Opinions are my own – For my predictions for the previous year 2021 please click here

For the year of 2022 – 2023:

1-      Deep Learning models training will be king in 2022 in Machine Learning. The goal is to generate human-like semantic new data (Texts, Images and Code). In 2021 we have trained large ML models with billions of parameters (OpenAI GPT-3, Turing, codex etc). In 2022 we will continue training models with more parameters, but the difference now will be to reduce the bias/stereotypes in the new content that is created.

a.       One key trend is to allow users to fine tune their models, tailor to their specific domain this will lead higher quality outputs

b.       Another trend is the increase of data annotation/labeling tools and vendors to tag data with more inclusive labels.

c.       Finally, there will be much focus on digital signature to certify the new data that is being generated by the publisher to reduce propaganda

NNA —  Minister of Public Works and Transportation, Dr. Ali Hamieh, on Thursday confirmed in a statement that the path to activate Lebanese facilities, including Rafic Hariri International Airport, was on the right track. “The number of arrivals to-date has reached 521,660 and is expected to reach 600,000 and above by the end of 2021,” […]

by reuters — Lebanon’s foreign ministry said on Thursday it “regrets” an incident of reported violence against the Finnish battalion that is part of the United Nations Interim Forces in Lebanon (UNIFIL), and is awaiting results of an inquiry into the matter. “The ministry affirms that any form of assault on the UNIFIL forces is unacceptable,” the ministry said in a statement.

Following the incident on Wednesday, UNIFIL said that “depriving UNIFIL of freedom of movement and attacking those who serve the cause of peace is unacceptable” and violated a peacekeeping agreement between Lebanon and the UN. It urged Lebanese authorities to hold those responsible accountable. The peacekeepers, now numbering around 10,000, have been stationed in southern Lebanon since 1978, when they arrived following an Israeli invasion during the 1975-1990 civil war. While Palestinian rebel groups were active there at the time, Iran-backed Hezbollah now operates in the area. The group fought a brutal 34-day war with Israel in 2006 that left around 1,200 Lebanese – most of them civilians – and more than 150 Israelis – mostly soldiers – dead.

by thenationalnews.com — The Lebanese judge leading investigations into last year’s Beirut port blast was forced to stop work on Thursday over a lawsuit filed by former ministers he had summoned for interrogation, an official said. The suspension is the fourth since Tarek Bitar was chosen to lead investigations in February. It comes two weeks […]

By Hugh Grant — techbullion.com — Marwan Kheireddine has brought an immeasurable amount of wealth and growth to Lebanon. In 2001, he opened a Virgin Megastore in Lebanon and received some priceless advice from a fellow billionaire, Sir Richard Branson. “I saw how Richard runs his business. He runs a multibillion-dollar corporation, but he knows everything about every company every day because it’s a flat structure,” Marwan Kheireddine said. “So when I met him for the first time in his office, I was very surprised that he was in a large office with no windows, no walls — it was completely open.” Kheireddine found it intriguing that anyone could walk up to him and talk to him. “His assistant would sit next to him, and there were no walls, and no red tape,” Marwan Kheireddine said. “And I did exactly that. If you come to my office today, unfortunately, we have walls because that’s the way it is in banking. However, when I don’t have people in my office, my door is open. Anyone can come in from the lowest level analyst to the highest C-suite executive. They can come in. It’s an open-door policy.”

Marwan Kheireddine had a life-changing meeting with Richard Branson

When Marwan Kheireddine met with Branson at his London offices in 2000, he assured the British business tycoon the launch would have to unfold grandly. “I said, ‘Richard, if you want to launch Virgin in the Middle East, it cannot be done in a shy way,’” Marwan Kheireddine advised. “It needs to be done very professionally and with a huge impact.” The Virgin Megastore opened in Lebanon in 2001, and it quickly became a cultural hub in the heart of Beirut. Branson attended the opening perched on a black couch that had been loaded onto a red bulldozer’s forklift bearing Virgin’s iconic logo. An elaborate fireworks display followed. Lebanon’s late Prime Minister Rafic Hariri described the store as a testimony of Beirut’s revival, according to albawaba.com. And then, a Virgin Megastore opened in Saudi Arabia in 2008. “Again, Richard went there, and we launched Virgin in the Middle East, but we didn’t stop at Virgin Megastores,” Marwan Kheireddine said. “Virgin Megastores then had a radio station, and Virgin Radio opened up in Lebanon.”

من شِدّةِ محبّةِ المسؤولين اللبنانيّين شعبَهم، لم يَقبَلوا على أنفسِهم إلا أن يَرفعوا حياتَه إلى مستوى يسوعَ المسيح: جَعلوا شعبَ لبنان يَلجأُ إلى مغارةٍ، يُولدُ في مِذْودٍ، ينامُ على التِّبنِ، يَتدفّأ بـلُهاثِ الغنمِ والبقر، يَستنيرُ بالنجومِ والبرْقِ، يُحاكِمُه أعداؤه، ويَحكُمون عليه بالجَلدِ والصَلْب. لكنَّ المسؤولين عَكسوا المسارَ فجَلدوا الشعبَ وصَلبوه أوّلًا. وإذا يسوعُ اقتبَل هذا القَدَرَ فداءَ البَشر، فمن نَفتدي نحن بعَذاباتِنا؟ الفاسدين، الفاشلين، العُملاءَ، الخَونة، المنهزِمين، المساوِمين، الضالّين، المنحرِفين؟ أنَفتدي يَهوَذا وهِيرَوْدوس وبيلاطُس وقَيافا؟ أنَفتدي من أفْقرونا وجَوَّعونا وأذَلّونا وهَجَّرونا ودَنَّسوا سُمعتَنا وأنْكروا لبنانَ قبلَ صِياحِ الديكِ وأثناءَه وبعدَه؟

لن نَفتديَ أحدًا من هؤلاءِ، ولن نخافَ هِيرَوْدس مهما كانت أسماؤه الجديدةُ. وشعبُنا لن يأخذَ الصبيَّ ويَرحَلَ به إلى مِصرَ خَشيةَ أن يَقتلَه هِيرَوْدس. لسنا رُحَّلًا ولا شعبَ الرحيل، بل شعبُ الثباتِ والصمود. أطفالُنا شَبُّوا مقاوِمين ويُواجهون في سبيلِ لبنانَ الذي سيَنتصِرُ كما انتصرَ المسيح. لا نريدُ أن نَنتصرَ على أحدٍ في الوطنِ، فلسنا نرى في أحدٍ عدوًّا. لكنّنا نريدُ أن ننتصرَ من أجلِ الكرامةِ والإنسان، ولتَبقَ سائدةً كلمةُ يسوع: “أحِبّوا بعضكَم بعضًا كما أنا أحْببتُكم”.

نَبطُلُ، نحن المسيحيّين، أن نكونَ أتباعَ يسوع، إذا حَقَدْنا وكَرِهْنا واسْتعدَينا. ونَبْطُلُ كذلك أن نَكون أتباعَ من قال “لا تخافوا أنا معكم” إذا جَـبُـنّا ولم نُدافع عن وجودِنا وهويّتِنا وحضارتِنا وكِيانِنا. ومشروعُ “لبنان الكبير” هو أصلًا مشروعُ محبّةٍ في عمقِه وبُعدِه وتَعدُّديّتِه وحدودِه لأنّه احْتضَن الجميعَ رغمَ أنَّ الجميعَ لم يَحتَضِنوه. ولـمّا تراءى لهم أنّهم احتَضَنوه خَنقُوه، وأنّهم أحَبّوه خانوه، وأنّهم حكمُوه احْتكروه، وأنّهم والَوه اسْتَولَوا عليه، وأنّهم حَرّروه اخْتَطفوه. عانى لبنانُ من فائضَين: فائضِ الإيمانِ به وفائضِ التشكيكِ به. وقاسى من نَقصين: نقصٍ في حُسنِ الحوكمةِ ونَقصٍ في المواطنيّة. وتَكبَّدَ تُخمتَين: تُخمةَ فشلِ المنظومةِ السياسيّةِ وتُخمةَ فسادٍ متنوِّعٍ وطنيٍّ وأخلاقيٍّ وماليّ. وذاقَ حَرْقتَين: حَرْقةِ الّذين استُشهدوا في سبيلِه وحَرْقةِ الّذين هاجروا بسببِ أزَماتِه.

BEIRUT, (Reuters) – U.N. Secretary-General Antonio Guterres said Lebanon’s financial collapse was caused by “something similar to a Ponzi scheme”, according to a video of comments he made while visiting Beirut this week. Lebanon is in the third year of an economic meltdown that began in 2019 when the financial system collapsed under the weight of huge state debt – the result of decades of corruption and mismanagement and the unsustainable way it was financed. Report ad Critics of the Lebanese authorities have compared the financial system to a Ponzi scheme, depending on fresh borrowing to pay back existing debt. The central bank has denied this. “As far as I understand what has happened in Lebanon is that Lebanon was using something similar to a Ponzi scheme…, which means that together with of course corruption and other, probably, forms of stealing, the financial system has collapsed,” Guterres said in the video circulated on social media.

The crash has caused the Lebanese pound to lose more than 90% of its value and savers to be frozen out of their deposits in the paralysed banking system. Mike Azar, an expert on the Lebanese financial system, said Guterres had expressed similar views at another closed-door gathering between the U.N. chief and members of Lebanese civil society on Tuesday. Asked by Reuters about the remarks, a U.N. spokesperson said the secretary-general’s views on the financial crisis were “more fully expressed” at a news conference at the end of his visit.

بصرف النظر عن دقة المعلومات المنشورة عن تفاصيل الصفقة وعن مهندسيها وعن الذين وافقوا عليها او رفضوها او صمتوا بانتظار مفاعيلها، فقد ادى الموقف الشجاع لرئيس الحكومة نجيب ميقاتي الى تفادي غرق البلاد في آخر مرحلة من مراحل الانهيار الشامل. نأمل ان يتوقف مسلسل الانهيارات بخطوة جريئة تجمع المنادين بالمصلحة الوطنية قبل اي

مصلحة اخرى حول مطلب واحد وهو بسط سيادة الدولة وتحقيق استقلالية المؤسسات وانتظام عملها وانهاء اي مظهر من مظاهر الدويلة

By Najia Houssari  — BEIRUT: The Lebanese Constitutional Council was unable to take a decision on Tuesday regarding the appeal submitted by President Michel Aoun’s team against the amendments introduced by Parliament to the electoral law, because it “failed to secure a majority of seven members,” according to spokesman Judge Tannous Meshleb. The amended electoral law is thus effective, and the parliamentary elections shall be held in accordance with the law after it is published in the Official Gazette. Meshleb denied “any political deal being proposed to the Constitutional Council in return for accepting the appeal.” Following the council meeting, he stressed: “The discussion was legal, and after seven sessions, we were unable to reach a unanimous decision. There was no sectarian division, but members had different opinions regarding expatriate voting. I regret not being able to reach a decision, but there wasn’t much else we could do. This is a failure on the Constitutional Council’s part. I don’t know if any of my colleagues interfered, but I don’t doubt anyone.”

Aoun and the Free Patriotic Movement (FPM) had objected to the amendments made to the electoral law in terms of changing the expatriate voting formula by canceling the six allocated seats and allowing expatriates to vote for the electoral lists, as well as canceling mega voting centers. Baabda Palace sources described was happened in the Constitutional Council as a “fail,” accusing “certain forces of disrupting the judiciary, the Constitutional Council, the procedural authority and the criminal auditing.” On Monday, the Lebanese heard rumors about a barter deal between Hezbollah, the FPM and Parliament Speaker Nabih Berri; the Constitutional Council would approve Aoun’s appeal in exchange for stopping Tarek Bitar, the judge leading the probe into the Beirut port explosion, from questioning the politicians he accused of being involved in the crime. The deal also includes making new judicial appointments and appointing a new Central Bank governor.

في عصر العولمة وتطور تقنيات الاتصال وتكنولوجيا المعلومات من المعيب تخصيص محافظة للمنتشرين لاسيما ان عددهم يرتفع بإضطراد وتأثيرهم على العملية الانتخابية يتصاعد. كان من الافضل رد الطعن باجماع الاعضاء ولكن كحل المجلس الدستوري ( عدم التوصل الى قرار ) احسن من العمى ( قبول الطعن ) عندما فشل المحلس الدستوري عام ٢٠١٣ في التوصل […]