​🧠 አርቴፊሻል ኢንተለጀንስ (AI) የ25 ዓመት ዕድሜ ያለውን የሂሳብ እንቆቅልሽ ለመፍታት ረዳ

📚 ​አንድ የማይክሮሶፍት ተመራማሪ ከ2000ዎቹ መጀመሪያ ጀምሮ መፍትሄ ሳያገኝ የቆየውን የገመድ አልባ ግንኙነቶች (wireless communications) የንድፈ-ሀሳብ ችግር እንደገና መረመረ።

​ዋናው ፈተና፡- በደርዘን የሚቆጠሩ የተለያዩ ሲግናሎች እርስ በርሳቸው በሚጋጩበት ጊዜ፣ አንድ ተቀባይ (receiver) ትክክለኛውን የመጀመሪያ መልእክት ከረባሽ (noisy) ሲግናል ውስጥ እንዴት በትክክል ለይቶ ማውጣት ይችላል? የሚለው ነበር።

​ጂፒቲ-5.6 (GPT-5.6) በ30 ደቂቃዎች ውስጥ ብቻ የመጀመሪያ ደረጃ ማረጋገጫ (proof) እንዳቀረበ ተዘግቧል። 🤯

​በመቀጠል *Claude Fable 5* በራሱ የተለየ አቀራረብ ያቀረበ ሲሆን፣ ሁለቱንም ሞዴሎች የቀረቡትን የሂሳብ ሀሳቦች ለመሞገት፣ ለማቅለል እና ለማሻሻል ጥቅም ላይ ውለዋል።
​የመጨረሻው ማረጋገጫ በሚያስገርም ሁኔታ ቀላል የሆነ ሀሳብን ይጠቀማል፡- መጀመሪያ ከረባሹ ሲግናል በመነሳት ግምት መውሰድ፣ ከዚያም ትክክለኛው መልእክት ሙሉ በሙሉ እስኪገኝ ድረስ ደጋግሞ ትናንሽ ማስተካከያዎችን ማድረግ።
​ይህን ግኝት ወሳኝ የሚያደርገው፣ ይህ አዲሱ አቀራረብ ከዚህ ቀደም በንድፈ ሀሳብ ደረጃ እጅግ የተሻለ ነው ከተባለው ዘዴ ጋር ተመሳሳይ የሆነ የመልእክት ማግኛ ጥግ (recovery limit) ላይ መድረስ መቻሉ ነው፤ ያውም ያኛው ዘዴ የሚጠይቀውን ከፍተኛ የኮምፒዩተር ስሌት አቅም እና ጊዜ ሳያስፈልገው።

​አርቴፊሻል ኢንተለጀንሱ ሙሉ በሙሉ አዲስ የሂሳብ ዘርፍ አልፈጠረም፤ ነገር ግን በተመሳሳይ ደረጃ አስገራሚ የሆነ ሌላ ነገር አድርጓል፡- የሰው ልጆች ለ25 ዓመታት ሳያስተውሉት የቀሩትን ነባር ሀሳቦች በአዲስ መንገድ እርስ በርስ ማገናኘት ችሏል።

📚 TOP 5 NOTEBOOKLM PROMPTS FOR STUDENTS

🎓 Especially for Grades 1–12

1. 🧑‍🏫 My Personal AI Tutor

Act as my personal tutor using ONLY the sources I uploaded. Teach me [TOPIC] step by step in language appropriate for my grade level. Start with the basics, give simple examples, ask me questions to check my understanding, and correct my mistakes. Do not give information that is not supported by my sources.

2. 📝 Turn My Textbook into a Study Guide

Using ONLY my uploaded materials, create a complete study guide for [UNIT/CHAPTER]. Include the most important concepts, definitions, key facts, examples, formulas or rules, and important points I should remember. Organize everything in a clear, student-friendly format for Grade [X].

3. ❓ Quiz Me Like a Real Exam

Create a quiz from my uploaded sources about [TOPIC]. Start with easy questions and gradually increase the difficulty. Include multiple-choice, true/false, short-answer, and application questions. Ask me one question at a time, wait for my answer, then evaluate it and explain the correct answer using my sources.

4. 🧠 Find What I Don't Understand

Analyze the uploaded materials and help me identify the most difficult or commonly confusing concepts for a Grade [X] student. Explain each difficult concept in simple language, give an example, and then ask me a question to check whether I understand it.

5. 🎯 Prepare Me for My Exam

Act as my exam-preparation coach. Using ONLY my uploaded study materials, identify the most important topics I should review for my exam. Create a prioritized revision plan, summarize the key points, generate practice questions, and finish with a mock exam. After I answer, identify my weaknesses and tell me exactly what I should review again.

⭐ BONUS — The Ultimate NotebookLM Student Prompt

You are my personal AI learning coach. Use ONLY the sources I have uploaded. First determine my grade level and learning needs, then help me understand the material step by step. Explain difficult ideas simply, give examples, ask questions, test my understanding, identify my weaknesses, create revision activities, and prepare me for exams. Adapt the difficulty to my level and always encourage me to think and solve problems myself rather than simply giving me answers. Cite or point to the relevant source whenever possible.

💡 Best tip for students: Instead of asking NotebookLM general questions, upload your actual textbook chapter, teacher notes, worksheets, or exam materials first. Then tell it your grade + subject + topic + goal. This makes the prompts much more powerful.

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Claude የራሱን የOnline መማርያ Website ይፋ አድርጓል።

Academy.claude.com

በዚ Website ነፃ ኮርስና ቱቶርያሎችን መማር ትችላላችሁ።

#MoE : ትምህርት ሚኒስቴር የ2018
✅ የ12ኛ ክፍል ብሔራዊ ፈተና ውጤት ዙሪያ ከደቂቃዎች በኋላ መግለጫ ይሰጣል።

መግለጫውን ቲክቫህ ኢትዮጵያ በቀጥታ ያስተላልፋል።

©️ tikvahethiopia

ውጤት መቼ ይታያል ?

ተማሪዎች ውጤታቸውን ከሰኞ ጠዋት ወይም ማክሰኞ ከሰዓት ጀምሮ መመልከት ይችላሉ።

በውጤታቸው ላይ ቅሬታ የሚኖራቸው ከሆነም 5/6 ቀናት ቅሬታ የማቅረቢያ ጊዜ የሚሰጣቸው ይሆናል።

ቲክቫህ ኢትዮጵያ
ነሐሴ 16 ቀን 2018

©️ tikvahethiopia

🎓🤖 Top AI Tools for Students in 2026

1. Learning & Studying

ChatGPT – Learning, explanations, coding, brainstorming, and study assistance

Google ChatGPT – Research, learning, writing, and analyzing study materials

Claude – Writing, analysis, coding, and understanding complex topics

NotebookLM – Analyzes your PDFs, notes, and study materials and answers questions about them

Quizlet – Creates flashcards, quizzes, and personalized study materials

2. Research & Papers

Perplexity – AI-powered research with web sources and citations

Elicit – Helps research academic papers and extract useful information

Consensus – Finds and summarizes research-based answers from scientific papers

Scite – Helps analyze and evaluate academic research and citations

3. Writing & Productivity

Microsoft Copilot – AI assistance for research, writing, productivity, and Microsoft tools

Grammarly – Improves grammar, writing style, clarity, and tone

DeepL – AI-powered translation and writing assistance

Otter.ai – Transcribes lectures and conversations into searchable notes

4. Math, Science & Coding

Wolfram|Alpha – Solves mathematical, scientific, and computational problems

Photomath – Solves mathematical problems using your camera and provides explanations

Desmos – Interactive graphing and mathematical visualization

GitHub Copilot – Helps students write, understand, and debug code

5. Design & Presentations

Canva AI – Creates presentations, posters, graphics, and visual content

Gamma – Creates presentations, documents, and webpages using AI

6. Other

ElevenLabs – Generates realistic AI voices and converts text into speech

Double Tap ❤️ For More

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Frontend web development:

https://www.w3schools.com/html

https://www.w3schools.com/css

https://www.jschallenger.com

https://javascript30.com

https://t.me/webdevcoursefree/110

https://t.me/Programming_experts/107

Backend development:

https://learnpython.org/

https://t.me/pythondevelopersindia/314

https://www.geeksforgeeks.org/java/

https://introcs.cs.princeton.edu/java/11cheatsheet/

https://docs.microsoft.com/en-us/shows/beginners-series-to-nodejs/?languages=nodejs

Database:

https://mode.com/sql-tutorial/introduction-to-sql

https://www.sqltutorial.org/wp-content/uploads/2016/04/SQL-cheat-sheet.pdf

https://books.goalkicker.com/MySQLBook/MySQLNotesForProfessionals.pdf

https://docs.oracle.com/cd/B19306_01/server.102/b14200.pdf

https://leetcode.com/problemset/database/

Cloud Computing:

https://bit.ly/3aoxt1N

https://t.me/free4unow_backup/366

UI/UX:

https://www.freecodecamp.org/learn/responsive-web-design/

https://bit.ly/3r6F9xE

ENJOY LEARNING 👍👍

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🎙️ Google Unveils Gemini 3.5 for Advanced Speech-to-Text

🤖 Google has introduced Gemini 3.5, a new speech-to-text model that supports more than 85 languages. It can detect and correct unwanted sounds, pauses, and certain speech errors to produce cleaner, more accurate transcriptions.

✍️ Users can also edit the generated text using voice commands, making it possible to correct or modify transcripts without touching the keyboard.

🧠 The model can recognize personal and uncommon words, numbers, and multiple speakers simultaneously, making it useful for a wide range of real-world conversations.

📱 Some features will initially roll out to Pixel 11 and Mac users, while Google says the full set of capabilities will soon become available through the Chrome browser across web pages and its services.

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Anthropic has launched the Model Hardware Standard (MHS), a new way for AI systems like Claude to control robots and lab equipment using a single interface.

MHS provides a standard method for AI agents to communicate with various lab and factory devices, instead of using different programming interfaces. It uses common drivers to handle device commands, properties, and safety limits.

In the past, bringing different instruments into a lab or factory took a lot of time. MHS simplifies this by using easy read/write drivers and reference files that outline device features and safety guidelines.

AI agents can connect to devices through command-line interfaces or custom code, helping them manage tasks and adapt based on experimental results.

According to Anthropic, early projects have shown that integration times have dropped significantly, going from weeks to just hours or even minutes.

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🗣️ WEEKEND DISCUSSION #1

🤖 If AI Becomes Better Than Us at Almost Everything… What Should Humans Do?

Imagine a future where AI can write better than the best writers, code better than the best programmers, diagnose diseases more accurately than doctors, conduct scientific research faster than scientists, create better art, and solve problems that are far beyond human capabilities.
Now comes the real question:

🟢 VIEWPOINT A — Let AI Take Over

If AI can do something better, faster, and more accurately than humans, why should we insist on doing it ourselves?
Perhaps humans should let AI handle most intellectual and technical work and focus on things that give life meaning — relationships, experiences, creativity, exploration, and simply living.

🔵 VIEWPOINT B — Humans Should Stay Involved

Even if AI becomes better than us, some things should remain human.
Work isn't only about efficiency. Science, art, invention, and even solving difficult problems can give humans purpose, identity, and a sense of achievement. If we let AI do everything simply because it can do it better, what happens to human ambition and our sense of purpose?

💭 So, where do you stand?

Would you rather live in a world where AI does most things better than humans, freeing us from work or a world where humans continue doing things even when AI could do them better?

You don't have to choose one of the two viewpoints exactly.

Tell us what you think — and most importantly, tell us WHY. 👇🧠

🔥 Let's have a real discussion.

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