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Recommendation System: How AI is Controlling What You See?

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Harmful effects of AI

Have you ever opened YoutTube to watch a 5-minute video, but 30 minutes later, you found yourself engulfed in the maze of your feed page? Well, you are not alone. Years ago, what started off as a debate on the “Ethics of recommendation system” has spiraled into a serious problem.

But, what is the recommendation system? How is it influencing us to binge more? And, does the water runs deeper in the vicious pond of attention economy than what one can see on the surface?

Recommendation System: Shaping Minds

We can take sips of the content from the fire hose of information pointed our way every day of the week, with recommendation systems, by finding a few items that seem particularly valuable or relevant in a vast catalog.

However, while the recommendation system is immensely valuable, they also have a number of serious ethical failure modes. Some of which arise from companies build recommendation systems solely on the basis of user feedback, without taking into account the broader implications these systems have for civilization, society, and young minds.

Also Read: Impact of Technology on Human Rights

These implications are significant, and they are growing rapidly. Twitter and Google use their recommender algorithms routinely to shape public opinion on moral issues of the day, sometimes by design, sometimes by accident.

All the four primary stakeholders of the modern recommendation systems have a different set of interests and reasons to care about the recommendation quality:

  • End-User: The consumers directly engrossing the recommendations from Netflix, YoutTube, Twitter, Instagram, etc
  • Systems: The AI or back end operators who are responsible for the immediate user satisfaction
  • Companies: The operator of these recommendation systems furnishing the attention and user retention on the platform to make a profit alongside determining their long-term satisfaction
  • Society: The quality of recommended content influencing human preferences of content-consumption in the long-term

The Reason Behind Your Blind Scrolling

Social media giants thrive through the recommendation algorithms fabricated in their products, but at what price? Using addiction to generate more revenue and cash cowing teens and amateur minds into binging more is the stepping stone towards a successful site.

Tik-Tok has long been accused of denting mental health, narrowing attention span, and is extremely addicting. Now, Meta with Instagram Reels and Google with YouTube shorts have joined the race of reaping money at the cost of ruining lives.

Also Read: Tiktok Blackout Challenge: The Resurfacing Danger Taking Lives

Though surfacing a bit, the issue will evolve in severity as the negative impacts compound over the coming years.

The Endless Well

Recommenders make implicit choices depending on the time horizon that matters to their users. By seducing you into taking actions that will make you happy over very short timescales, Twitter, for example, aims to dominate user attention for as long as possible.

But decisions that feel right on a short timescale don’t always feel right on a longer timescale. So, for example, even though you were performing only the actions you “wanted” to do at the moment, you could feel as if your time was wasted after you logged off. Similarly, some recommenders have different time horizons (e.g., Amazon wants to know if you trust its reviews, so they ask you to buy a product and test it before you leave the feedback), but users have little control over the horizon on which they want their interactions with software evaluated.

Also Read: Techno-Racism: Technology Automating Racial Discrimination

We desire to improve and grow in our interactions with AI systems like recommenders. In contrast, our desire to preserve agency and control our growth and improvement trajectory is naturally tense.

Twitter, for example, does more than present its users with suggestions – it shapes their views on current events and actively influences their preferences. As a result, it is transforming its users into different individuals. But, when someone’s identity can shift due to their interaction with a recommendation system, how much control should they have over the direction or magnitude of that change? That’s why ethics in recommender systems remain an open question – and a big one.

The Dark Side of Youtube Algorithm

Videos have become the native language of the digital world, from tutorials of assembling an Ikea cabinet to free crash courses on digital marketing, Youtube homes it all. It has become the dominating digital space for learning new things to entertaining users for hours with its ocean of content.

However, therein lies a dark side of YouTube. It utilizes a top-of-the-class AI-powered recommendation system to keep our eyeballs stuck to the screen. Ever since implementing the recommendation system in 2015, YoutTube’s engagement rate has skyrocketed.

Also Read: Is Social Media Inflicting Extremist Movements and Riots Globally?

But, the problem starts when this algorithm pushes whatever it deems engaging, even if it is mentally damaging or could potentially harm the user. For example, you might be done watching a tutorial on how to chop onions the right way. Still, the next one may well be about how vaccinations are poisonous; climate change is a hoax, or how starving yourself for 20-hours a day could give you your ideal body.

Also Read: TikTok: The Unhealthy Glorification of Eating Disorder Amongst Teens

Though Google tries to take most of the inflicting videos down, but not before they have influenced millions, this is just the tip of the iceberg of the intermingled profit game with AI. It is a new ear with newer challenges as real as that climate change is real-no matter what the video claims.

Recommendation System: The Ethical Dilemma

Recommendation systems are the cornerstone of the internet, especially the social media economy. They make it easy for you to funnel the content you might want to consume in todays’ unimaginably large data present online.

Perhaps we should start by asking some big questions about the kind of world we want to live in and then work backward from there to determine how our answers would affect the way we evaluate recommendation engines.

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To the peoples of the world: Israel is Carrying out a holocaust against Palestinian families

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Israel is carrying out a holocaust against Palestinian families.

Yes, Israel is not sending Palestinians to gas chambers. But Israel is bringing Auschwitz and Mauthhausen to Palestinian homes, neighborhood, hospitals and mosques.

The title of this brief article is not a hyperbole or a dramatic overstatement meant to attract attention or gain sympathy. It is rather a reflection of reality.

Indeed, if a holocaust is about annihilating people, especially civilians and Palestinian families, the Israeli army, the Wehrmacht of our time, has been exterminating entire Palestinian families-the father, the mother and all the children.

We are not speaking about one isolated incident or a few incidents where one stray missile hit a home inadvertently or children killed as a result of collateral damage.

We are rather talking about carrying out a real holocaust against Palestinian families, an official policy endorsed and pursued by the government of Israel to wipe out numerous Palestinian households for the purpose of bringing the Palestinians to their knees.

This is Israel’s way of wreaking shock and awe on the defenseless and helpless Palestinians.

So far, more than 25 thousand entire Gaza households have been targeted by Israeli bombing. More than 12 thousands have been killed half of them are children and women.

Just imagine your own family being annihilated by a missile launched from high altitude. This nightmare has effectively become a routine experience in Gaza.

Read Also: World passively watching as Israel perpetrates open-ended massacre in Gaza

Israel today is emulating the Nazis and other criminal offenders throughout history. Don’t invoke the mantra of anti-Semitism. In the final analysis, when Jews think, behave and act like the Nazis thought, behaved and acted, they (the Jews) become Nazis themselves, pure and simple.

Yes, I do recognize there are many kind-hearted Jews who reject this Nazi-like savagery. None the less, we must call the spade a spade. These atrocities are being enthusiastically supported by the vast majority of Israelis, including ordinary people, intellectuals and rabbis. Israel-2023 does have much in common with Nazi-Germany. Claiming otherwise would be both dishonest and malicious.

Real holocaust

Israel, a notorious professional liar whose agents control western media outlets from Sydney to California, is misleading the international community as to what is really happening in the Gaza Strip.

A regional military superpower thanks to unrestricted American backing and support, Israel is simply waging a war of extermination against a thoroughly persecuted people whose only “crime” is its enduring vigor and longing for freedom from the shackles of Talmudic Jewish Nazism, a Satanic ideology which views all humanity-save Jews-as animals whose lives have absolutely no sanctity.

There is no doubt that the ongoing Israeli rampage of murder and terror is an expression of that genocidal Talmudic mentality. It is a mindset that is even more nefarious than the Nazi ideology.

We Palestinians have been at the receiving end of Jewish criminality and murderousness for several decades. We know it too well and need no one to give us lectures on “Israel’s civility and humanity”

In the final analysis, a country that murders thousands of children and other innocent civilians rather knowingly and deliberately in order to create deterrence is neither civilized nor humane. It is tantamount to fornicating with truth to call Israel humane and civilized.

The truth of the matter is that Israel is a diabolical Judeo-Nazi entity that has much in common with the Third Rich.

Yes, Israel is not sending Palestinians to gas chambers. But Israel is bringing Auschwitz to Palestinian homes, neighborhoods and streets. Israel is carrying out a real holocaust against innocent Palestinian families.

This is not really a war. War is fought between armies. The Palestinians don’t have an army, or navy or air force. The Palestinians simply can not protect their own children from overwhelming barbarianism, played out in full view of the entire world.

Read Also: Hamas: A convenient red herring for Jewish Nazism

Yes, there have been projectiles fired on Jewish colonies from the Gaza Strip, but these projectiles are essentially innocuous from the military view point as evident from the nearly zero casualties incurred by Israelis.

Indeed, when there is one dead on one side and 300 on the other side, including 50 children and babies, in addition thousands of maimed civilians and swathes of pornographic destruction of property, we are not really talking about war, even an asymmetrical war. We are actually talking about a real massacre, a massacre that is reminiscent of the time when the Nazis ganged up on European Jewry 70 years ago.

This very real massacre, holocaust, wouldn’t have been carried out had it not been for the flaccidity and leniency and silence displayed in Israel’s face by the bulk of the international community.

This is not to mention the connivance, collusion and conspiratorial roles played by several criminal states and governments, including the United States, a majority of European governments and especially the whore-like Sissi regime in Cairo which is shamelessly and brazenly siding with Israel against the Palestinian people.

But never mind, another massacre, another blitzkrieg, another conspiracy won’t finish our people off. It is our kismet that we must die in order to survive.

But those in Washington and London and Cairo who are watching rather passively, probably gleefully, as our children are being incinerated and murdered at the hands of the children, grand children and great-grand children of the holocaust, will one day pay the price for their murderous complicity and ignominy.

We will not forgive or forget.

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Israel: A criminal state par excellance

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Israel: a criminal state par excellance

In its exaggerated self-infatuation and excessive narcissism, Israel, a criminal state par excellence, often claims it is light upon mankind.

Zionist Jews, who falsely claim allegiance to the prophetic traditions of ancient Israel, are actually mostly atheists.

In fact, Zionism has more in common with the most infamous paragons of evil throughout history than with such Hebrew luminaries as the Prophet Moses, Aaron, Jacob, Joseph, David, and Solomon.

Indeed, ever since its misbegotten birth in 1948, a birth fraught with crimes against humanity, Israel’s modus operandi has been an uninterrupted series of atrocities, oppression, persecution, inequity, and racism.

Thus, Israel, A criminal state par excellence, is also a great falsifier of truth, history by claiming a higher moral ground vis-à-vis the Palestinians, its largely-unwept victims who are still crying to the seventh heaven for justice.

Also read: Israel should stop trying to force-feed the Holocaust down people’s throats  as bloody repression of Palestinians  goes on unabated

Israel is already starving and tormenting 1.6 million Gazans, denying them food, clean water, and other necessities of life. The 17-year draconian siege is apparently meant to punish Gazans for electing Hamas which simply refuses to recognize Israel for religious and moral reasons. The international community  sought to overlook Israel’s  real crimes against humanity inflicted repeatedly  on  some two million helpless Palestinians languishing under a N-a-z-i-like siege imposed and maintained by Israel.

Israel portrays herself as a beacon of light in a sea of dictatorship, tyranny, and oppression,

What Israel, a criminal state par Excellance, refuses to tell the world, however, is the fact that the Jewish state through its ubiquitous tentacles in America, Europe and elsewhere to enable, shield, sustain, and support tyrannical regimes in the region such as the Sissi police state in Egypt, the feudal regimes in Saudi Arabia, UAE and Bahrain.

Israel, a notorious professional liar whose agents control western media outlets from Sydney to California, is misleading the international community as to what is really happening in Jerusalem and in the Gaza Strip.

Read Also: Is anti-Semitism essential for the survival and growth of Zionism and Jewish peoplehood?

Israel, ruled by supremacist and megalomaniac Jews who think that no country or entity under the sun has a right to criticize Israel’s appalling maltreatment of the Palestinians, believes it has an unending free season on its victims.

Those are the Nazi-minded ideologues who are indoctrinated in Talmudic Jewish supremacy and who believe that the non-Jews lives have no sanctity , those are the Talmudic thugs who believe that the Palestinians must either be expelled or massacred .

As to its victims, Israel seeks always to demonize and dehumanize them so that the world will react indifferently if not callously when Israel murders them, expels them from their homes, steals their land and property as well as demolish their homes, a nearly daily callous practice the state of the Jews carries out in the West Bank.

Israel was born in sin. It will always be a sinful state, no matter what we read in the New York Times and the Washington Post or what we see on CNN and Fox News.

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World passively watching as Israel perpetrates open-ended massacre in Gaza

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The Israeli army, which can be called the Jewish Wehrmacht given its Nazi-like behavior, continues to pound the Gaza Strip from ground, sea and air. According to sources in Gaza, virtually all targets hit so far are civilians.

As many as 3500 Palestinians, virtually all of them civilians, have been reported killed so far. Thousands others were injured, many sustaining life-threatening wounds.

The scenes of mutilated and maimed children, some of whose bodies are seen protruding through the rubble of their homes, destroyed by missiles fired by American-supplied F-16 fighter jets, seem to verify the view that Israel is targeting Palestinian civilians in Gaza knowingly and deliberately.

Israeli leaders and military officials are openly gloating over the high death toll among Palestinian civilians. They blame Hamas for the orgy of killing. However, virtually all Palestinians don’t buy the Israeli logice.

Read Also: The US and Israel: The dog versus the wagging tail

As we all know, this is not the first time Israel indulges in such war crimes.

Israel has always been a regular perpetrator of war crimes . Indeed, one would exaggerate very little by arguing that Israel itself is a war crime or a crime against humanity.

I am not going to spend time refuting Israeli hasbara lies, blaming Hamas for the latest conflagration. Having been a vigilant observer of Israeli behavior for several decade , I can honestly argue that honesty and Israel can not really be used in the same sentence. Israel and honesty are an eternal oxymoron.

Read Also: The Myth of Israeli Democracy

As always, Israel violated the uneasy truce reached through Egyptian mediation in 2002. Israeli leaders, proceeding from the Talmudic ideology which views all non-Jews as lesser human beings or virtual animals, don’t feel bound by agreements or treaties reached with “Goyem.

People in the west, long duped and brainwashed by Zionist propaganda, may raise they eyebrows when reading these words. But we who live with these Judeo-Nazis and have been at the receiving end of their murderousness and evilness know better.

We don’t need and won’t accept lectures about the “humanity and civility” of the N-a-z-i-s of our time.

Hamas and other Palestinian resistance groups in Gaza don’t constitute an existential threat to Israel, which has one of the strongest military machines in the world.

Read Also: Hamas: A convenient red herring for Jewish Nazism

In fact, the claim that Gaza is threatening Israel is infinitely ridiculous. The thoroughly-starved and hermetically blockaded Gazans have a hard time feeding their children, let alone pose any meaningful threat to the N-a-z-i Germany of our time, a pugnacious state that more or less tightly controls the most powerful country under the sun, the United States.

It is sad and lamentable that a country of 320 million has allowed itself to be enslaved by Zionist pressure groups, hell-bent on prostituting America and eviscerating it of any semblance of morality for Israel’s sake.

Palestinians have resist Jewish terror

But the Palestinians can not take their very survival for granted. They can’t rely on the so-called international community to shield them against Jewish N-a-z-i-s-m.

Indeed, if the Palestinians don’t defend themselves, who is going to defend them? Obama? Merkel? Or Puten?

Hence, the valiant Palestinian determination to put up a semblance of resistance to the Jewish Wehrmacht. The Israeli assault on Gaza is not an assault on Hamas; It is rather a nefarious aggression against the entire Palestinian people. It is intended to break our people’s will to resist Israeli Nazism. Pure and simple.

To put the matter in a nutshell, the Palestinians in Gaza are simply defending themselves against an overwhelming evil force that is hell bent on ethnically cleansing them and stealing their motherland. Our fighters don’t fire their home-made missiles on Israel because they want to spill Jewish blood. They do it because this is the only means they possess to deter a cannibalistic enemy that can only feel good if and when it spills Palestinian blood.

Besides, the problem with Israel didn’t begin last week or last year.

Just remember that many of the people being now bombarded and murdered by the Jewish Wehrmacht are actually children, grand children and great grand children of the original Palestinian refugees that Israel massacred or brutally expelled out of their homes when the evil state was created in Palestine in 1948.

Hence, the Palestinians in Gaza can not really be terrorists if only because they were never the initiator of violence and terror. The Palestinians were living peaceably in their towns and villages, mostly leading a simple pastoral life until waves of Khazari Jews, who had no real connection with the ancient Israelites, invaded Palestine with the aid of Western countries, especially the evil empire, the United Kingdome.

Yes, it was Britain that put the venomous Jewish snake in the bed of the Palestinian child. Britain, as Noam Chomsky wisely said, can not claim innocence or argue that it didn’t know the snake was so poisonous.

Gaza Massacre: Surviving by dying

Today, Palestinians are sacrificing their lives for their freedom, dignity and survival. This is what they have always been doing from time immemorial. We are very much children of martyrs who were themselves children of martyrs. We survived despite a harsh history of plots and conspiracies that aimed to eradicate us as a people from the face of earth.

We in Gaza will survive the latest Israeli blitz as well

However, the world community ought to feel ashamed for watching the Nazi Germany of our time gang up on a defenseless people in Gaza whose only crime is that it is not part of “the holy tribe,”

This conspicuously immoral world , which doesn’t respect any modicum of respect, will surely have a precarious future. It will face ultimate demise.

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