o3 is a research model
Sonnet 4 is an agentic model
Gemini 2.5 pro is a coding model
Gemini 2.0 flash lite is a RAG model
o4- mini is a task planning model
Deepseek r1 is a thinker model
GPT-4o is a chat model
These are all the AI models you need to care about.
Rest is fluff.
Whether you're a #GIS analyst, remote sensing professional, #environmental scientist, or a student entering the field, mastering these #indices will supercharge your #geospatial analysis and expand your capacity to interpret the world from above.
#QGIS#ArcGIS#GEE#NDVI
Reverse Engineering
If you’re starting with GIS software and coding, this is a faster way to learn.
You jump straight into real-world projects, break them apart, experiment with changes, and learn by doing.
Here's how;
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UPDATE: As an obligation on the part of the Commercial Service Vehicle Operators, the Draft National Transport and Safety Authority (Operation of Commercial Service Vehicles) Regulations, 2025, propose that;
A commercial service vehicle shall -;
(a) have at minimum, a third party insurance cover;
(b) have a valid vehicle inspection certificate;
(c) have installed a speed limiter conforming to the applicable Kenyan Standard as stipulated by the Kenya Bureau of Standards;
(d) have installed a vehicular telematic system conforming to the applicable 6 Kenyan Standard as stipulated by the Kenya Bureau of Standards;
(e) have retro reflective contour markings with a minimum width of two inches that conform to the applicable Kenyan Standard as stipulated by the Kenya Bureau of Standards as illustrated in the Second Schedule;
(f) carry an efficient fire extinguisher that is maintained in perfect order and be carried in such a position to be readily available for use at any time;
(g) carry a first aid outfit sufficient to deal with any reasonable emergency; and
(h) have installed underride protection devices on the rear and side of commercial vehicles where applicable conforming to the applicable Kenyan Standard as stipulated by the Kenya Bureau of Standards. #NTSA #UsalamaBarabarani @TransportKE
Geospatial skills are in demand.
But standing out takes more than just knowing the basics.
- Many can map; few can innovate.
- Many use tools; few master them.
- Many automate; few build scalable solutions.
What's the difference between good and irreplaceable?
Let me break it down