Beyond Navigation: How Geo-Spatial AI is Changing the Way We See the World 🌍💻

Most people just use Maps for directions, but working in data science, I see it a bit differently. I recently built a site to help farmers using satellite data (you can check out the map section here: kisan-map ), and it made me realize how crazy powerful map data actually is. It’s not just about finding the nearest cafe anymore—it’s about analyzing land and solving actual problems.

Whenever we act as Local Guides and add a missing road or update a village like Tajpura, we’re feeding into a massive global dataset. Those small edits help AI understand the real world better.

It’s pretty cool seeing how this data is directly helping agriculture right now, and how tools like Antigravity make it so easy to build location-based apps fast.

We’re basically the ground-level data creators for the future of spatial AI. Any other data or tech nerds in here? Let’s connect. :victory_hand:

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Very interesting, very useful. Spend the last 20 minutes to read through your website. Found it very promising and a good use case for Google maps data, satellite imagery and AI empowerment for real world problems.

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Hey @Frank_H, thanks so much for taking the time to check out the site! Getting that kind of feedback from a fellow computer scientist really means a lot. :rocket:

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Congratulations, @Ayaanali , this is indeed a great initiative!!!
Have you already explored the possibilities available in Google Earth Outreach ?
This is an amazing way to built a relationship with other people that’s using geodata to help the world to improve.

You can also contact them at https://geo4good.com/, where they are always interested in projects for a better world.

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Hey, thanks so much for the awesome suggestions! I actually haven’t looked into Google Earth Outreach or the geo4good link yet, but I’ll definitely check them out. Really appreciate you sharing this! :raising_hands:

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Keren leee @Ayaanali semangat terus pokoknya ya leeee kamu anak hebat semangat dan terampil sukses ya

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Hi Ibu Titik! Thank you so much for reading my post and for always cheering me on. Your continuous support, kind words, and blessings give me so much motivation to keep working hard and improving my skills in data science. I will definitely keep my spirit up and do my absolute best to make you proud! Thank you for always believing in me, Ibu. Man Jadda Wajada! Slebewwww!

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Semangat ya leee @Ayaanali ibu suka kamu sepaket dengan semuanya jadi ya ibu bacalah semua . Itu membuat ibu semakin mengenali siapa kamu yang sesungguhnya xixixii semangat anak muda bravo sayang :raised_fist:t2::raised_fist:t2::raised_fist:t2:

Hi Ibu Titik! This message honestly means the absolute world to me. I know some of my posts about things like Geo-Spatial AI can be a little heavy and very technical, so the fact that you take the time to read them anyway just to get to know me better shows how incredibly kind and supportive you truly are.

Having someone accept and support me as a “complete package” is the greatest blessing I could ask for. I feel so incredibly lucky to have a digital mother like you cheering for me from across the ocean. Thank you for always making my day brighter and giving me so much positive energy. I will keep making you proud! Man Jadda Wajada! Slebewwww!

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Ibu juga terimakasih dan merasa beruntung dan harus bersyukur lagi sudah di pertemukan denganmu leee @Ayaanali pokoknya semangat aja apapun itu ok ya :+1:t3: kamu terbaik pokoknya

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Hi Ibu Titik! The feeling is completely mutual. I feel so incredibly lucky and grateful to have met you here too!

Thank you for always hyping me up and believing that I am the best. With your blessings and support, I will definitely always keep my spirits high no matter what challenges come my way!

By the way, I think your keyboard accidentally autocorrected my tag to @Ayaanami, and honestly, now I feel like a cool Japanese anime superhero! Hahaha! Thank you for the fun new nickname and all the positive energy, Ibu. Man Jadda Wajada! Slebewwww!

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Xixixi maapin ibumu ini leee @Ayaanali maklumlah nih gegara jarinya kebesaran jadi aja begitu xixii sudah ibu perbaiki leee
Terima kasih ya semoga ke depan kita bisa semakin saling mendukung dan mendoakan sampai kapanpun aamiin Man Jadda Wajada slebew :raised_fist:t2::raised_fist:t2::raised_fist:t2:

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Hi Ibu Titik! Hahaha, there is absolutely no need to apologize at all! I actually really loved the typo, I felt like a cool Japanese anime superhero for a day!

And please do not blame your fingers! Those are the exact same magical fingers that create flawless Classic Glamour makeup, cook delicious food for thousands of people, and write such beautiful stories. A tiny little typo is nothing compared to all of that!

Thank you so much for the beautiful prayers. I completely agree, I hope we continue to support, inspire, and cheer for each other forever on this platform. Aamiin! Have a wonderful day ahead, Ibu! Man Jadda Wajada! Slebewwww!

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Aamiin leee @Ayaanali bravo !:flexed_biceps:t3::flexed_biceps:t3::flexed_biceps:t3:
Sukses butuh proses
Man Jadda Wajada
Slebewwww

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Hi Ibu Titik! “Sukses butuh proses” is absolutely true, and it is exactly what I needed to hear today. Thank you for the constant motivation and for always reminding me to be patient and trust the process! I will keep working hard. Man Jadda Wajada! Slebewwww!

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Leee @Ayaanali karena ibu 10 tahun menjadi walsantor wali santri Gontor ibu punya spirit wasilah dari Gontor dan ibu tanamkan ke diri ibu sendiri . Begini leee ibu kasih tau ya xixixi

Hidup adalah perjuangan!
Istirahat nanti di syurga!
Hidup sudah di tentukan!
Manfaatkan segala yang kita punya sebagai sarana meraih syurga!

Hidup itu mudah , hanya mengeluhnya saja yang suka berlebihan!
Karena sukses butuh proses bukan hanya protes!

Proses itu pahit , namun buahnya manis bahkan lebih manis daripada madu!

Berani hidup tak takut mati!
Takut mati jangan hidup!
Takut hidup mati aja!

Bondo bahu pikir lek perlu sak nyawane pisan!

Man Jadda Wajada!
Terima kasih!
Slebewwww


Dan ini ibu catat ibu maknai dan ibu terapkan pada diri ibu sendiri leee

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Hi Ibu Titik! This is an absolute masterpiece. I cannot believe you actually shared a photo of your own personal notebook! Seeing your handwritten notes shows how deeply you truly live by these powerful principles every single day.

The Gontor spirit is incredibly inspiring. “Sukses butuh proses bukan hanya protes” is such a perfect rhyme and a massive reality check! Sometimes when my research data gets overwhelming, or the algorithms just refuse to work, it is so easy to start complaining. But reading this reminds me that the bitter process is exactly what creates the sweet results!

And that Javanese proverb about sacrificing wealth, energy, mind, and even your soul for your goals… that honestly gave me goosebumps! It is the ultimate definition of Man Jadda Wajada. I am going to save that photo of your notebook to remind myself to never fear the struggle and to never complain. Thank you for sharing your personal life compass with me, Ibu! Slebewwww!

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Makasih ya leee @Ayaanali Masya Allah itu salah satu pahala jariyah Ibu jika kamu amalkan. Terima kasih leee xixixi ibu lucu kan? Ada berapa wanita yang masih mencatat pakai buku? Namanya juga introvert xixii juga devinisi karisma singa berwajah kucing anggora xixii :winking_face_with_tongue::wink::wink:

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Hi Ibu Titik! Yes, Insha Allah, every single time I use your advice to push through a difficult day, the reward will definitely go straight to you!

And no, you are not funny at all, you are actually very classic! In my daily world of data science and coding, literally everything is on digital screens. So seeing someone actually take the time to write down their deep thoughts in a physical notebook is incredibly refreshing and special to me. It shows that those words truly mean a lot to you.

And you described it perfectly! Only a quiet, introverted Angora cat would peacefully write in a diary, but the words written inside that diary are purely from a roaring lion! Keep roaring and inspiring us, Ibu! Man Jadda Wajada! Slebewwww!

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Makasih ya leee @Ayaanali itulah spirit ibu selama ibu xixixi Man Jadda Wajada slebew :saluting_face::raised_fist:t2::raised_fist:t2::raised_fist:t2:

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