Forwarded from TIKVAH-ETHIOPIA
በፍሪላንስ እና በዲጂታል ገቢ ላይ ግብር ሊጣል ነው !
ገንዘብ ሚኒስቴር አዲስ ባዘጋጀው የገቢ ግብር ረቂቅ ደንብ፤ በኢትዮጵያ ነዋሪ ሆነው በዲጂታል አማካኝነት እና በፍሪላንስ (Freelance) ወይም በርቀት (Remote) የሥራ ዘዴ ገቢ በሚያገኙ ግለሰቦች ላይ የገቢ ግብር ተፈጻሚ ሊያደርግ መሆኑን አስታውቋል።
ማንኛውም በኢትዮጵያ ነዋሪ የሆነ ሰው ከሀገር ውስጥም ሆነ ከውጭ ሀገር ምንጮች በዲጂታል ይዘት ፈጠራ ወይም በማንኛውም የፍሪላንስ ሥራ የሚያገኘው ገቢ (በጥሬ ገንዘብም ሆነ በዓይነት) ግብር ይከፍላል ብሏል።
የዲጂታል ይዘት ፈጣሪዎች ያገኙትን የገቢ መጠን በሚመለከት ትክክለኛ እና የተሟላ የሂሳብ መዝገብ የመያዝ ግዴታ ተጥሎባቸዋል። ይህንን ግዴታ ባልተወጡ ግብር ከፋዮች ላይ ታክስ የሚወሰነው በሚኒስቴሩ መመሪያ መሠረት በግምት ይሆናል።
በተጨማሪም ክፍያ የሚያመቻቹ ኩባንያዎች የዲጂታል ስራ የፈጣሪዎችን ስም ዝርዝር፣ አድራሻ፣ የሲም ካርድ መረጃ፣ የአይፒ (IP) አድራሻ እና የተከፈለውን የገንዘብ መጠን በየሩብ ዓመቱ ለታክስ ባለሥልጣኑ ማሳወቅ ይጠበቅባቸዋል።
በዚሁ መመሪያ ባንኮች ለኪሳራ የያዙት የመጠባበቂያ ሂሳብ በብሔራዊ ባንክ መሥፈርት መሠረት የተሰላ ከሆነ፣ 80 በመቶው በተቀናሽ ወጪ እንዲያዝላቸው ተደንግጓል።
የደረጃ ለ ግብር ከፋዮች ዓመታዊ ጠቅላላ ገቢ የሚወሰነው የታክስ ባለሥልጣኑ በየሦስት ዓመቱ በሚያደርግ የገበያ ጥናት እንደሚወሰን በአዲሱ ደንብ ተካቷል።
ከመንግሥት ቦንዶችና ግምጃ ቤት ሰነዶች የሚገኝ ወለድ ወይም ትርፍ፣ እንዲሁም የአየር መንገድ የውጭ ብድር ወለድና የአውሮፕላን ኪራይ (ሮያሊቲ) ክፍያዎች ከግብር ነፃ ተደርገዋል።
የገንዘብ ሚኒስቴር ረቂቅ ደንቡ ከመጽደቁ በፊት አስተያየት መስጠት የሚፈልግ ማንኛውም ሰው መጋቢት 1/2018 ዓ.ም. ስድስት ኪሎ በሚገኘው የተቋሙ ዋና መስሪያ ቤት በአካል በመገኘት ወይም በተቋሙ infopr@mofed.gov.et የኢሜይል አድራሻ መላክ እንደሚችሉ አስታውቋል።
መረጃው #የሪፖርተር_ጋዜጣ ነው።
አዲስ አበባ
የካቲት 24 ቀን 2018 ዓ/ም
@tikvahethiopia
ገንዘብ ሚኒስቴር አዲስ ባዘጋጀው የገቢ ግብር ረቂቅ ደንብ፤ በኢትዮጵያ ነዋሪ ሆነው በዲጂታል አማካኝነት እና በፍሪላንስ (Freelance) ወይም በርቀት (Remote) የሥራ ዘዴ ገቢ በሚያገኙ ግለሰቦች ላይ የገቢ ግብር ተፈጻሚ ሊያደርግ መሆኑን አስታውቋል።
ማንኛውም በኢትዮጵያ ነዋሪ የሆነ ሰው ከሀገር ውስጥም ሆነ ከውጭ ሀገር ምንጮች በዲጂታል ይዘት ፈጠራ ወይም በማንኛውም የፍሪላንስ ሥራ የሚያገኘው ገቢ (በጥሬ ገንዘብም ሆነ በዓይነት) ግብር ይከፍላል ብሏል።
የዲጂታል ይዘት ፈጣሪዎች ያገኙትን የገቢ መጠን በሚመለከት ትክክለኛ እና የተሟላ የሂሳብ መዝገብ የመያዝ ግዴታ ተጥሎባቸዋል። ይህንን ግዴታ ባልተወጡ ግብር ከፋዮች ላይ ታክስ የሚወሰነው በሚኒስቴሩ መመሪያ መሠረት በግምት ይሆናል።
በተጨማሪም ክፍያ የሚያመቻቹ ኩባንያዎች የዲጂታል ስራ የፈጣሪዎችን ስም ዝርዝር፣ አድራሻ፣ የሲም ካርድ መረጃ፣ የአይፒ (IP) አድራሻ እና የተከፈለውን የገንዘብ መጠን በየሩብ ዓመቱ ለታክስ ባለሥልጣኑ ማሳወቅ ይጠበቅባቸዋል።
በዚሁ መመሪያ ባንኮች ለኪሳራ የያዙት የመጠባበቂያ ሂሳብ በብሔራዊ ባንክ መሥፈርት መሠረት የተሰላ ከሆነ፣ 80 በመቶው በተቀናሽ ወጪ እንዲያዝላቸው ተደንግጓል።
የደረጃ ለ ግብር ከፋዮች ዓመታዊ ጠቅላላ ገቢ የሚወሰነው የታክስ ባለሥልጣኑ በየሦስት ዓመቱ በሚያደርግ የገበያ ጥናት እንደሚወሰን በአዲሱ ደንብ ተካቷል።
ከመንግሥት ቦንዶችና ግምጃ ቤት ሰነዶች የሚገኝ ወለድ ወይም ትርፍ፣ እንዲሁም የአየር መንገድ የውጭ ብድር ወለድና የአውሮፕላን ኪራይ (ሮያሊቲ) ክፍያዎች ከግብር ነፃ ተደርገዋል።
የገንዘብ ሚኒስቴር ረቂቅ ደንቡ ከመጽደቁ በፊት አስተያየት መስጠት የሚፈልግ ማንኛውም ሰው መጋቢት 1/2018 ዓ.ም. ስድስት ኪሎ በሚገኘው የተቋሙ ዋና መስሪያ ቤት በአካል በመገኘት ወይም በተቋሙ infopr@mofed.gov.et የኢሜይል አድራሻ መላክ እንደሚችሉ አስታውቋል።
መረጃው #የሪፖርተር_ጋዜጣ ነው።
አዲስ አበባ
የካቲት 24 ቀን 2018 ዓ/ም
@tikvahethiopia
❤1🤣1
Anthropic just dropped a new research report on how AI is really affecting jobs.
They combined what AI can do in theory with actual data from millions of real Claude conversations at work.
The numbers are eye-opening:
- Programmers: AI already covers 75% of typical tasks
- Most exposed jobs are higher-paid knowledge work (writing, coding, analysis)
- Hiring of 22-25 year olds in these roles dropped 14% since ChatGPT launched
- Actual AI usage is still way below the potential. No mass layoffs yet… but the early signals are clear.
Full report: https://www.anthropic.com/research/labor-market-impacts
What does this mean for tech careers? Drop your thoughts 👇
@datawithsimon
They combined what AI can do in theory with actual data from millions of real Claude conversations at work.
The numbers are eye-opening:
- Programmers: AI already covers 75% of typical tasks
- Most exposed jobs are higher-paid knowledge work (writing, coding, analysis)
- Hiring of 22-25 year olds in these roles dropped 14% since ChatGPT launched
- Actual AI usage is still way below the potential. No mass layoffs yet… but the early signals are clear.
Full report: https://www.anthropic.com/research/labor-market-impacts
What does this mean for tech careers? Drop your thoughts 👇
@datawithsimon
👍4
A Bar chart for Simpler understanding...
In my opinion, getting into Cooking and Construction, is our next option 😂😭
@datawithsimon
In my opinion, getting into Cooking and Construction, is our next option 😂😭
@datawithsimon
👍1
👏6❤1
How AI Impacts Skill Formation
We are starting the day with this paper From Anthropic....again
The general idea is that when using vibe coding tools or AI system tools, we feel the momentum and that momentum usually doesn't translate directly to efficiency. That means we're actually wasting so many tokens and not generating anything efficient or solving a problem in proportion to the time and tokens wasted.
https://arxiv.org/html/2601.20245v2
@datawithsimon
We are starting the day with this paper From Anthropic....again
The general idea is that when using vibe coding tools or AI system tools, we feel the momentum and that momentum usually doesn't translate directly to efficiency. That means we're actually wasting so many tokens and not generating anything efficient or solving a problem in proportion to the time and tokens wasted.
https://arxiv.org/html/2601.20245v2
@datawithsimon
🔥3
Forwarded from Chapi Dev Talks
🚀 Introducing Dataset.ET
The future of AI should speak Ethiopian languages.
Today we are launching Dataset.ET — an open community initiative to build the largest dataset for Ethiopian languages.
Why this matters:
Most AI systems today barely understand Amharic, Afaan Oromo, Tigrinya, Somali, and many other Ethiopian languages. Without datasets, AI will ignore our languages.
Dataset.ET is changing that.
What we are building:
• Speech datasets
• Text datasets
• Community-validated language corpora
• Open infrastructure for Ethiopian AI
How you can help:
1️⃣ Record sentences using our Telegram bot
2️⃣ Validate recordings from other contributors
3️⃣ Help expand datasets for Ethiopian languages
No technical skills needed — just your voice and your language.
🤖 Start contributing:
https://t.me/dataset_et_bot
🌍 Learn more:
https://dataset.et
💬 Join the community:
https://t.me/dataset_et
Together we can teach AI to understand Ethiopia.
📢 Community leaders & channel admins:
The future of AI should speak Ethiopian languages.
Today we are launching Dataset.ET — an open community initiative to build the largest dataset for Ethiopian languages.
Why this matters:
Most AI systems today barely understand Amharic, Afaan Oromo, Tigrinya, Somali, and many other Ethiopian languages. Without datasets, AI will ignore our languages.
Dataset.ET is changing that.
What we are building:
• Speech datasets
• Text datasets
• Community-validated language corpora
• Open infrastructure for Ethiopian AI
How you can help:
1️⃣ Record sentences using our Telegram bot
2️⃣ Validate recordings from other contributors
3️⃣ Help expand datasets for Ethiopian languages
No technical skills needed — just your voice and your language.
🤖 Start contributing:
https://t.me/dataset_et_bot
🌍 Learn more:
https://dataset.et
💬 Join the community:
https://t.me/dataset_et
Together we can teach AI to understand Ethiopia.
If you run a Telegram group or community and believe Ethiopian languages should be part of the future of AI, we would really appreciate it if you could share this post with your community.
Your support can help thousands of people contribute their language and voice to this initiative. Thank you!
Please open Telegram to view this post
VIEW IN TELEGRAM
❤2
From SDLC to ADLC, what's the main difference?!
The 6 key shifts happening right now:
1\ Driver - From manual human execution → Agents autonomously handle execution across phases
2\ Planning - From locked scope upfront → Goals and PRDs evolve dynamically as agents learn
3\ Development Speed - From sequential handoffs Multiple sub-agents working in parallel across tasks
4\ Testing - From a dedicated post-design phase → Agents run tests continuously throughout coding
5\ Adaptability - From mid-cycle chaos → Agents re-plan and self-correct in real time
6\ Feedback Loop - From end-of-project retros → Agents monitor live performance and detect anomalies
The 6 key shifts happening right now:
1\ Driver - From manual human execution → Agents autonomously handle execution across phases
2\ Planning - From locked scope upfront → Goals and PRDs evolve dynamically as agents learn
3\ Development Speed - From sequential handoffs Multiple sub-agents working in parallel across tasks
4\ Testing - From a dedicated post-design phase → Agents run tests continuously throughout coding
5\ Adaptability - From mid-cycle chaos → Agents re-plan and self-correct in real time
6\ Feedback Loop - From end-of-project retros → Agents monitor live performance and detect anomalies
❤5👍3⚡2
Another one😤
Just bec in Ethiopia we just got terminated without a Notice!!!
This thing really sucks😢
@datawithsimon
Just bec in Ethiopia we just got terminated without a Notice!!!
This thing really sucks
@datawithsimon
Please open Telegram to view this post
VIEW IN TELEGRAM
😭24
Recently I have been working heavily on BI Dashboards, starting from live streaming Billions of rows of data to clickhouse and presenting that live data!
For those wondering this image depicted what I do in short...
50% of My job is trying to understand what to build🥶
@datawithsimon
For those wondering this image depicted what I do in short...
50% of My job is trying to understand what to build
@datawithsimon
Please open Telegram to view this post
VIEW IN TELEGRAM
😁2❤1👍1
How they make you pay for max plans...
Honestly Claude has become the best and the worst Ai as well...
Best for performance and resoning Worst for its limitations...
@datawithsimon
Honestly Claude has become the best and the worst Ai as well...
Best for performance and resoning Worst for its limitations...
@datawithsimon
😁6
Nice to see this products localized to our country and context too
Just testing it btw 😁
https://gurshaplus.com/Simon
Just testing it btw 😁
https://gurshaplus.com/Simon
Gurshaplus
The Data Guy
Coming soon...
Forwarded from Dagmawi Babi
LLM Architecture Gallery
• sebastianraschka.com/llm-architecture-gallery
Epic resource! Also recommend you read Sebastian's substack!
#Resources #LLM
@Dagmawi_Babi
• sebastianraschka.com/llm-architecture-gallery
Epic resource! Also recommend you read Sebastian's substack!
#Resources #LLM
@Dagmawi_Babi
🔥4
Forwarded from Tech Nerd (Tech Nerd)
1 USD = 155 ETB.
No one here is paying me 155x my effort, so I stopped working with local clients like 1 and half year ago. (same for @Natyiu0). If you trust your skills and have solid projects (not just AI to do lists), go to YC startups, find early stage founders on LinkedIn or X, and DM them. Twitter Premium helps and its worth it.
If you’re good, you can land a $1k internship for 1–2 months. Go all in, and it can turn into a $3k–$4k full-time role. I’ve seen it happen. If you’re not there yet, build. 2–4 hours a day. One strong project every week for 4 weeks. Post on X (views don’t matter), then start DMing.
Keep building, make projects more complex over time. Just make side projects a habit. Rewire your brain.
@selfmadecoder
No one here is paying me 155x my effort, so I stopped working with local clients like 1 and half year ago. (same for @Natyiu0). If you trust your skills and have solid projects (not just AI to do lists), go to YC startups, find early stage founders on LinkedIn or X, and DM them. Twitter Premium helps and its worth it.
If you’re good, you can land a $1k internship for 1–2 months. Go all in, and it can turn into a $3k–$4k full-time role. I’ve seen it happen. If you’re not there yet, build. 2–4 hours a day. One strong project every week for 4 weeks. Post on X (views don’t matter), then start DMing.
Keep building, make projects more complex over time. Just make side projects a habit. Rewire your brain.
@selfmadecoder
❤15
Recently I was at Hyatt Regency and there were US GOV Diplomats that just landed in there, they cleared some places for them and we can easily Observe them.
Here are some fun facts i have seen from them:
• They all dress the same cloth to the point you can't even recognize the leader, they have badges for that. The Protocol is really visible!
• Not a SINGLE Person have an iPhone 17 of any kinds, Not even one!!! ... i am not even sure if they have iPhone 16
• they all carry the a brief case and they stand always in circle (FYI some military formation that is common)
• the respect they have for the Ushers is really amazing, really something that makes it Warm...
And you will see a Broke Dude having an iPhone 17 pro max , full of drama too... (the way they treat the ushers... DAMN)
They really teach you alot just by Observing...
የሰለጠኑት ከላይ ነው, ከታች አይደለም
#reflections
@datawithsimon
Here are some fun facts i have seen from them:
• They all dress the same cloth to the point you can't even recognize the leader, they have badges for that. The Protocol is really visible!
• Not a SINGLE Person have an iPhone 17 of any kinds, Not even one!!! ... i am not even sure if they have iPhone 16
• they all carry the a brief case and they stand always in circle (FYI some military formation that is common)
• the respect they have for the Ushers is really amazing, really something that makes it Warm...
And you will see a Broke Dude having an iPhone 17 pro max , full of drama too... (the way they treat the ushers... DAMN)
They really teach you alot just by Observing...
የሰለጠኑት ከላይ ነው, ከታች አይደለም
#reflections
@datawithsimon
❤8
Plan to upskill your self, where the ai really not good at or staright bad at!
We have just Passed 50% of the Ethiopian calendar year, and 25% of the Gregorian Calendar year, and i am planning to do this in the time i have left in this year!
Personal Opinion but its literally the best time to upskill your self, as a data scientist.
People using Ai are becoming great at coding but Domain Expertise are becoming very rare, Like seriously RARE!!!!
Plan on learning the basics and start creating solutions from the core!!!
The way we solve problems are changing now!!!
@datawithsimon
We have just Passed 50% of the Ethiopian calendar year, and 25% of the Gregorian Calendar year, and i am planning to do this in the time i have left in this year!
Personal Opinion but its literally the best time to upskill your self, as a data scientist.
People using Ai are becoming great at coding but Domain Expertise are becoming very rare, Like seriously RARE!!!!
Plan on learning the basics and start creating solutions from the core!!!
The way we solve problems are changing now!!!
@datawithsimon
👍8❤3