Forwarded from STEM with Murad 🇪🇹
አንትሮፒክ የሳይበር ደህንነትን ታሪክ የሚቀይር አዲስ AI ሞዴል ይፋ አደረገ‼
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✍️ ዛሬ በ AI ዓለም ውስጥ ከተሰሙት እጅግ አስገራሚ (እና ትንሽም የሚያስፈሩ) ዜናዎች አንዱን ላካፍላችሁ። አንትሮፒክ (Anthropic) "Claude Mythos" የተሰኘ አዲስና አቅሙ የገዘፈ ሞዴል አስተዋውቋል።
ይሄ ሞዴል የደረሰበት የኮዲንግ እና የሳይበር ደህንነት (Cybersecurity) አቅም በቀላሉ የሚገለፅ አይደለም!
በጣት የሚቆጠሩ የዓለማችን ምርጥ የሴኪዩሪቲ ባለሙያዎች በስተቀር፣ የትኛውንም የሰው ልጅ የሚያስንቅ የሶፍትዌር ክፍተቶችን (Vulnerabilities) የማግኘትና የመስበር አቅም አለው።
🖊 እስኪ ሞዴሉ የሰው ልጅ ጣልቃ ሳይገባ ራሱን ችሎ (Autonomous) ያገኛቸውን ጉዶች እዩ፡
1⃣ ) OpenBSD ላይ፡ በዓለም ላይ እጅግ ጠንካራ ከሚባሉ ኦፕሬቲንግ ሲስተሞች አንዱ በሆነው OpenBSD ላይ፣ ለ27 ዓመታት የሰው ልጅም ሆነ አውቶማቲክ ቱሎች ያላገኙትን የደህንነት ክፍተት አግኝቷል።
2⃣ ) FFmpeg ላይ፡ የቴስቲንግ ቱሎች 5 ሚሊዮን ጊዜ ሞክረው ያላገኙትን የ16 ዓመት አሮጌ ክፍተት አጋልጧል።
3⃣ ) Linux Kernel ላይ፡ በርካታ ክፍተቶችን ራሱ ፈልጎ በማያያዝ (Chaining)፣ ተራ ተጠቃሚን የሲስተሙ ሙሉ ባለቤት (Root access) ሊያደርግ የሚችል ኤክስፕሎይት (Exploit) ራሱ ጽፏል!
📊 በBenchmark ብቃቱን ስናየው፦
አዲሱ Mythos ቀዳሚውን አቻውን Claude Opus 4.6ን በሩቅ በልጦታል፦
✅ SWE-bench Verified (Software Engineering): 93.9% (ይሄ አቅም ለዴቨሎፐሮች እጅግ አስገራሚ ነው!)
✅ CyberGym (Cybersecurity): 83.1%
Project Glasswing
ይህ የ AI አቅም በመጥፎ ሰዎች እጅ ቢወድቅ ዓለምን ሊያተራምስ ስለሚችል፣ አንትሮፒክ ይሄን ሞዴል ለህዝብ ክፍት አላደረገውም። ከዚህ ይልቅ የዓለማችንን መሠረተ-ልማቶች ለመታደግ Project Glasswing የተሰኘ ግዙፍ ጥምረት መስርቷል።
በዚህ ጥምረት ውስጥ ከሚገኙት ግዙፍ ተቋማት መካከል፦
Microsoft, Google, AWS, Apple, Cisco, CrowdStrike... ባጭሩ የቴክኖሎጂው ዓለም ቁንጮዎች በሙሉ የሞዴሉን አቅም ለመከላከያ (Defense) ሊጠቀሙበት ተስማምተዋል!
🎀 የ AI ቴክኖሎጂ ወደ "Agentic AI" (ራሳቸውን ችለው ኮድ የሚፅፉ፣ የሚያስቡና ውሳኔ የሚወስኑ ሞዴሎች) እያደረገ ያለው ሽግግር ሌላ ሌቭል ላይ ደርሷል። ከዚህ በኋላ የሶፍትዌር ኢንጂነሪንግም ሆነ የሳይበር ደህንነት ልክ እንደ ድሮው አይሆንም።
እናንተስ ስለዚህ ቴክኖሎጂ ምን ታስባላችሁ? ይህ አቅም ለዓለም ስጋት ነው ወይስ በረከት? ሀሳባችሁን ኮመንት ላይ አስቀምጡ!
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t.me/STEMwithMurad
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ይሄ ሞዴል የደረሰበት የኮዲንግ እና የሳይበር ደህንነት (Cybersecurity) አቅም በቀላሉ የሚገለፅ አይደለም!
በጣት የሚቆጠሩ የዓለማችን ምርጥ የሴኪዩሪቲ ባለሙያዎች በስተቀር፣ የትኛውንም የሰው ልጅ የሚያስንቅ የሶፍትዌር ክፍተቶችን (Vulnerabilities) የማግኘትና የመስበር አቅም አለው።
📊 በBenchmark ብቃቱን ስናየው፦
አዲሱ Mythos ቀዳሚውን አቻውን Claude Opus 4.6ን በሩቅ በልጦታል፦
✅ SWE-bench Verified (Software Engineering): 93.9% (ይሄ አቅም ለዴቨሎፐሮች እጅግ አስገራሚ ነው!)
✅ CyberGym (Cybersecurity): 83.1%
Project Glasswing
ይህ የ AI አቅም በመጥፎ ሰዎች እጅ ቢወድቅ ዓለምን ሊያተራምስ ስለሚችል፣ አንትሮፒክ ይሄን ሞዴል ለህዝብ ክፍት አላደረገውም። ከዚህ ይልቅ የዓለማችንን መሠረተ-ልማቶች ለመታደግ Project Glasswing የተሰኘ ግዙፍ ጥምረት መስርቷል።
በዚህ ጥምረት ውስጥ ከሚገኙት ግዙፍ ተቋማት መካከል፦
Microsoft, Google, AWS, Apple, Cisco, CrowdStrike... ባጭሩ የቴክኖሎጂው ዓለም ቁንጮዎች በሙሉ የሞዴሉን አቅም ለመከላከያ (Defense) ሊጠቀሙበት ተስማምተዋል!
እናንተስ ስለዚህ ቴክኖሎጂ ምን ታስባላችሁ? ይህ አቅም ለዓለም ስጋት ነው ወይስ በረከት? ሀሳባችሁን ኮመንት ላይ አስቀምጡ!
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t.me/STEMwithMurad
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Forwarded from Tech Nerd (yeab)
You’ll see me dead before you see me hopeless, giving up, settling, or accepting that my goals aren’t achievable.
@selfmadecoder
@selfmadecoder
Forwarded from AI Post — Artificial Intelligence
Here are 8 prompts for Claude that help uncover the real problem before you start building the wrong thing.
Prompt 1 - Demand Audit:
I'm creating [a product] for [a type of customer]. You're a skeptical YC partner who has seen 10,000 pitches. Ask me 7 questions that will reveal whether there's real demand or if I'm solving a problem that I personally have, but for which no one else is actually willing to pay.
Prompt 2 - Blind Spot Test in Competitor Analysis:
Here's my competitor analysis: [insert here]. You're a strategic analyst who has studied all the major startup failures in my category. Find 5 things that I'm missing in understanding why customers might stay with existing solutions rather than switch to mine. Be specific in questions about switching costs, habits, and emotional attachment to current tools.
Prompt 3 - "Why Now?":
My startup is [describe it]. This market has existed for [X years]. Give me the 5 strongest arguments for why now is the wrong time to launch and why the window of opportunity might already be closing. Then give me one strongest argument for why right now is the only window that will ever exist.
Prompt 4 — Business Model X-Ray:
My revenue model: [describe]. Average order value: [X]. Expected CAC: [X]. Show all the ways this model breaks at 100 customers, then at 1,000, then at 10,000. Identify the point where unit economics fail first, and describe the warning signals that will appear 3 months before that happens.
Prompt 5 — Customer Interview Stress Test:
Here are my customer interview notes: [insert]. You are a behavioral economist specializing in the gap between what people say and what they actually do. Identify which statements are real buying signals, which are just politeness disguised as interest, and which point to a problem I’m misunderstanding. Rank them by signal strength.
Prompt 6 — Hiring Trap Detector:
I’m planning to hire [role] because I believe it will solve [problem]. List all the assumptions I’m making about how this hire will fix things. Say which are most likely wrong, which problems will get worse after hiring, and what I need to prove before making this hire first rather than third.
Prompt 7 — Churn Pre-mortem:
My product delivers [value description] My onboarding like this: [describe]. Name 7 most likely reasons why the first 20 customers will stop using the product within 90 days, even if they liked the demo. For each reason, identify the earliest signal I could notice and what needs to change to prevent it.
Prompt 8 — Co-founder Conflict Map:
My co-founder and I divide responsibilities like this: [describe]. We’ve already agreed on the following: [list]. You are a startup therapist who has seen 50 co-founder breakups. Identify 5 decision points in the next 18 months where our structure will lead to serious conflict if we don’t align now. Describe exactly what each conflict will look like when it happens.
@aipost
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❤2
Not every day in life weighs the same. Today makes me realize and learn a lot of things. Let me share them one by one.
1. Finish what you started. I know we all know this quote, but let's walk the walk and finish that project, course, YouTube video, plan, or even the thought in our minds; let's turn it into something.
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2. Seek perfection in everything you do; create something that provides value, not just a draft.
Ihsan
Ihsan
3. Sometimes getting the right people in your life is better than millions of other opportunities combined, because they themselves are the 'luck'.
But be sure you are someone who deserves to be in their circle too. The result of working hard on yourself can be manifested by the improvement in your surroundings.
But be sure you are someone who deserves to be in their circle too. The result of working hard on yourself can be manifested by the improvement in your surroundings.
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4. Check on your people!
I think this is the most important lesson I realized today. Everybody around us is in pain. Everyone has his or her own trauma. It is hard to be good to people without ever being the cause of pain they remember even after you are gone.
People suffer from other irresponsible people's random words for decades.
Check on the people around you and see how they are doing. They may be in deep pain and hating life right now. Just try to be the peace and smile maker wherever you are.
Support your father, your mother, your brothers and sisters, support your friends and those you love. Support anyone, even animals, wallahi, even if they are doing wrong to you; Allah will compensate for all of it.
And finally, if anyone of you wants someone to listen and care when you are hurt, remember: no project of mine is better than you. I am always available. Just DM.
I think this is the most important lesson I realized today. Everybody around us is in pain. Everyone has his or her own trauma. It is hard to be good to people without ever being the cause of pain they remember even after you are gone.
People suffer from other irresponsible people's random words for decades.
Check on the people around you and see how they are doing. They may be in deep pain and hating life right now. Just try to be the peace and smile maker wherever you are.
Support your father, your mother, your brothers and sisters, support your friends and those you love. Support anyone, even animals, wallahi, even if they are doing wrong to you; Allah will compensate for all of it.
And finally, if anyone of you wants someone to listen and care when you are hurt, remember: no project of mine is better than you. I am always available. Just DM.
❤4
And finally,
5. There is an Arabic proverb that says:
من لا يعاني لا يدرك المعاني
"He who doesn't suffer won't know the meanings" -- my own translation; it may not describe what It is intended for real. 😇
5. There is an Arabic proverb that says:
من لا يعاني لا يدرك المعاني
"He who doesn't suffer won't know the meanings" -- my own translation; it may not describe what It is intended for real. 😇
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I’d rather work on a project in Assembly or Fortran than prepare a CV. Am I the only one?😭😭😭
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Forwarded from Edemy
Trying to keep up with all these new AI tools lately… feels exactly like when I was trying to learn every new JavaScript framework back in the day 😅
By the time you understand one… there are already new ones waiting for you.
And now with AI?
It’s even crazier, new tools are coming out, every time i checked.
Most of these tools?
They get hyped a lot… then disappear… then new ones come again.
Pick one tool you actually enjoy using.
Learn it well. Use it in real projects.
That’s what really matters.
You can always explore the rest later, when things calm down...
We’ve been here before with frameworks.
We survived that. We may survive this too.
@edemy251
By the time you understand one… there are already new ones waiting for you.
And now with AI?
It’s even crazier, new tools are coming out, every time i checked.
Most of these tools?
They get hyped a lot… then disappear… then new ones come again.
Pick one tool you actually enjoy using.
Learn it well. Use it in real projects.
That’s what really matters.
You can always explore the rest later, when things calm down...
We’ve been here before with frameworks.
We survived that. We may survive this too.
@edemy251
These days, now that I am back home, I am focusing more on connecting with influential people and spending time where I want to see my future self. So, let me share what I learned about life today.
The “የትም ፍጪው ዱቄቱን አምጪው” rule.
Sometimes, when we strive hard in life, we feel like we deserve praise and success. But the rule doesn’t work like that. Whatever you do should produce an observable outcome.
- Nobody cares how many years you spent coding—what matters is whether you’re earning or creating impact with that knowledge.
-Nobody cares how much you studied—what matters is achieving high results.
-Nobody cares how much pain you endured in life—what matters is becoming a valuable person.
-Even more, God does not judge you by the total count of your deeds alone, but by the state you meet Him in at the end.
So, brothers and sisters, whatever skill you have—even something as simple as talking—think about how to turn it into something valuable. Don’t just solve thousands of LeetCode questions if they don’t lead anywhere. And that “somewhere” shouldn’t be vague hope—it should be a clear, strategic plan with a measurable timeline.
Sometimes, when we strive hard in life, we feel like we deserve praise and success. But the rule doesn’t work like that. Whatever you do should produce an observable outcome.
- Nobody cares how many years you spent coding—what matters is whether you’re earning or creating impact with that knowledge.
-Nobody cares how much you studied—what matters is achieving high results.
-Nobody cares how much pain you endured in life—what matters is becoming a valuable person.
-Even more, God does not judge you by the total count of your deeds alone, but by the state you meet Him in at the end.
So, brothers and sisters, whatever skill you have—even something as simple as talking—think about how to turn it into something valuable. Don’t just solve thousands of LeetCode questions if they don’t lead anywhere. And that “somewhere” shouldn’t be vague hope—it should be a clear, strategic plan with a measurable timeline.
❤2
Where do you see yourself in 5 years? What about in 10, 15, or 20 years?
I am asking about the result(the life style), not the process—but still, does what you are doing now help you get there? Do you know a developer or software engineer with the life style you want? If so, how did they market their skills? What did they do differently?
Just a reminder to see the big picture 🙂
I am asking about the result(the life style), not the process—but still, does what you are doing now help you get there? Do you know a developer or software engineer with the life style you want? If so, how did they market their skills? What did they do differently?
Just a reminder to see the big picture 🙂
❤3
Forwarded from AI Post — Artificial Intelligence
1. Claude’s New AI
youtu.be/DG1wRgEpdO4
2. Learn 80% of Claude Cowork in less than 20 minutes
youtu.be/z9rdrNrkvDY
3. How to Position Yourself Now Before the Next AI Phase
youtu.be/E0Q96IKXx6Q
4. 23 AI Trends keeping me up at night
youtu.be/lyqk7zxbCKs
5. Claude Code: Build Your Full AI Marketing Team (Agents + Claude Skills)
youtu.be/yLXLHnD4fco
6. Gemma 4 + Ollama = FREE Claude Code
youtu.be/eehsSUlXZN4
7. We Made 3 High Priced Etsy Digital Downloads Using Claude (This is nuts)
youtu.be/MUFyMS4QJlw
8. The Hardest Problem AI Ever Solved
youtu.be/C0gErQtnNFE
9. In 1 Year, the Gap Between AI Users and Everyone Else Will Be Irreversible
youtu.be/YfRkj9kmQf0
10. Gemma 4 Just Got Way More Powerful with Open WebUI
youtu.be/aQ1rblXB91U
@aipost
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Forwarded from ibxbit
Someone said
"Procrastination is an arrogant assumption that God owes you another opportunity for the things you had time to do"
"Procrastination is an arrogant assumption that God owes you another opportunity for the things you had time to do"
Whenever I encounter a problem and want to solve it by developing something, the first thing that comes to my mind is searching for a product that already has a solution. Most of the time, I find one, even if it requires a combination of websites or apps that can do the job just fine. That makes me lose interest in the project I originally thought of.
So, if I continue like this, I won't have a software product of my own because there's already a made product for everything I can think of🙂↕️
So, if I continue like this, I won't have a software product of my own because there's already a made product for everything I can think of🙂↕️
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Forwarded from Zaya
Realizing that in 2036 we’ll miss 2026 the way we now miss 2016 feels almost ironic. The years we rushed through...complained about and called ordinary somehow become the ones we ache for most.
We were there living it..barely noticing, always wishing for something better.. not knowing we were already inside the moments we’d one day long to return to.
Time never warns us. It doesn’t pause or ask us to pay attention...it simply passes, quietly..until all that’s left is the feeling that we didn’t hold on tightly enough.
So maybe all we can do is live a little more...laugh a little louder and hold on a little tighter...because this..right now..is what we’ll one day miss
#reflection
@zaya_journal
We were there living it..barely noticing, always wishing for something better.. not knowing we were already inside the moments we’d one day long to return to.
Time never warns us. It doesn’t pause or ask us to pay attention...it simply passes, quietly..until all that’s left is the feeling that we didn’t hold on tightly enough.
So maybe all we can do is live a little more...laugh a little louder and hold on a little tighter...because this..right now..is what we’ll one day miss
#reflection
@zaya_journal
❤4