k users, no problem.
Then the business grew to ~500k users in 2 years.
AWS analytics cost started raising questions… and I was the one being asked what’s going on.
I checked the architecture.
We were reprocessing data that would never change… every single day.
At that point:
~1M+ cooking session records daily.
I redesigned it:
• Introduced incremental load
• Partitioned data properly on S3
Cost dropped significantly after this update.
Big O is not a joke.
It’s the economics of systems.
The Tech Prophet (Amospikins)@Amospikins
Big O, The Economics of Performance
English

@iam_Uchenna @iam_Uchenna, you always drop valuable content, and those starting and confused will always get value. I hope they always watch out for your post
English
Jude Nwagu retweetledi

🤖 Python libraries for AI agents — what to study
If you want to develop AI agents in Python, it's important to understand the order of studying libraries.
Start with LangChain, CrewAI or SmolAgents — they allow you to quickly assemble simple agents, connect tools, and test ideas.
The next level is LangGraph, LlamaIndex and Semantic Kernel. These tools are already used for production systems: RAG, orchestration, and complex workflows.
The most complex level is AutoGen, DSPy and A2A. They are needed for autonomous multi-agent systems and optimizing LLM pipelines.
LangChain — simple agents, tools, and memory
github.com/langchain-ai/l…
CrewAI — multi-agent systems with roles
github.com/joaomdmoura/cr…
SmolAgents — lightweight agents for quick experiments
github.com/huggingface/sm…
LangGraph — orchestration and stateful workflow
github.com/langchain-ai/l…
LlamaIndex — RAG and knowledge-agents
github.com/run-llama/llam…
Semantic Kernel — AI workflow and plugins
github.com/microsoft/sema…
AutoGen — autonomous multi-agent systems
github.com/microsoft/auto…
DSPy — optimizing LLM pipelines
github.com/stanfordnlp/ds…
A2A — protocol for interaction between agents
github.com/a2aproject/A2A
English
Jude Nwagu retweetledi

@winexviv Happy birthday Chisom May God in his infinite mercy grant you all that your heart desires Smen
English
Jude Nwagu retweetledi
Jude Nwagu retweetledi

Due to the overwhelming interest, we’re expanding the team.
We now need 10 more people to join the Data Layer Community as moderators.
If you’ve already shown interest, please kindly join the community so we can proceed with shortlisting.
It’s still a small community, but it’s growing rapidly, and this is a great opportunity to come in early and build real leadership visibility.
Link: x.com/i/communities/…
Looking forward to welcoming you.
Johnson Taiwo 🇬🇧@Johnsontaiwo_
I’m looking for 3 people to join the Data Layer Community as Moderators. If you’re data-savvy, proactive, and want to build your confidence and communication skills, this is for you. Interested? Let me know.
English
Jude Nwagu retweetledi
Jude Nwagu retweetledi

Congratulations @iam_Uchenna, this is just the starting greater wins ahead, my man and SQL mentor
Splendor of SQL 🇬🇧💖@iam_Uchenna
Guys, hold me.!!!!! Looks like I’ve secured an offer. Wait just wait let them send the paper work first. Because they said congratulations and they are preparing paperwork 😭❤️
English
Jude Nwagu retweetledi
Jude Nwagu retweetledi
Jude Nwagu retweetledi



















