@AtifRMian Truly insightful, low interest rates definitely benefits start-ups and those who want to take risk and helps in creating ripple effect in the economy for the better✌️👍
Many of us in India grew up disliking Javed Miandad, although grudgingly respecting him as a player. We saw him as petty, vindictive and provocative. A man who started fights and created controversies.
That changes for me now.
Bravely and movingly said, sir.
Tears in his eyes. Pakistan has become a nation of slaves. Pakistans national hero, a true leader, sincere to the country, cares about poor people of Pakistan is in incarceration by the devil and most hated man called General Asim Munir, a thug and a theif.
Long live Imran khan ❤️
@ImranKhanPTI@agentjay2009@ImranRiazKhan
https://t.co/DGJQeCgDHN
@happyhuman456@khurramTO@arshia_khurram@StateDept
The sons of former Pakistan PM Imran Khan have spoken to AlJazeera about their father’s worsening health in prison. Kasim Khan and Suleiman Khan are demanding authorities allow access to independent medical treatment.
We always have seen your father the most calm, relaxed and mentally strong and tough person, now hearing that he has severe anxiety and palpitations it’s unfathomable.
@AJEnglish
#StopRiskingImranKhansLife
🚨 Just IN: This paper from Stanford and Harvard explains why most “agentic AI” systems feel impressive in demos and then completely fall apart in real use.
The core argument is simple and uncomfortable: agents don’t fail because they lack intelligence. They fail because they don’t adapt.
The research shows that most agents are built to execute plans, not revise them. They assume the world stays stable. Tools work as expected. Goals remain valid. Once any of that changes, the agent keeps going anyway, confidently making the wrong move over and over.
The authors draw a clear line between execution and adaptation.
Execution is following a plan.
Adaptation is noticing the plan is wrong and changing behavior mid-flight.
Most agents today only do the first.
A few key insights stood out.
Adaptation is not fine-tuning. These agents are not retrained. They adapt by monitoring outcomes, recognizing failure patterns, and updating strategies while the task is still running.
Rigid tool use is a hidden failure mode. Agents that treat tools as fixed options get stuck. Agents that can re-rank, abandon, or switch tools based on feedback perform far better.
Memory beats raw reasoning. Agents that store short, structured lessons from past successes and failures outperform agents that rely on longer chains of reasoning. Remembering what worked matters more than thinking harder.
The takeaway is blunt.
Scaling agentic AI is not about larger models or more complex prompts. It’s about systems that can detect when reality diverges from their assumptions and respond intelligently instead of pushing forward blindly.
Most “autonomous agents” today don’t adapt.
They execute.
And execution without adaptation is just automation with better marketing.
@PravinSawhney Iran challenged and unpacked the so called Iron Dome and superiority complex that the Middle East had, we now need to see how the regional leaders react to this new normal.
عمران خان کا مؤقف ہمیشہ واضح رہا اور انھوں نے پاکستان کی خودداری پر ہر قسم کے سمجھوتے کوہمیشہ مسترد کیا- 2011 مینار پاکستان کی تقریر کا یہ حصہ ملاحظہ فرمائیں-عمران خان آج بھی یہ ہی بات کر رہےہیں- کہ ہم دوستی ضرور کرینگے مگر غلامی نہیں کرینگے-
@PravinSawhney Not sure why the World’s powers houses are still trying to enforce their hegemonic rule and it seems that they have not learned that countries like Iran and Palestine can’t be eliminated