Telebirr Assistant Phase Complete 🔥
Built a bilingual (English + Amharic) RAG assistant with hybrid search, 10 knowledge-base entries per language, RAGAS evaluation, and a custom Gradio UI.
The interesting part was making it work reliably in practice fixing retrieval gaps, grounding issues, empty-context bugs, model deprecation, and testing embeddings specifically for Amharic instead of assuming multilingual models would work.
Production limitation: I also tried deploying it on Hugging Face Spaces, but free CPU-only hosting is no longer available, leaving shared GPU hosting as the free option.
For real production, the knowledge base would need to connect to Telebirr's actual systems: live transaction status, balance/limit checks through APIs, and a much larger, continuously updated knowledge base built from real support data.
The prototype is done. The next step is clear moving from a static RAG demo toward a system designed for real users.
More to come🔥🔥
Built a bilingual (English + Amharic) RAG assistant with hybrid search, 10 knowledge-base entries per language, RAGAS evaluation, and a custom Gradio UI.
The interesting part was making it work reliably in practice fixing retrieval gaps, grounding issues, empty-context bugs, model deprecation, and testing embeddings specifically for Amharic instead of assuming multilingual models would work.
Production limitation: I also tried deploying it on Hugging Face Spaces, but free CPU-only hosting is no longer available, leaving shared GPU hosting as the free option.
For real production, the knowledge base would need to connect to Telebirr's actual systems: live transaction status, balance/limit checks through APIs, and a much larger, continuously updated knowledge base built from real support data.
The prototype is done. The next step is clear moving from a static RAG demo toward a system designed for real users.
More to come🔥🔥
🔥8⚡1
Forwarded from Eyu Devs
INTRODUCING GITSTREAK
It's pretty self-explanatory.
Open → see your grid → feel the momentum → close.
Under 5 seconds. No login. No ads. No complicated dashboards.
What makes it stick:
🔥 Home screen widget : See your streak without opening the app.
🎨 Themes : Make your contribution graph yours. Dev-coded, bold, soft - pick your vibe.
👥 Friends : Compare grids and keep each other shipping.
Try it out → LINK
Let’s see who’s actually shipping.
@eyudevs
It's pretty self-explanatory.
Open → see your grid → feel the momentum → close.
Under 5 seconds. No login. No ads. No complicated dashboards.
What makes it stick:
🔥 Home screen widget : See your streak without opening the app.
🎨 Themes : Make your contribution graph yours. Dev-coded, bold, soft - pick your vibe.
👥 Friends : Compare grids and keep each other shipping.
Try it out → LINK
Let’s see who’s actually shipping.
@eyudevs
As I grew older I learned that, the key to surviving the day is not positivity, it’s acceptance.
Accepting that not all days are good and happy, you will have bad days, you will make mistakes, you will fail, you’ll mess up, everything not gonna fall into places and that’s okay !✨
#simruthoughts
Accepting that not all days are good and happy, you will have bad days, you will make mistakes, you will fail, you’ll mess up, everything not gonna fall into places and that’s okay !✨
#simruthoughts
❤4👍1
Forwarded from Chapi Dev Talks
Partners Post
Ethiopian CyberShield is back, and the mission is bigger
Capture The Flag Cybersecurity Competition: Towards A Secure Digital Ethiopia.
Hack. Hunt. Harden.
CyberShield 2026 brings bootcamps, live red team operations, and real incident response into one intensive week.
• Bootcamps: September 14–16
• Harden Day: September 17
• Red Team: September 18–19
• Hunt/Incident Response: September 20
By SecureLabs IT Technologies, ALX Ethiopia, Yekolo Temari & Gundancore.
📅 September 17–20, 2026
⏰ 8:00 AM–6:00 PM (ከ2 ሰዐት–12 ሰዐት)
📍 ALX Tech Hub, Lideta
Save your spot: https://luma.com/xyi6bn2f
Join the community: t.me/CyberShield2026
Ethiopian CyberShield is back, and the mission is bigger
Capture The Flag Cybersecurity Competition: Towards A Secure Digital Ethiopia.
Hack. Hunt. Harden.
CyberShield 2026 brings bootcamps, live red team operations, and real incident response into one intensive week.
• Bootcamps: September 14–16
• Harden Day: September 17
• Red Team: September 18–19
• Hunt/Incident Response: September 20
By SecureLabs IT Technologies, ALX Ethiopia, Yekolo Temari & Gundancore.
📅 September 17–20, 2026
⏰ 8:00 AM–6:00 PM (ከ2 ሰዐት–12 ሰዐት)
📍 ALX Tech Hub, Lideta
Save your spot: https://luma.com/xyi6bn2f
Join the community: t.me/CyberShield2026
Forwarded from dag.shell (Dag)
In this community some project doesn't get their demand exposure it's who built it enji what he built adelem most of the time one the project is trustgrid by @leonslab
Link: http://trustgrid.leonslab.tech
If you want help the dude by testing it out, please contact him
Link: http://trustgrid.leonslab.tech
If you want help the dude by testing it out, please contact him
❤1⚡1
Forwarded from Hossiy Dev
ምስጢረኛዬ ነሽ ምስጢረኛዬ 🥰
ኪዳነ ምህረት መጽናኛዬ❤️
ኪዳነ ምህረት መጽናኛዬ
Please open Telegram to view this post
VIEW IN TELEGRAM
❤3
https://t.me/ortodoxmezmur/19955
Good morning everyone ✨✨
እንኳን አደረሳቹሁ ✨✨
Have a good Day and weekend !!☺️❤️❤️
መልካም በዓል ❤️❤️
Good morning everyone ✨✨
እንኳን አደረሳቹሁ ✨✨
Have a good Day and weekend !!☺️❤️❤️
መልካም በዓል ❤️❤️
Telegram
ዝማሬ ዳዊት - Zemare Dawit
ነሐሴ ፲፮ /16/
በዚችም ዕለት ዳግመኛ የሰማዕታት አለቃ የቅዱስ ጊዮርጊስ ሥጋው ከፋርስ አገር ወደ አገሩ ልዳ በክብር የፈለሰበት ነው።
የሥጋውም ፍልሰት ከእመቤታችን ድንግል ማርያም የሥጋ ፍልሰት ጋር አንድ ሁኗል ስለዚህም እርሷን መውደዱን የሚያወቁ ሥዕሉን ከሥዕሏ አጠገብ ይሥላሉ በስሙ ለሚማፀኑ የድኅነት ወደብ ይሆን ዘንድ።
ለእግዚአብሔርም ምስጋና ይሁን በኃያሉ ተጋዳይ በጊዮርጊስም ጸሎት በእኛ…
በዚችም ዕለት ዳግመኛ የሰማዕታት አለቃ የቅዱስ ጊዮርጊስ ሥጋው ከፋርስ አገር ወደ አገሩ ልዳ በክብር የፈለሰበት ነው።
የሥጋውም ፍልሰት ከእመቤታችን ድንግል ማርያም የሥጋ ፍልሰት ጋር አንድ ሁኗል ስለዚህም እርሷን መውደዱን የሚያወቁ ሥዕሉን ከሥዕሏ አጠገብ ይሥላሉ በስሙ ለሚማፀኑ የድኅነት ወደብ ይሆን ዘንድ።
ለእግዚአብሔርም ምስጋና ይሁን በኃያሉ ተጋዳይ በጊዮርጊስም ጸሎት በእኛ…
❤4
What's wrong with the 🌧 rain 🤧😁It's raining 🌧 😑 😒 unitl now and also my white habesha dress change it's color🤧🤧😭 and all ppls that went to ኪዳነምህረት ቤተክርስቲያን Feel like it's ፀበል😁😁 and nobody sense the 🥶 cold at all💪💪☺️☺️❤️❤️
#ዝናብ እና በዓል
@SimruJourney12
#ዝናብ እና በዓል
@SimruJourney12
😁3🤣1
Forwarded from Kidus's Chronicles
The ML Roadmap is finally live.
When I started learning ML, the hardest part wasn't the math or the code. It was not knowing what to learn next. I ended up learning everything I could find, and honestly a good chunk of it I never use. Along the way I kept notes on the parts that actually mattered, and this roadmap came out of those notes plus a lot of research on how to order the nodes properly, from fundamentals all the way to deployment.
What's in it: a checklist at every node, questionnaires to test yourself, over 80 curated resource links, and real projects built on actual datasets. It starts by figuring out where you already are and points you to the right node instead of making you start from zero. Nodes stay locked until you finish the one before it, so the path stays honest.
This is the first version and it will keep growing. I'd like to hear what the experience feels like, what's missing, and what you'd want added.
Check it live at : Link
When I started learning ML, the hardest part wasn't the math or the code. It was not knowing what to learn next. I ended up learning everything I could find, and honestly a good chunk of it I never use. Along the way I kept notes on the parts that actually mattered, and this roadmap came out of those notes plus a lot of research on how to order the nodes properly, from fundamentals all the way to deployment.
What's in it: a checklist at every node, questionnaires to test yourself, over 80 curated resource links, and real projects built on actual datasets. It starts by figuring out where you already are and points you to the right node instead of making you start from zero. Nodes stay locked until you finish the one before it, so the path stays honest.
This is the first version and it will keep growing. I'd like to hear what the experience feels like, what's missing, and what you'd want added.
Check it live at : Link
❤2