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Vital Role of True Randomness in Modern Computing

The critical need for true randomness in cryptography, simulations, and more

True randomness is essential for encryption, statistical sampling, simulations, and more computing applications to work effectively. We explore why.

The concept of randomness often evokes thoughts of unpredictability and chance occurrences. However in the world of computing, having access to true randomness is vital for many critical applications to function properly. Without the ability to generate random values and data, key aspects of modern technology simply would not work reliably.

In this article, we will explore what constitutes true randomness from a computational perspective, why it is crucially important, and some of the ways that software and hardware attempt to produce randomness reliably. Gaining insight into this topic highlights the dependence much of digital functionality has on the availability of non-deterministic, uniformly distributed random data.

What Makes Randomness “True”?

For data to be considered truly random from an information theory perspective, values must satisfy key mathematical and statistical qualities, for example at Lucky Seven Casino. True randomness implies meeting three core criteria:

  • Uniform distribution — All potential values have an equal probability of occurring so that no bias exists towards certain numbers.
  • Independence — The value at any position does not relate to or depends on values at other positions. Previous numbers do not influence future ones.
  • Unpredictability — Knowing some values provides no useful information to predict other values. Guessing upcoming numbers is mathematically impossible.

Hence, true randomness requires generated data featuring high entropy (information density) with no observable patterns or correlations over any length or time period analyzed. Values must pass various statisticatests of randomness to qualify. True randomness exists only in specific natural phenomena scientists believe exhibit fundamental uncertainty such as radioactive decay. Computational methods can attempt to produce randomness but technically generate only an approximation usually called pseudo-randomness. However for many practical purposes, computationally generated randomness proves sufficient if it passes robust statistical testing.

Why True Randomness Matters Cryptography 

Arguably, the area with the most crucial dependence on true randomness is cryptography. All modern encryption technologies require random number generation to ensure security. Encryption systems work by utilizing random numbers for:

  • Key generation
  • Initialization vectors
  • Salts
  • Nonces
  • Padding

Any bias, predictability or correlation within random values used for the above purposes significantly compromises encryption protocols and introduces vulnerabilities. With trillions of dollars transferred online daily and vast amounts of sensitive data stored digitally, safeguarding cryptography requires high-quality random number generation rooted in solid entropy sources.

Simulations & Modeling 

Outside of security, many more computing applications need randomness to operate correctly per their design intent. Monte Carlo simulations extensively utilize randomness to model complex real-world behaviors by running many iterations with differing random inputs. Financial analysis, climate modeling, nuclear reactions and molecular behavior represent common Monte Carlo simulation applications.

Games, Artificial Intelligence & Machine Learning 

Gaming, AI and ML commonly incorporate randomness to increase variation, introduce unpredictability, and improve realism. For example, non-player characters in video games use randomness for movement, dialog and behavior to feel more lifelike and less robotic. AI/ML leverage randomness to train networks more thoroughly against a wider possibility space and build more resilient models less prone to biases.

Generating True Randomness via Hardware 

Given the pervasive need for genuine randomness across computing, how do software and hardware reliably produce it? Most systems today use either specialized hardware random number generators or hybrid combinations of hardware and software.

Hardware options utilize the inherent randomness within low-level physical phenomena to produce entropy. Different techniques for generating randomness exist but most hardware implementations focus on three main sources:

  1. Thermal Noise
  2. Semiconductor Quantum Physics
  3. Chaotic Oscillator Outputs
Generator TypeDescription
Thermal NoiseAmplifies and extracts random electrical noise from resistor thermal vibrations
Quantum PhysicsLeverages quantum mechanical properties like photon emission timing from LEDs/lasers
Chaotic CircuitsUses unpredictable oscillator circuit outputs from chaos theory

Semiconductor-based solutions can generate high bitrates up to 5Gbps using compact modern chip fabrication allowing extensive harvestingof entropy. However these sources derive from complex, random physical processes proving impossible to predict or fully model mathematically. This unpredictability provides excellent entropy quality unattainable via software algorithms alone.

Most general-purpose computers now integrate random number generators within CPUs allowing applications access to decent hardware-based random data. For the highest security use cases, dedicated standalone hardware random number generators exist exceeding >100Gbps speeds. Hence accessing genuine randomness is available today even on common computing devices.

Cryptographically Secure Pseudo-Random Number Generators 

While hardware mechanisms utilize hard-to-predict physical phenomena to produce randomness, software solutions must take a different approach. Algorithmically-generated randomness cannot achieve true randomness from a physics perspective. However clever mathematical techniques like cyclical algorithms can generate randomness passing many statistical tests of randomness within their output bit length limits.

Cryptographically secure pseudo-random number generators (CSPRNG) serve as the premier software-based method for generating randomness. CSPRNGs work by repeatedly applying cryptographic primitives like hash or cipher functions on initial random seed values. This process produces a chain of output bits not reproducible without the original seed key. Leading CSPRNG algorithms include:

  • Hash_DRBG
  • HMAC_DRBG
  • CTR_DRBG

Software libraries implement these CSPRNGs so developers can integrate quality randomness into applications with proper seeding. Seeding establishes the initial starting point for randomness generation using an entropy source like hardware random number generators or timing variability.

CSPRNGs allow the production of vast quantities of randomized data for any purpose needed. Compared to hardware mechanisms limited by physics on maximum speeds, algorithms scale boundlessly in the bits created as long as adequate computational power exists.

Yet key differences between software and hardware randomness remain. While CSPRNG outputs pass statistical testing and contain no observable patterns, their pseudo-randomness means given the same seed, the exact same value sequence will generate each time. Also, if a CSPRNG algorithm or implementation has flaws, adversaries could predict and exploit output resulting in compromised security. Still, with proper cryptographic design and regular reseeding, CSPRNGs provide quality randomness for most software needs.

Conclusion

From the above exploration, we see true randomness plays a pivotal role across computing – from cybersecurity to simulations and beyond. While no substitutes for true physically-derived entropy exist, modern hardware and hybrid hardware-software solutions provide abundant randomness for practical usage.

However as computing continues evolving with new technologies like quantum, ensuring high-quality randomness generation tackles emerging information security and system reliability challenges. Access to ample true randomness stands necessary now for current computing functionality and lays the foundation for future innovation.

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MyIQ: Supporting Lifelong Learning Through Accessible Online IQ Testing

Strong communities are built on education, curiosity, and meaningful conversation. Whether through schools, cultural institutions, or family discussions at the dinner table, intellectual growth has always played a central role in local life. Today, digital tools are expanding the ways individuals explore personal development — including the ability to assess cognitive skills online.

One such platform is MyIQ, an online service that allows users to take a structured IQ test and receive detailed results. As more people seek accessible educational resources, platforms like MyIQ are becoming part of broader conversations about learning, intelligence, and personal growth.

Why Cognitive Self-Assessment Matters in Local Communities

Education as a Community Value

Across many communities, education is viewed not simply as academic achievement, but as a lifelong commitment to learning. Parents encourage curiosity in their children. Students strive for academic excellence. Adults pursue professional growth or personal enrichment.

Cognitive assessment tools offer a structured way to reflect on skills such as:

  • Logical reasoning
  • Numerical understanding
  • Pattern recognition
  • Verbal analysis

These are foundational abilities that influence academic performance and everyday problem-solving.

Encouraging Constructive Dialogue

Online discussions about intelligence often spark meaningful reflection. When handled responsibly, IQ testing can serve as a starting point for conversations about:

  1. Study habits
  2. Educational opportunities
  3. Strengths and challenges
  4. The balance between genetics and environment

MyIQ fits into this dialogue by providing structured results and transparent explanations.

What Is MyIQ?

MyIQ is an online IQ testing platform designed to measure reasoning abilities across multiple cognitive domains. Unlike casual internet quizzes, MyIQ presents an organized testing experience followed by contextualized reporting.

A public Reddit discussion that references the platform can be viewed here: MyIQ

In this thread, users openly discuss their results and reflect on possible influences such as family background and personal development. The transparency of this conversation highlights organic engagement and reinforces the platform’s credibility.

How the MyIQ Test Is Structured

Multi-Domain Assessment

MyIQ evaluates intelligence across several structured areas:

Logical Reasoning

Assesses the ability to analyze information and draw conclusions.

Mathematical Reasoning

Measures comfort with numbers, sequences, and quantitative logic.

Pattern Recognition

Evaluates the ability to detect visual or numerical relationships.

Verbal Comprehension

Tests interpretation and understanding of written material.

This approach ensures that results are not based on a single narrow skill set but on a broader cognitive profile.

Clear and Contextualized Results

After completing the assessment, users receive:

  • An overall IQ score
  • Percentile ranking
  • Explanation of score range
  • Identification of stronger and weaker domains

For individuals unfamiliar with IQ metrics, percentile ranking offers helpful context. Instead of viewing a number in isolation, users can understand how their results compare statistically.

Such clarity supports responsible interpretation and reduces misunderstanding.

Comparing MyIQ to Informal IQ Quizzes

FeatureMyIQInformal Online Quiz
Structured CategoriesYesOften Random
Percentile ExplanationIncludedRare
Balanced ReportingYesMinimal
Community DiscussionActiveLimited
Professional PresentationYesVaries

For readers interested in credible digital services, this structured approach stands out.

Responsible Use of IQ Testing

It is important to emphasize that IQ scores represent specific cognitive abilities measured under standardized conditions. They do not define:

  • Character
  • Work ethic
  • Creativity
  • Compassion
  • Community involvement

Many successful individuals contribute meaningfully to their communities regardless of standardized test scores. MyIQ presents results as informational tools rather than labels, encouraging thoughtful reflection.

The Role of Community Feedback

Trust in digital services increasingly depends on transparent user experiences. The Reddit thread linked above demonstrates:

  • Voluntary sharing of results
  • Open questions about interpretation
  • Constructive discussion about intelligence and background
  • Honest reflection on expectations

Such dialogue aligns with community values that prioritize conversation and shared understanding.

When users openly analyze their experiences, it adds authenticity beyond promotional claims.

Who Might Benefit from MyIQ?

Students

Students preparing for academic milestones may find value in understanding their reasoning strengths.

Parents

Parents curious about cognitive development may use structured assessments as conversation starters about learning habits.

Professionals

Adults seeking self-improvement can use IQ testing as one of many personal development tools.

Lifelong Learners

Individuals who enjoy intellectual exploration may simply appreciate structured insight into how they process information.

Digital Tools and Modern Learning

Community life increasingly intersects with technology. From online education platforms to digital libraries, accessible learning resources are expanding opportunities.

MyIQ fits into this landscape by offering:

  1. Online accessibility
  2. Clear and structured format
  3. Immediate feedback
  4. Transparent reporting

This accessibility allows individuals to explore cognitive assessment privately and thoughtfully.

Intelligence: Genetics and Environment

The Reddit discussion highlights a common question: how much of intelligence is influenced by genetics versus environment?

While scientific research suggests both play roles, IQ testing should not be viewed as deterministic. Education quality, nutrition, mental stimulation, and life experiences all contribute to cognitive development.

MyIQ does not claim to define destiny. Instead, it offers a snapshot — a moment of measurement within a broader life journey.

Final Thoughts: MyIQ as a Tool for Reflection

Communities thrive when curiosity is encouraged and learning is valued. In this spirit, structured self-assessment tools can serve as part of a healthy intellectual culture.

MyIQ provides an organized, transparent, and discussion-supported approach to online IQ testing. With contextualized results and visible community dialogue, the platform demonstrates credibility and accessibility.

For readers interested in exploring their reasoning abilities — whether for academic, professional, or personal reasons — MyIQ offers a modern digital option aligned with the principles of education, reflection, and lifelong growth.

Used thoughtfully, it becomes not a label, but a conversation starter — one that supports curiosity, awareness, and continued learning within any engaged community.

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A Thousand Miracles: From Surviving the Holocaust to Judging Genocide

By MARTIN ZEILIG Theodor Meron’s A Thousand Miracles (Hurst & Company, London, 221 pg., $34.00 USD) is an uncommon memoir—one that links the terror of the Holocaust with the painstaking creation of the legal institutions meant to prevent future atrocities.
It is both intimate and historically expansive, tracing Meron’s path from a child in hiding to one of the most influential jurists in modern international law.
The early chapters recount Meron’s survival in Nazi occupied Poland through a series of improbable escapes and acts of kindness—the “miracles” of the title. Rendered with restraint rather than dramatization, these memories form the ethical foundation of his later work.
That moral clarity is evident decades later when, on the seventy-fifth anniversary of the liberation of Auschwitz, he addressed the UN General Assembly and reminded the world that “the German killing machine did not target Jews only but also the Roma, Poles, Russians and others,” while honoring “the Just—who risked their lives to save Jews.” It is a moment that encapsulates his lifelong insistence on historical accuracy and universal human dignity.
What sets this memoir apart is its second half, which follows Meron’s transformation into a central architect of international humanitarian law. Before entering academia full time, he served in Israel’s diplomatic corps, including a formative posting as ambassador to Canada in the early 1970s. Ottawa under Pierre Trudeau was, as he recalls, “an exciting, vibrant place,” and Meron’s responsibilities extended far beyond traditional diplomacy: representing Israel to the Canadian Jewish community, travelling frequently to Toronto, Montreal, and Vancouver, and even helping to promote sales of Israeli government bonds. His affection for Canada’s cultural life—Montreal’s theatre, Vancouver’s “stunning vistas”—is matched by his candor about the political pressures of the job.
One episode proved decisive.
He was instructed to urge Canadian Jewish leaders to pressure their government to move the embassy from Tel Aviv to Jerusalem—a request he found ethically questionable. His refusal provoked an attempt to recall him, a move that reached the Israeli cabinet. Only the intervention of Finance Minister Pinhas Sapir, who valued Meron’s work, prevented his dismissal. The incident, he writes, left “a fairly bitter taste” and intensified his desire for an academic life—an early sign of the independence that would define his legal career.
That independence is nowhere more evident than in one of the most contentious issues he faced as legal adviser to the Israeli Foreign Ministry: the legal status of Israeli settlements in the occupied West Bank. Meron recounts being asked to provide an opinion on the legality of establishing civilian settlements in territory captured in 1967.
His conclusion was unequivocal: such settlements violated the Fourth Geneva Convention as well as the private property rights of the Arab inhabitants. The government chose a different path, and a wave of settlements followed, complicating prospects for a political solution. Years later, traveling through the West Bank, he was deeply troubled by the sight of Jewish settlers obstructing Palestinian farmers, making it difficult—and at times dangerous—for them to reach their olive groves, even uprooting trees that take decades to grow.
“How could they impose on Arab inhabitants a myriad of restrictions that did not apply to the Jewish settlers?” he asks. “How could Jews, who had suffered extreme persecution through the centuries, show so little compassion for the Arab inhabitants?”
Although he knew his opinion was not the one the government wanted, he believed firmly that legal advisers must “call the law as they see it.” To the government’s credit, he notes, there were no repercussions for his unpopular stance. The opinion, grounded in human rights and humanitarian law, has since become one of his most cited and influential.
Meron’s academic trajectory, detailed in the memoir, is remarkable in its breadth.
His year at the Max Planck Institute in Heidelberg (1984–85) produced Human Rights Law–Making in the United Nations, which won the American Society of International Law’s annual best book prize. He held visiting positions at Harvard Law School, Berkeley, and twice at All Souls College, Oxford.
He was elected to the Council on Foreign Relations in 1992 and, in 1997, to the prestigious Institute of International Law in Strasbourg. In 2003 he delivered the general course at the Hague Academy of International Law, and the following year received the International Bar Association’s Rule of Law Award. These milestones are presented not as selfpromotion but as steps in a lifelong effort to strengthen the legal protections he once lacked as a child.
His reflections on building the International Criminal Tribunal for the former Yugoslavia (ICTY)—balancing legal rigor with political constraints, and confronting crimes that echoed his own childhood trauma—are among the book’s most compelling passages. He writes with unusual candor about the emotional weight of judging atrocities that, in many ways, mirrored the violence he narrowly escaped as a boy.
Meron’s influence, however, extends far beyond the Balkans.
The memoir revisits his confidential 1967 legal opinion for the U.S. State Department, in which he concluded that Israeli settlements in the territories occupied after the Six Day War violated international humanitarian law—a view consistent with the opinion he delivered to the Israeli government itself. His distress at witnessing settlers obstruct Palestinian farmers and uproot olive trees underscores a recurring theme: the obligation of legal advisers to uphold the law even when politically inconvenient.
The book also highlights his role in shaping the International Criminal Court (ICC). Meron recalls being “happy and excited to be able to help in the construction of the first ever permanent international criminal court” at the 1998 Rome Conference.
His discussion of the ICC’s current work is characteristically balanced: while “most crimes appear to have been committed by the Russians” in Ukraine, he notes that “some crimes may have been committed by the Ukrainians as well,” underscoring the prosecutor’s obligation to investigate all sides.
He also points to the ICC’s arrest warrants for President Putin, for Hamas leaders for crimes committed on October 7, 2023, and for two Israeli cabinet members for crimes in Gaza—examples of the Court’s mandate to pursue accountability impartially, even when doing so is politically fraught.
Throughout, Meron acknowledges the limitations of international justice—the slow pace, the uneven enforcement, the geopolitical pressures—but insists on its necessity. For him, law is not a cureall but a fragile bulwark against the collapse of humanity he witnessed as a child. His reflections remind the reader that international law, however imperfect, remains one of the few tools available to restrain the powerful and protect the vulnerable.
The memoir is also a quiet love story.
Meron’s devotion to his late wife, Monique Jonquet Meron, adds warmth and grounding to a life spent confronting humanity’s darkest chapters. Their partnership provides a counterpoint to the grim subject matter of his professional work and reveals the personal resilience that sustained him.
Written with precision and modesty, A Thousand Miracles avoids selfaggrandizement even as it recounts a career that helped shape the modern architecture of international justice.
The result is a powerful testament to resilience and moral purpose—a reminder that survivors of atrocity can become builders of a more just world.

Martin Zeilig’s Interview with Judge Theodore Meron: Memory, Justice, and the Life He Never Expected

In an email interview with jewishpostandnews.ca , the 95 year-old jurist reflects on survival, legacy, and the moral demands of international law.
Few figures in modern international law have lived a life as improbable—or as influential—as Judge Theodore Meron. Holocaust survivor, scholar, adviser to governments, president of multiple UN war crimes tribunals, Oxford professor, and now a published poet at 95, Meron has spent decades shaping the global pursuit of justice. His new memoir, A Thousand Miracles, captures that extraordinary journey.
He discussed the emotional challenges of writing the book, the principles that guided his career, and the woman whose influence shaped his life.
Meron says the memoir began as an act of love and remembrance, a way to honor the person who anchored his life.
“The critical drive to write A Thousand Miracles was my desire to create a legacy for my wife, Monique, who played such a great role in my life.”
Her presence, he explains, was not only personal but moral—“a compass for living an honorable life… having law and justice as my lodestar, and never cutting corners.”
Reflecting on the past meant confronting memories he had long held at a distance. Writing forced him back into the emotional terrain of childhood loss and wartime survival.
“I found it difficult to write and to think of the loss of my Mother and Brother… my loss of childhood and school… my narrow escapes.”
He describes the “healing power of daydreaming in existential situations,” a coping mechanism that helped him endure the unimaginable. Even so, he approached the writing with restraint, striving “to be cool and unemotional,” despite the weight of the memories.
As he recounts his life, Meron’s story becomes one of continual reinvention—each chapter more improbable than the last.
“A person who did not go to school between the age of 9 and 15… who started an academic career at 48… became a UN war crimes judge at 71… and became a published poet at the age of 95. Are these not miracles?”
The title of his memoir feels almost understated.
His professional life has been driven by a single, urgent mission: preventing future atrocities and protecting the vulnerable.
“I tried to choose to work so that Holocausts and Genocides will not be repeated… that children would not lose their childhoods and education and autonomy.”
Yet he is cleareyed about the limits of the institutions he served. Courts, he says, can only do so much.
“The promise of never again is mainly a duty of States and the international community, not just courts.”
Much of Meron’s legacy lies in shaping the legal frameworks that define modern international criminal law. He helped transform the skeletal principles left by Nuremberg into robust doctrines capable of prosecuting genocide, crimes against humanity, and wartime sexual violence.
“Fleshing out principles… especially on genocide, crimes against humanity and especially rape.”
His work helped ensure that atrocities once dismissed as collateral damage are now recognized as prosecutable crimes.
Even with these advances, Meron remains realistic about the limits of legal institutions.
“Courts tried to do their best, but this is largely the duty of States and their leaders.”
Justice, he suggests, is not only a legal project but a political and moral one—requiring courage from governments, not just judges.
Despite witnessing humanity at its worst, Meron refuses to surrender to despair. His outlook is grounded in history, tempered by experience, and sustained by a stubborn belief in progress.
“Reforms in the law and in human rights have often followed atrocities.”
He acknowledges that progress is uneven—“not linear,” as he puts it—but insists that hope is essential.
“We have ups and downs and a better day will come. We should work for it. Despair will not help.”
Judge Theodore Meron’s life is a testament to resilience, intellect, and moral clarity.
A Thousand Miracles is not simply a memoir of survival—it is a record of a life spent shaping the world’s understanding of justice, guided always by memory, principle, and the belief that even in humanity’s darkest hours, a better future remains possible.

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Gamification in Online Casinos: What Do Casino Online DudeSpin Experts Say

Gamification is one of the trends in modern game development. The technology allows players to interact with in-game elements and complete various tasks to earn additional rewards. Sites like casino online DudeSpin are eager to explore new technologies. Canadian players are particularly drawn to gamification for the opportunity to test their skills and have fun. Various development approaches allow for the implementation of much of this functionality already at this stage of development.
Core Elements of Gamification
Gamification is a technology that implements various elements to increase player attention. This mechanic not only attracts new users but also increases the time spent playing. This method rewards the most active players and also uses interactive elements that evoke certain associations and habitual actions.
Gamification elements include:
Achievement systems. Players earn special points and rewards for achieving certain goals. For example, unlocking a new level awards points and free spins on slot machines.
Leaderboards. Competitive rankings increase player attention and encourage active betting. Furthermore, healthy competition between participants improves their overall performance.
Progressive mechanics. Players consistently achieve higher results, which unlock additional privileges. Constant progression creates the effect of maximum engagement and attention to the user’s personality.
Challenges. Special quests and daily missions help players feel needed, and a structured goal system encourages active betting.
Sites like casino online DudeSpin utilize all these components to make players feel part of a unified, evolving system.
Psychological Appeal of Gamification
The key to gamification’s success is that every player wants to feel special and appreciated. A reward system stimulates dopamine, which creates additional rewarding gameplay experiences. This is how sites like casino online DudeSpin retain a loyal audience and build a strong community.

Stable player progress serves as a motivation to continue betting and unlocking new achievements. Furthermore, a certain level on the leaderboard provides an opportunity to showcase your skills and connect with others at your level. Personalized offers enhance the effect of this uniqueness, encouraging more active betting in games. Structured goals and achievements help players manage their time spent active, focusing only on activities that truly benefit them.
Canadian Perspective on Gamified Casino Experiences
Canadian casinos are using gamification techniques for a reason. They’re developing a legal and modern market that appeals to local audiences. Furthermore, operators like casino online DudeSpin operate in compliance with local laws, which fosters trust.

Another reason for gamification’s popularity is the localization of content. All games, prizes, and tournaments are tailored to the local market. A loyal community communicates in a clear language and interacts according to audience preferences.

Many casinos also integrate responsible options to help players manage their deposits and avoid overspending. This structure makes gamification attractive.
Finally, gamification is already a traditional element of gameplay in Canadian casinos, attracting new audiences and increasing loyalty among existing ones.

Technology evolves alongside new opportunities, and operators strive to offer the best benefits to their most active players. This interaction makes gamification a viable solution for gamblers. Leaderboards, achievements, and adaptive features are particularly popular with Canadian users due to their personalization.

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