Williams Omotayo Adaji-Agbane

A geologist and geospatial analyst interested in creating solutions to make research easier. Lover of God, python and QGIS. Oh Yeah! Arsenal For Life

[David Roberts @recap_david]

I built an AI marketing agent to run my $100K media company.

After 4 months of prompting, tooling, and integrations, I built this agent that effectively replaced my content team.

Here’s how it works under the hood:

→ Scrapes Reddit, Hacker News, X, and Google News
→ Publishes a Morning Brew–style daily AI newsletter (10k daily readers)
→ Repurposes that content into:
 • viral Twitter threads (like this one)
 • short-form videos for TikTok & Instagram
 • Reddit posts
 • high-engagement LinkedIn updates
→ Produces content that’s driven millions of impressions
→ Generates custom, brand-aligned images for every unique asset

All automated.

The entire system runs through Jarvis-like voice commands, powered by ElevenLabs + n8n (see video below, I literally trained it on Jarvis from Iron Man).

No manual content creation.
No team to manage.
Runs while I sleep.

I'm no longer focusing on this business, so I'm giving all this away for free. If you want the complete system, prompting, n8n templates, & setup walkthrough:

Comment “AGENT”
Like & Retweet
Follow me (so I can DM you)

I’ll send everything over.

[Williams Omotayo Adaji-Agbane @willieonibata]

@recap_david AGENT

[Williams Omotayo Adaji-Agbane @willieonibata]

Episode 15 is live!
Automate your geospatial feature engineering with Python — scale smarter, not harder. 🚀🌍
#GeoML #Python #GIS #ML

https://t.co/W2xRt7rjkZ

[Williams Omotayo Adaji-Agbane @willieonibata]

@robmarkcole Nice...

Thanks for this.

[Williams Omotayo Adaji-Agbane @willieonibata]

🚀 More features ≠ Better models! ⚡

Choose the right geospatial features with:
✅ Correlation filters
✅ RFE & feature importance
✅ LASSO regression
Smarter features = Faster & more accurate models! 🔥
#GIS #MachineLearning #GeospatialAI #DataScience

https://t.co/ZMA31ICxO5

[Williams Omotayo Adaji-Agbane @willieonibata]

@AzibagiriIde @Feranmi_Babs Check out https://t.co/TWr1LMficj

[Anadata Technologies @AnadataHQ]

🚀 Geospatial Insights: LULC Classification of Ondo State! 🌍

Our analysis reveals land use patterns:
🌲 Forest: 2,088.43 km²
🌾 Farmlands: 4,196.43 km²
📊 This data is crucial for agriculture, conservation, and sustainable planning.

🔍 #GIS #RemoteSensing #OndoState #Anadata

[Williams Omotayo Adaji-Agbane @willieonibata]

🚀 Feature Engineering for Geospatial ML! 🌍

✅ Spatial features (NDVI, elevation)
✅ Encoding categorical data
✅ Temporal trends & seasonality
Better features = Better models! 🔥
#GIS #MachineLearning #GeospatialAI #DataScience
https://t.co/wTMP6BpSLO

[Williams Omotayo Adaji-Agbane @willieonibata]

✅ SMOTE & undersampling for balance
✅ Class weights to correct bias
✅ Better metrics beyond accuracy
Better balance = Better predictions! 🌍📊

[Williams Omotayo Adaji-Agbane @willieonibata]

🚀 Struggling with imbalanced geospatial data? If your ML model favors urban areas over forests & wetlands, it's time to fix the class imbalance!

https://t.co/jM3q8e2iEM

#GIS #MachineLearning #GeospatialAI #DataScience

[Williams Omotayo Adaji-Agbane @willieonibata]

@Feranmi_Babs Sure. Let's discuss.

[Tom Patterson @MtnMapper]

I'm adding more peaks (with name and elevation attributes) to the Natural Earth map dataset. The trick is deciding which ones to include—there's 1,000,000+ to choose from.

[Mashford Mahute @MashfordMahute]

Vegetation indices are powerful tools in remote sensing, offering insights into vegetation health, density, and distribution.

Here's an infographic comparing the main indices — NDVI, EVI and the SAVI.

#GIS #RemoteSensing #Geospatial #QGIS #ArcGIS #DataViz

[Anadata Technologies @AnadataHQ]

🚀 AI + Geospatial = Smarter Cities! 🏙🌍
We used the Segment Anything Geospatial model to extract building footprints from satellite imagery! 🛰
💡 Why it matters:
✅ Urban planning 📍
✅ Disaster response 🚑
✅ Sustainable land use 🌱
#AI #RemoteSensing #Anadata #GIS

[Nature is Amazing ☘️ @AMAZlNGNATURE]

U.S. Space Force quietly released the first ever in-orbit photo from its highly secretive Boeing’s X-37 space plane

[Williams Omotayo Adaji-Agbane @willieonibata]

Fine-tune your model & maximize accuracy! 🔥 Read the full episode. 👇
#FeatureEngineering #DataScience

https://t.co/s8t9Zlp1LN

[Williams Omotayo Adaji-Agbane @willieonibata]

🚀 Geospatial Machine Learning with Williams
Boost your Geospatial ML models with Feature Engineering & Selection! 🌍📊

✅ Feature selection (RF, RFE, Correlation)
✅ Feature engineering (Distance, Elevation, NDVI)
✅ Dimensionality reduction (PCA)
#MachineLearning #GIS #Python

[Anadata Technologies @AnadataHQ]

Embark on a journey through Nigeria’s lifelines—its iconic north-south highways!

Follow the thread😇😇

#GIS #maps

[Anadata Technologies @AnadataHQ]

The first Geographic Information System (GIS) was developed in the 1960s by Dr. Roger Tomlinson, a Canadian geographer known as the "Father of GIS." He created the Canada Geographic Information System (CGIS) while working for the Canadian government.