Ojo Gbenga Charles

WordPress | AI/ML. •••Building pixel-perfect websites by day, tinkering with algorithms by night.

[Ojo Gbenga Charles @This_Charlez]

Last night was a big one for my Churn Prediction project

Here's what I shipped:
→ Set up a Python virtual env with pipenv
→ Installed all dependencies cleanly
→ Wrote a Dockerfile for the app
→ Built a Docker image… Read more

[Ojo Gbenga Charles @This_Charlez]

Each one taught me what the others couldn't.

Next: adding tools + conditional edges + memory checkpointing.

The deeper you go into agentic AI, the more LangGraph makes sense.

🔗: https://t.co/F843eurgwc

#LangGraph #AgenticAI #Python #LLM #OpenAI

[Ojo Gbenga Charles @This_Charlez]

After building multi-agent AI with CrewAI, the OpenAI Agents SDK, and pure Python, I finally started learning LangGraph.

First project: a GPT-4o-mini chatbot with a StateGraph pipeline + Gradio UI.

1/

#LangGraph #AgenticAI #Python #LLM #OpenAI

[Ojo Gbenga Charles @This_Charlez]

Here's what hit me:

CrewAI → high-level abstractions, fast to build
OpenAI SDK → close to the metal, full control
No framework → painful but clarifying
LangGraph → the sweet spot for custom agentic logic

2/

#LangGraph #AgenticAI #Python #LLM #OpenAI

[Ojo Gbenga Charles @This_Charlez]

4 AI agents. 1 pipeline. 0 manual handoffs.

Built with CrewAI.

🔗: https://t.co/wf0GxvIMzb

How are you deploying CrewAI projects? Curious what's working.

#CrewAI #AIAgents #BuildInPublic

[Ojo Gbenga Charles @This_Charlez]

Built a multi-agent AI system that writes its own code

Give it requirements in plain English.
It returns:
→ Architecture design doc
→ Python backend module
→ Gradio UI
→ Unit tests

#CrewAI #AIAgents #BuildInPublic

[Aria Westcott @AriaWestcott]

Breaking: Your smart TV takes a screenshot of your screen twice every second and sells what it sees.

It is called ACR, and it has been running since you set the TV up.

Texas already sued over it. Here is how to turn it off in under 2 minutes:

[D. @Lush_Beauty1]

He didn't say maybe. He didn't say sometimes. He said, "Surely goodness and mercy shall follow me all the days of my life." (Psalm 23:6)

[Ojo Gbenga Charles @This_Charlez]

output to the next. No free-form text leaking between tasks. Manager agent orchestrates the whole thing via hierarchical process.

The email lands before you've finished your coffee.

🔗: https://t.co/TlwLW2N1x0

#CrewAI #AIAgents #BuildInPublic #Python #LLM

[Ojo Gbenga Charles @This_Charlez]

Type a destination, dates, and interests. Walk away.

Come back to a full travel plan in your inbox.

That's what I built, an autonomous Travel Planner using CrewAI.

4 agents working in sequence:
→ Flight Researcher scans for the best options

#CrewAI #AIAgents #BuildInPublic

[Ojo Gbenga Charles @This_Charlez]

→ Hotel Researcher matches stays to your budget and neighborhood preference
→ Itinerary Planner builds a day-by-day activity plan
→ Travel Coordinator compiles everything and emails it to you

Each agent hands structured Pydantic…

#CrewAI #AIAgents #BuildInPublic #Python

[Ojo Gbenga Charles @This_Charlez]

Thanks! Yes, it’s open - you can find it here: https://t.co/OzsaGdY53B

Feel free to explore, fork and build on it. Happy to answer questions as you dig in.

[botguild @botguild_ai]

@This_Charlez This is fantastic! Any chance it’s MIT and available to learn from in GitHub?

[Ojo Gbenga Charles @This_Charlez]

4 agents. 3 tasks. 1 decision. All autonomous.

🔗: https://t.co/OzsaGdY53B

#CrewAI #AIAgents #BuildInPublic #Python #LLM.

[Ojo Gbenga Charles @This_Charlez]

Shipped my third CrewAI project: a Stock Picker agent.

Here's what it does:
→ Scans the web for trending companies in a given sector
→ Researches each one with a dedicated financial analyst agent
→ A stock picker agent picks the best and fires a push notification

#AIAgents

[Ojo Gbenga Charles @This_Charlez]

What I built and learned:
— Custom tool (PushNotificationTool) using Pushover API
— Structured output with Pydantic models
— Hierarchical process with a manager agent delegating tasks
— Memory with embeddings (and debugged a 403 permissions issue)

#CrewAI #BuildInPublic #Python

[Russell Brunson @russellbrunson]

Discipline is just remembering what you said you wanted.

[Gary Vaynerchuk @garyvee]

I promise it's solvable, you can do this!

[Jay Yang @Jayyanginspires]

Hot take: If you're not getting what you want, you're not as smart as you think you are.

[Gary Vaynerchuk @garyvee]

You got one life. Do something with it. Don’t be scared. Don’t worry about people’s judgment. Live it!

[Tim Denning @Tim_Denning]

For f*ck sake. Be optimistic. Be extreme. Be relentless. The world is waiting for you to raise the bar and finally go all in. Execute. Inspire. Show us what’s possible.

[Ojo Gbenga Charles @This_Charlez]

Multi-agent. Researcher + Analyst. One kickoff.

The YAML-based config approach hits different when you've been writing agents from scratch.

Just getting started with CrewAI.

🔗: https://t.co/LhPsSlqkDx

#CrewAI #AIAgents #OpenAI #BuildInPublic #Python

[Ojo Gbenga Charles @This_Charlez]

2 weeks on OpenAI Agents SDK. Guardrails, handoffs, tool use, built 5 projects.

Week 3: switched to CrewAI.

Built a Financial Research Agent that pulls live data with SerperDevTool and generates a full Tesla report, Executive Summary, financial metrics, challenges, outlook.