Categories
Michael Novakhov - SharedNewsLinks℠

Chronos High Speed Cameras for Ballistics Analysis



Michael_Novakhov
shared this story
from Kron Technologies.

Skip to content

Articles, Ballistics / Defence | April 23, 2023

Breaking Down Bullets: Using high speed Cameras for In-Depth Ballistics Analysis

The field of ballistics, the science of the travel of a projectile in flight, is an ideal application for high-speed cameras. What forces are at play, and how do they impact the trajectory of a projectile such as a bullet or a missile? Ballistics analysis has long been used to answer these questions, with high-speed camera technology, we can now gain an even deeper understanding of the inner workings of projectile launch. In this blog post, we’ll look into how high-speed cameras are being used to capture and track extremely high-speed events in the field of ballistics. 

Introduction to high-speed Cameras for Ballistics Analysis

When it comes to understanding the behavior of bullets, high-speed cameras are an invaluable tool. By capturing images at extremely high frame rates, these cameras can provide researchers with a level of detail that was previously unattainable. This has allowed for a greater understanding of the forces at play when a bullet is fired, and how different factors can impact its trajectory.

One of the most important applications of high-speed cameras in ballistics analysis is the study of muzzle blast. By observing the gases that are expelled from the barrel of a gun during firing, researchers can gain insight into the firearm’s performance including misfires. This information can then be used to improve the design of firearms and ammunition.

Another area where high-speed cameras have made a significant impact is in the study of impact ballistics. By analyzing high-resolution images of projectiles impacting materials, researchers have been able to gain a better understanding of how different types of projectiles vary in their impact. This information is critical for developing more effective, precise projectiles.

High-speed cameras have also been used to study the effects of weather on bullet trajectories. By analyzing how wind speed and direction affects the path of a bullet, researchers can develop more accurate models for predicting bullet drop. This information is critical for military and law enforcement personnel who need to account for weather conditions when taking aim at a target.

Finally, high-speed cameras have also been used to study ricochet behavior. By understanding how different materials interact with bullets, engineers can design surfaces that are more or less resistant to projectile impact and ricochet.

What is Ballistics Analysis?

Ballistics analysis is the study of the trajectory, behavior, and characteristics of projectiles. In forensics, ballistic analysis can be used to determine the type of weapon used in a crime, as well as the trajectory of the bullet. This information can be used to identify the shooter, as well as any potential witnesses.

High-speed cameras are often used in ballistic analysis. These cameras can capture high-resolution images of a projectile in flight. This allows for a detailed analysis of the projectile’s trajectory and behavior.

Ballistic analysis can be used to reconstruct a crime scene. It can also be used to determine the range at which a shot was fired. This information can be vital in solving crimes.

High-speed Cameras and Their Uses in Ballistic Analysis

There are many different types of high-speed cameras available on the market today, each with their own unique set of features and benefits. When it comes to ballistic analysis frame rate is critical to capturing the high speed event. The Chronos 1.4 high-speed camera allows for frame rates up to 40,413fps (frames per second). This provides ample detailed projectile movement.

Benefits of Using high-speed Cameras for Ballistics Analysis

There are many benefits to using high-speed cameras for ballistics analysis. The most obvious  is that high-speed cameras can capture extremely fast events, such as a bullet in flight. This allows for a very detailed analysis of the event, which can be used to improve the design of the bullet or gun.

Another benefit is that it can be used to study the effects of different types of bullets on different materials. For example, a high-speed camera can be used to capture the effects of a high-velocity rifle bullet on a variety of targets, such as wood and metal. This information can be used to develop new and improved bullets that are more effective at penetrating different types of materials.

Finally, high-speed cameras can also be used to study the behavior of ricocheting bullets. Ricocheting bullets are often responsible for collateral damage during military conflicts and understanding their behavior is important for minimizing this damage. high-speed cameras can capture the trajectory of ricocheting bullets and this information can be used to develop strategies for avoiding these bullets.

How high-speed Cameras are Used in Firearms and Projectile Launch Analysis

High-speed cameras are used extensively in firearms and projectile launch analysis. By analyzing the high-speed footage of a firearm or projectile in action, experts can glean important information about the performance of the weapon or object. This data can be used to improve the design of firearms and projectiles, as well as to troubleshoot issues with existing designs.

For example, by studying the high-speed footage of a gun firing, experts can determine things like muzzle velocity, bullet stability, and recoil. This information is then used to improve the design of future firearms. Additionally, this data can be used to help solve problems with existing designs. For example, if a particular gun is experiencing excessive recoil, the high-speed footage can be analyzed to determine what is causing the issue which the quality assurance team can then improve upon.

Conclusion

High-speed cameras provide an incredibly accurate level of ballistics analysis for a range of applications. By breaking down bullets into individual frames, these cameras can analyze the bullet’s trajectory and performance in forensic investigations, firearm safety tests, and military combat simulations. With this technology, professionals can gain insight into how different types of ammunition perform in various scenarios and make better-informed decisions about firearms usage. Ultimately, high-speed cameras are an invaluable tool for modern ballistics analysis.

Share

Applications

Never miss an update, subscribe to our newsletter!

Stay up-to-date on the latest Chronos Camera tips, upgrades and news

Resources

Notifications

Newsletter

Sign up to receive the latest news, announcements, and promotions!

Signed in as Michael_Novakhov
Send this story to NewsBlur

Shared stories are on their way…

Categories
Michael Novakhov - SharedNewsLinks℠

AI Review: The many faces of Ilham Aliyev: personality assessment: He “does a masterful political Jekyll and Hyde … He is also hugely corrupt, and his authoritarian regime has one of the world’s worst records on human rights … The West must understand that the authoritarian Mr. Aliyev is the real Mr. Aliyev … Have no illusions about what he is and the severe damage he is doing to his country.” – The New York Times



Michael_Novakhov
shared this story
from The News And Times.

AI Review: Ilham Aliyev: personality assessment

g.co/gemini/share/c

Ilham Aliyev’s Leadership Assessment Summary
Assessing Ilham Aliyev’s personality involves considering various perspectives, as his leadership has drawn both praise and criticism. Here’s a summary of key points gathered from the search results:

Strong Leadership and Determination:He’s often characterized as a strong and decisive leader, particularly in matters of national interest, as seen in the resolution of the Nagorno-Karabakh conflict.1
His ability to achieve strategic goals through long-term planning is highlighted.2
There are many that point to his strong abilities in geopolitical strategy.3

Political Acumen and Strategic Thinking:He’s recognized for his political astuteness and ability to navigate complex international relations.4
His educational background at the Moscow State Institute of International Relations is often cited as a factor contributing to his understanding of global politics.5

Authoritarian Tendencies and Criticisms:Critics point to his consolidation of power and what they perceive as an authoritarian style of governance.6
Concerns about human rights violations, suppression of opposition, and limitations on press freedom are frequently raised.7
There are also many accusations of corruption levied against him, and his families holdings.8

Nationalism and Public Image:He has effectively utilized nationalism to garner public support, particularly following Azerbaijan’s victory in the Nagorno-Karabakh conflict.9
Efforts to cultivate a strong public image are evident in his public appearances and statements.

Inherited Political Legacy:It is important to understand that his political carreer began with the help of his father, Heydar Aliyev.

It’s important to note that perspectives on his personality and leadership vary, and these points represent a synthesis of information from diverse sources.

Ilham Aliyev: personality assessment – Bing:
bing.com/search?q=Ilham

Ilham Aliyev is most commonly typed as 1w9 (The Reformer, or The Perfectionist) in the Enneagram system.

This suggests Aliyev is principled, ethical, responsible, and self-controlled, and strives for integrity and high standards, often becoming perfectionistic and critical.

1. As an INTJ, Aliyev’s personality type influences his approach to leadership by emphasizing strategic planning, logical decision-making, and independent thinking2.Learn more:1Ilham Aliyev Personality Type | Government Official MBTI📷personality-databas…2Ilham Aliyev: Profile, Biography, Personality Type | Boo📷boo.worldFeedback
📷Personality <a href=”http://Databasehttps://www.personality-database.com” rel=”nofollow”>Databasehttps://www.personality-database.com</a> › profile › …Ilham Aliyev Personality Type | Government Official MBTI
Discover the complex personality of Ilham Aliyev! As an INTJ and Enneagram 1w9, Ilham Aliyev is Mastermind visionary, Future architect, and Fiercely independent. Click to explore the traits …
📷newsandtimes.orghttps://newsandtimes.orgIlham Aliyev: review of personality assessments – Google Search …
Apr 27, 2025 · He plays his “revengeful victim” status, personal, social, and political.
📷<a href=”http://mbtilounge.comhttps://mbtilounge.com” rel=”nofollow”>mbtilounge.comhttps://mbtilounge.com</a> › celebrity-mbti-typesIlham Aliyev – MBTI Personality Database
What exactly are Ilham Aliyev’s MBTI and Enneagram personality types? Character Interactions: How do you think Ilham Aliyev’s personality affects relationships with other characters?
📷apa.azhttps://en.apa.az › foreign-policy › garabagh-war…Garabagh war, President Ilham Aliyev’s personality factor …
Feb 27, 2025 · Garabagh war, President Ilham Aliyev’s personality factor discussed in Algeria
📷links-newsandtimes.comhttps://links-newsandtimes.comIlham Aliyev: review of personality assessments – Google Search …
Apr 27, 2025 · Pages “Borderline Bar & Grill at 99 Rolling Oaks Dr. Ventura County”… – AM 11/8/2018 “LABRAT KNATS!” – By Michael Novakhov

Copilot
copilot.microsoft.com/shares/nF4aHc3

Ilham Aliyev is often categorized as an **INTJ** (Introverted, Intuitive, Thinking, Judging) in the **MBTI** personality system. This suggests he is a **strategic thinker**, **visionary**, and **fiercely independent** in his decision-making. His cognitive functions—**Introverted Intuition (Ni)** and **Extraverted Thinking (Te)**—likely shape his approach to problem-solving and leadership.

In the **Enneagram** system, he is commonly typed as **1w9** (The Reformer). This means he is **principled, ethical, responsible, and self-controlled**, striving for **integrity and high standards**. His **core fear** is being corrupt or evil, while his **core desire** is to be good and maintain integrity.

His personality traits have been discussed in the context of his leadership, particularly during the Garabagh war. Would you like a deeper analysis of how these traits influence his political decisions?

Grok
x.com/i/grok/share/9

A personality assessment of Ilham Aliyev, President of Azerbaijan since 2003, based on available information, requires synthesizing insights from his public actions, leadership style, and reported traits while acknowledging the limitations of such an analysis for a public figure. Below is an assessment grounded in the Five-Factor Model (FFM) of personality—Openness to Experience, Conscientiousness, Extraversion, Agreeableness, and Emotional Stability—drawing on his documented behaviors, public persona, and contextual factors. This is not a psychological evaluation but an informed interpretation based on open-source material.
1. Openness to Experience
Assessment: Moderate to High
Evidence: Aliyev’s fluency in multiple languages (Azerbaijani, English, French, Russian, and Turkish) and his academic background (PhD in history from Moscow State Institute of International Relations) suggest intellectual curiosity and adaptability to diverse contexts. His strategic use of Azerbaijan’s oil wealth to modernize infrastructure and host international events like Eurovision and the Azerbaijan Grand Prix indicates openness to global engagement and innovative diplomacy (e.g., “caviar diplomacy” to influence Western perceptions). However, his adherence to his father Heydar Aliyev’s autocratic political framework and the continuation of a personality cult suggest a preference for established systems over radical change, tempering this trait.
Context: His openness appears pragmatic, focused on advancing Azerbaijan’s geopolitical and economic interests rather than embracing diverse ideologies, as evidenced by the suppression of political opposition and media freedom.
2. Conscientiousness
Assessment: High
Evidence: Aliyev’s long tenure as president, meticulous consolidation of power, and leadership in transforming Azerbaijan into a regional energy hub reflect strong discipline, organization, and goal-directed behavior. His role in securing the Caspian-Mediterranean oil pipeline and overseeing large-scale reconstruction in Nagorno-Karabakh post-2020 demonstrate strategic planning and persistence. Reports of his ability to handle extended, unscripted Q&A sessions without breaks further indicate stamina and attention to detail.
Context: High conscientiousness aligns with his authoritarian style, where control over institutions and elections (e.g., 2003, 2018, 2024) ensures his vision is executed, though this is criticized as undemocratic. Allegations of corruption and cronyism suggest his conscientiousness may prioritize personal and familial interests.
3. Extraversion
Assessment: Moderate to High
Evidence: Aliyev’s public demeanor—engaging in lengthy press conferences, delivering assertive speeches, and mingling affably at events like the 2023 Shusha conference—points to comfort in social settings and a degree of charisma. His promotion of Azerbaijan through global platforms and personal hobbies like judo and music (playing the piano) suggest an outgoing nature. However, his guarded approach to criticism and reliance on a close circle of loyalists indicate a controlled, less spontaneous form of extraversion.
Context: His extraversion is likely tempered by the demands of autocratic leadership, where public displays of confidence mask reported ruthlessness toward dissent.
4. Agreeableness
Assessment: Low to Moderate
Evidence: Aliyev’s leadership is marked by accusations of human rights abuses, including arbitrary arrests and media harassment, suggesting low empathy for political opponents. His aggressive rhetoric, such as calling Armenia a “fascist state” in 2025, reflects a confrontational stance. However, his diplomatic efforts to strengthen ties with Turkey, the EU, and neutral countries like the UAE, and his reported charm in personal interactions, indicate selective cooperation when it serves strategic goals.
Context: Low agreeableness is consistent with authoritarian governance, where maintaining power often overrides conciliatory behavior. His family’s vast wealth and offshore dealings, as revealed in the Pandora Papers, suggest prioritizing self-interest over societal trust.
5. Emotional Stability
Assessment: High
Evidence: Aliyev’s ability to navigate high-stakes conflicts, such as the 2020 Nagorno-Karabakh war and subsequent 2023 offensive, without visible signs of emotional distress points to resilience under pressure. His composed public appearances, even amid international criticism over corruption and war crime allegations, suggest strong emotional regulation. Reports of his calm handling of tough questions for hours reinforce this trait.
Context: High emotional stability may be a strategic asset in maintaining an authoritarian regime, though it could also reflect a detachment from ethical concerns, as critics argue his policies enable systemic corruption and repression.
Additional Traits and Contextual Notes
Leadership Style: Aliyev exhibits traits of a transformational leader in his vision for Azerbaijan’s economic and military ascent, yet his methods align with authoritarianism, relying on fear, patronage, and electoral manipulation. His continuation of his father’s cult of personality (“Heydarism”) suggests a calculated use of legacy to bolster his image.
Cultural Influence: As an Azerbaijani leader, Aliyev’s personality is shaped by a post-Soviet context where strongman politics are normalized. His Shia Muslim background and secular public image reflect a balance between cultural identity and pragmatic governance.
Public Perception: Supporters view him as a wise, determined architect of Azerbaijan’s victories, as seen in Algerian media praising his “high intellect” and “military leadership.” Critics, including the OCCRP, label him a dictator akin to a “mafia crime boss,” highlighting corruption and repression.
Limitations: This assessment lacks direct psychological data (e.g., interviews or standardized tests like the House-Tree-Person Test) and relies on secondary sources, which may be biased. Public figures often project curated personas, and Aliyev’s autocratic context limits transparency.
Summary
Ilham Aliyev likely exhibits high conscientiousness and emotional stability, moderate to high openness and extraversion, and low to moderate agreeableness. These traits support his enduring leadership, strategic diplomacy, and authoritarian control, but they also align with criticisms of corruption, repression, and self-interest. His personality appears tailored to Azerbaijan’s geopolitical realities, blending intellectual pragmatism with ruthless consolidation of power.
If you’d like a deeper dive into specific traits, a comparison with other leaders, or guidance on applying a personality test like the Big Five, let me know!

NYTimes Editorial
nytimes.com/2015/01/12/opi
The Two Faces of Azerbaijan’s Mr. Aliyev
By The Editorial Board
Jan. 11, 2015

President Ilham Aliyev of Azerbaijan does a masterful political Jekyll and Hyde. A cable from the American ambassador to Baku released on WikiLeaks described him as a Michael Corleone-Sonny Corleone figure — referring, respectively, to the coolly calculating and the impetuously violent brothers of the “Godfather” mafia family. Mr. Aliyev is “pro-Western” in many of the ways the West admires: He is suave, well dressed and well spoken in English; he is ready to send his country’s ample supplies of oil and gas to Europe and to Israel; his Islam is moderate and modern; and he hosts lavish international events like the Eurovision Song Contest in 2012 and the European Games to be held next June.He is also hugely corrupt, and his authoritarian regime has one of the world’s worst records on human rights.Last month, continuing a crackdown on independent media and nongovernmental organizations, police officers raided the offices of the United States-financed Radio Free Europe/Radio Liberty in Baku — known locally as Radio Azadliq — taking away computers and documents and sealing the premises. A dozen R.F.E./R.L. employees were detained and questioned.A few weeks earlier, the government jailed a well-known investigative reporter, Khadija Ismayilova, who had worked for the broadcaster and had reported on the lucrative business dealings of Mr. Aliyev’s family. The government first tried to frighten and blackmail her, then hit her with the Orwellian charge that she had pushed a lover toward suicide. Another critic of the regime, Leyla Yunus, a prominent human rights activist, has been in jail since April along with her husband, Arif Yunus.Mr. Aliyev, of course, is not the only dictator whose skillful politics and control of valuable natural resources have confronted American and European policy makers with what the cable released by WikiLeaks called “a choice between U.S. interests and U.S. values.” His father, Heydar Aliyev, ruled Azerbaijan with an iron hand from 1969 to his death in 2003, first as its Soviet boss and then as its president. The son, assisted by Azerbaijan’s oil wealth, has steadily built on the father’s cult of personality through three questionable elections.Yet even as Mr. Aliyev cultivates the West, he is convinced that foreign-financed organizations, including R.F.E./R.L., are out to get him. Like his partner in authoritarianism, Vladimir Putin, he sees a hostile American hand behind everything from the ouster of President Viktor Yanukovych in Ukraine to the various Arab uprisings, and he is determined to nip any such opposition in the bud. On Dec. 4, Mr. Aliyev’s top lieutenant, Ramiz Mehdiyev, published a 60-page manifesto complaining of a “fifth column” of nongovernmental organizations plotting a revolution, and suggesting that Ms. Ismayilova was getting her information from “foreign spies.”The West must understand that the authoritarian Mr. Aliyev is the real Mr. Aliyev. As he accelerates his campaign to crush opponents and any other semblance of freedom, the United States and Europe should make far clearer than they have that while they may be compelled to do business with him, they have no illusions about what he is and the severe damage he is doing to his country.

A version of this article appears in print on Jan. 12, 2015

See also:

Ilham Aliyev, the current President of Azerbaijan, is widely perceived as an authoritarian leader whose regime is marked by a concentration of power in his hands and his extended family. Many observers criticize him for leading an authoritarian regime with undemocratic elections, widespread corruption, and severe human rights violations, including the suppression of political opposition and the harassment of journalists and NGOs. His presidency has also seen the Nagorno-Karabakh conflict escalate, leading to a full-scale war in 2020 and a military offensive in 2023 that resulted in the displacement of ethnic Armenians. [1, 2, 3]

Here’s a more detailed breakdown of key aspects of Aliyev’s personality and leadership style: [1, 3]

  • Authoritarian Rule: Aliyev’s presidency is characterized by a consolidation of power, with his family and close associates holding significant influence. Elections are not considered free and fair, and political opponents face repression. [1, 3]
  • Corruption and Human Rights Violations: Corruption is rampant, and human rights abuses are widespread, including torture, arbitrary arrests, and restrictions on freedom of expression. [1, 3]
  • Nagorno-Karabakh Conflict: Aliyev’s presidency has been marked by the ongoing Nagorno-Karabakh conflict, which devolved into a full-scale war in 2020 and culminated in a military offensive in 2023. [1]
  • Cult of Personality: Aliyev’s leadership style has been influenced by the legacy of his father, Heydar Aliyev, who is presented as the “national leader of the Azeri nation”. This has led to a cult of personality surrounding Heydar Aliyev, which continues under his son’s rule. [2]
  • Secularism: Despite Azerbaijan being a Shia Muslim majority country, the Aliyev regime actively enforces secularism, limiting religious freedom. [4]

Generative AI is experimental.

Ilham Aliyev, the President of Azerbaijan, is a complex figure whose personality and leadership style elicit a range of perspectives

. 

Positive Traits and Perceptions:

  • Intellectual Pragmatism and Strategic Thinking: Aliyev is described as intelligent, a pragmatic thinker, well-versed in modern world politics and economics, and energetic. He is seen as having a clear vision for Azerbaijan’s development, particularly in the areas of economic and military advancement.
  • Strong Leadership and Consolidating Power: Aliyev is recognized for his long tenure as president, consolidating his power, and transforming Azerbaijan into a regional energy hub. He has also been lauded by supporters for his military leadership, particularly in regaining control over territories lost during the First Nagorno-Karabakh War.
  • Diplomatic Skills: Some sources describe Aliyev as a cunning diplomat, adept at navigating complex geopolitical landscapes and strengthening ties with Western countries, while also managing relations with Russia. 

Criticisms and Negative Perceptions:

  • Authoritarian Rule and Repression: Critics view Aliyev as an authoritarian leader who concentrates power in his and his family’s hands, suppresses dissent, and engages in human rights abuses. These include arbitrary arrests, media harassment, and a lack of free and fair elections.
  • Corruption and Self-Interest: Aliyev and his family have been accused of systematic corruption, including grabbing shares of profitable businesses and amassing wealth and property abroad. Investigative reports have revealed evidence of his family’s secret ownership stakes in major Azerbaijani companies.
  • Cult of Personality and Legacy: Aliyev has continued his father’s cult of personality, “Heydarism,” which critics see as a calculated use of legacy to bolster his image and maintain power. 

Aliyev’s personality and leadership are a mix of strategic vision, political pragmatism, and authoritarian tendencies. While he has led Azerbaijan to economic and military gains, criticisms persist regarding human rights abuses, corruption, and the concentration of power. 

AI Mode is experimental and can make mistakes. Learn more


Categories
Michael Novakhov - SharedNewsLinks℠

How to measure the efficiency of the Intelligence Agencies? How will the Trump’s cuts affect the CIA? “In conclusion, while a simple “efficiency score” for an intelligence agency is unrealistic, a comprehensive and thoughtful evaluation framework that considers outcomes, processes, and perceptions, while acknowledging the inherent challenges, can provide valuable insights into how effectively these vital organizations are operating and where improvements can be made.”



Michael_Novakhov
shared this story
from The News And Times.

How to measure the efficiency of the Intelligence Agencies?

Gemini 

Measuring the efficiency of intelligence agencies is a complex endeavor, fraught with unique challenges not typically encountered when evaluating other government organizations or private sector entities. Due to the clandestine nature of their work, the sensitivity of their information, and the long-term and often indirect impact of their efforts, traditional metrics of efficiency, such as cost-benefit analyses or direct output measurements, often fall short.

However, a more nuanced approach can be taken by considering a range of factors and indicators, both qualitative and quantitative:

1. Outcome-Based Measures (Effectiveness leading to Efficiency):

  • Prevention of Threats: Arguably the most critical measure. How effective is the agency in preventing terrorist attacks, cyber intrusions, espionage, and other threats to national security? This is difficult to quantify directly but can be assessed through:

    • Number of disrupted plots or attacks: While a significant indicator, it doesn’t capture the full scope of deterrence.
    • Reduced impact of successful attacks: Were the consequences mitigated due to timely warnings or intelligence-led responses?
    • Expert assessments and after-action reviews: Qualitative analyses of how intelligence contributed to averting or minimizing harm.
  • Strategic Warning: How timely and accurate is the intelligence provided to policymakers regarding emerging threats and crises?

    • Accuracy of forecasts and assessments: Evaluating historical intelligence products against actual events.
    • Timeliness of dissemination: Was the information available when needed for decision-making?
    • Impact on policy decisions: Did the intelligence inform and improve the quality of national security strategies?
  • Support to Operations: How effectively does intelligence support military, law enforcement, and diplomatic efforts?

    • Actionable intelligence provided: Did the intelligence lead to successful operations or outcomes?
    • Relevance and accuracy of targeting data: In military contexts, this is a critical measure.
    • Situational awareness enhancement: Did intelligence improve the understanding of the operational environment?

2. Process-Oriented Measures (How efficiently are tasks performed?):

  • Timeliness of Production and Dissemination: How quickly is raw intelligence processed, analyzed, and delivered to the relevant consumers?

    • Mean time to produce finished intelligence products.
    • Speed of dissemination through appropriate channels.
  • Resource Management: How efficiently are financial, human, and technological resources utilized?

    • Cost-effectiveness of collection platforms and operations.
    • Personnel productivity and workload management.
    • Minimization of redundancies and overlaps within and between agencies.
  • Information Management: How effectively is intelligence data stored, retrieved, and shared (appropriately)?

    • Efficiency of data processing and analysis tools.
    • Accessibility of relevant information to authorized users.
    • Security and integrity of data holdings.
  • Accuracy and Reliability: What is the track record of the agency in producing accurate and reliable intelligence?

    • Low rate of errors or retractions.
    • High confidence levels in assessments, clearly communicated.
    • Effective validation and vetting processes for sources and information.

3. Trust and Perception-Based Measures:

  • Public Trust and Confidence: While difficult to directly link to efficiency, public trust can impact an agency’s legitimacy and effectiveness in the long run.

    • Surveys of public opinion (though these can be influenced by many factors).
    • Media coverage and public discourse surrounding the agency.
  • Customer Satisfaction: Feedback from policymakers, military commanders, and other intelligence consumers regarding the utility and quality of intelligence products and services.

    • Formal feedback mechanisms and surveys.
    • Informal communication and engagement.
  • Adherence to Legal and Ethical Standards: Efficient intelligence gathering should not come at the expense of legality and ethics.

    • Number of legal challenges or violations.
    • Oversight body reports and findings.
    • Internal compliance mechanisms and audits.

Challenges in Measuring Efficiency:

  • Secrecy and Classification: The very nature of intelligence work limits transparency and the ability to use open-source data for evaluation.
  • Long-Term Impact: The benefits of intelligence work, such as preventing a future attack, are often intangible and difficult to attribute directly.
  • Complexity of Threats: The evolving nature of threats requires constant adaptation, making it hard to establish consistent benchmarks.
  • Attribution Issues: It can be challenging to definitively prove that an intelligence action directly led to a specific outcome.
  • Politicization: Intelligence assessments can sometimes be influenced by political considerations, complicating objective evaluation.
  • Lack of Standardized Metrics: There is no universally agreed-upon framework for measuring intelligence efficiency across different agencies and countries.

Moving Forward:

Measuring intelligence agency efficiency requires a multi-faceted approach that combines quantitative data where possible with qualitative assessments and expert judgment. Emphasis should be placed on:

  • Developing clear objectives and priorities: This provides a basis for evaluating whether the agency is achieving its intended goals.
  • Establishing robust oversight mechanisms: Independent bodies can provide objective evaluations and identify areas for improvement.
  • Promoting a culture of evaluation: Encouraging internal assessments and lessons learned.
  • Investing in data analytics and technology: To better track processes and outcomes while respecting security constraints.
  • Fostering dialogue between intelligence professionals, policymakers, and oversight bodies: To develop more effective and relevant measures of efficiency.

In conclusion, while a simple “efficiency score” for an intelligence agency is unrealistic, a comprehensive and thoughtful evaluation framework that considers outcomes, processes, and perceptions, while acknowledging the inherent challenges, can provide valuable insights into how effectively these vital organizations are operating and where improvements can be made.

https://g.co/gemini/share/68a03c21bfc6


Categories
Michael Novakhov - SharedNewsLinks℠

More American Air Defense Is on the Way to Help Ukraine



Michael_Novakhov
shared this story
.


Categories
Michael Novakhov - SharedNewsLinks℠

US to intervene less in peace talks between Ukraine and Russia



Michael_Novakhov
shared this story
.


Categories
Michael Novakhov - SharedNewsLinks℠

Azerbaijan: The invisible hand behind Russia’s oil exports to Europe



Michael_Novakhov
shared this story
from The Armenian Weekly.

Photo of Ara Nazarian, PhD

Ara Nazarian is an associate professor of Orthopaedic Surgery at Harvard Medical School. He graduated from Tennessee Technological University with a degree in mechanical engineering, followed by graduate degrees from Boston University, Swiss Federal Institute of Technology and Harvard University. He has been involved in the Armenian community for over a decade, having served in a variety of capacities at the Hamazkayin Armenian Educational and Cultural Society, the Armenian Cultural and Educational Center, Armenian National Committee of America, St. Stephen’s Armenian Elementary School and the Armenian Revolutionary Federation.


Categories
Michael Novakhov - SharedNewsLinks℠

From Silk Road to strategy: Baku, Beijing align for multipolar future



Michael_Novakhov
shared this story
from AzerNews – News from Azerbaijan, Business, Energy, Analysis.

By Mazahir Afandiyev I AzerNEWS

At a time when the global political architecture is being
reshaped—particularly against the backdrop of the new challenges
brought by the Fourth Industrial Revolution—every country seeks to
secure its national interests by participating in global processes
and managing its economic and political relations with other
states.

Although many international organizations advocate for peaceful
and dialogue-based solutions to global issues, recent experiences
show that states with economic resilience and broad
military-political capabilities have a stronger say in
international affairs. In this new multipolar world order, the
People’s Republic of China has begun to play a more critical role,
solidifying its position in certain regions and creating new
opportunities for cooperation.

In Azerbaijan’s case, the foundation of friendly and partnership
relations with China is linked to the name of National Leader
Heydar Aliyev. During his tenure as First Deputy Chairman of the
USSR Council of Ministers, Heydar Aliyev held numerous meetings
with Chinese representatives, being well-informed about China’s
dynamics and development. These contacts continued successfully
during Azerbaijan’s years of independence.

After gaining independence, mutual official visits between the
two countries’ high-ranking officials further strengthened
diplomatic ties. Heydar Aliyev’s official visits to China and
meetings with its leaders laid the groundwork for future
cooperation.

During his first official visit to China from March 7–10, 1994,
National Leader Heydar Aliyev met with President Jiang Zemin and
Prime Minister Li Peng. During this visit, a joint declaration on
the fundamentals of developing friendly relations between the two
countries was signed, along with eight agreements covering topics
such as the opening of air routes, scientific-technical and
cultural cooperation, medicine, radio and television, and
tourism.

These successfully established relations have been further
strengthened over the past 20 years under the leadership of
President Ilham Aliyev. Since 2005, President Aliyev has made
several visits to China. However, his state visit to the People’s
Republic of China from April 22–24, 2025, can be considered a
historic milestone in bilateral cooperation.

As a result of bilateral and extended meetings with the
President of China, a Joint Declaration on Establishing
Comprehensive Strategic Partnership Relations comprising 18 clauses
was signed. This agreement opens new avenues for Azerbaijan—the
leading country of the South Caucasus—to expand future cooperation
with other states. In particular, the agreement on lifting the visa
regime between the two countries increases expectations for the
continued development of friendly and respectful relations.

As highlighted by the President in an interview with China
Global Television Network during his visit, “Azerbaijan has
signed strategic partnership declarations with many countries in
the South Caucasus region and even some European countries, but the
one with China is the strongest among them.”

In the same interview, President Ilham Aliyev touched on all
aspects of modern cooperation with China, clarifying various points
of interest related to political, economic, cultural, and
humanitarian fields for a vast audience.

It should be noted that China has succeeded in creating a new
reality in the Eurasian region and globally over the past decade.
Azerbaijan, too, aims to deepen relations globally based on mutual
respect and trust. It strives to define new directions in line with
the challenges of the Fourth Industrial Revolution, while also
working to attract investment and boost capital inflows into the
country.

As the President emphasized, Azerbaijan possesses significant
logistical capabilities in the North-South and East-West
transportation corridors. The country is committed to being a
reliable energy supplier and enhancing its trade turnover. This
effort continues to deepen and diversify day by day.

Azerbaijan also joined the “Belt and Road” initiative, proposed
by China in 2013 to improve infrastructure and connectivity across
Eurasian countries. Within this initiative, a new trade corridor
has been established to transport goods directly from East to West
under favorable conditions.

Notably, Azerbaijan was the first country in the Caucasus to
support China’s “Belt and Road” initiative. In this context,
Azerbaijan plays the role of a logistics hub, junction, and bridge
in implementing the strategy.

Thus, Azerbaijan’s transportation and logistics
advantages—critical for both the ancient Silk Road and the modern
“Belt and Road” initiative—are clearly evident. The bilateral
economic-political relations established with friendly countries,
as well as Azerbaijan’s commitment, solidarity, and alliances
demonstrated in international organizations, are valuable not only
for our country and region but for the entire Eurasian
continent.

We can confidently say that the direction defined by President
Ilham Aliyev in Azerbaijan’s multi-vector foreign policy is aimed
at a prosperous future and reflects the intention to deepen
relations with Eurasian countries—particularly with the People’s
Republic of China—in the fields of economy, politics, culture, and
humanitarian cooperation.

Mazahir Afandiyev, the author is a member of the Azerbaijani
Parliament


Categories
Michael Novakhov - SharedNewsLinks℠

Elon Musk takes hit as Europeans ditch X in droves



Michael_Novakhov
shared this story
from POLITICO.

Trump-Ukraine minerals deal hits yet another late snag


Trump-Ukraine minerals deal hits yet another late snag

U.S. president has previously described such a pact as reimbursement for billions in American aid sent to help Kyiv against Russia’s full-scale invasion.


5 HRS ago


4 mins read

Von der Leyen slams Trump: We don’t punish neighbors


Von der Leyen slams Trump: We don’t punish neighbors

Commission president criticizes the American leader’s trade war, approach to other countries and targeting of universities.


Apr 29


3 mins read

Malta’s ‘golden passport’ scheme is illegal, EU top court rules


Malta’s ‘golden passport’ scheme is illegal, EU top court rules

Court of Justice of the EU says Tuesday the program was nothing short of the “commercialisation” of citizenship.


Apr 29


2 mins read

Canada’s conservative leader Pierre Poilievre loses his own seat in election collapse


Canada’s conservative leader Pierre Poilievre loses his own seat in election collapse

The remarkable campaign was upended by a backlash against U.S. President Donald Trump, which sparked a stunning liberal resurgence.


Apr 29


2 mins read


Categories
Michael Novakhov - SharedNewsLinks℠

Франция обвинила военную разведку России в кибератаках



Michael_Novakhov
shared this story
from Радио Свобода.

Во вторник Франция официально обвинила российскую военную разведку в кибератаках на страну на протяжении последнего десятилетия, включая взлом предвыборной кампании президента Эммануэля Макрона в 2017 году и атаку на телевизионную сеть TV5 Monde в 2015 году.

Об этом сообщает AFP.

“Военная разведка России (ГРУ) на протяжении нескольких лет ведёт кибератаки против Франции, используя хакерскую группу, известную под названием APT28”, — заявил министр иностранных дел Жан-Ноэль Барро в посте в социальной сети X, впервые официально возложив ответственность за эти атаки на ГРУ.

В 2017 году газета Financial Times писала, что Российская Федерация мобилизовала хакерскую группу АРТ28 (другие названия – Pawn Storm, Fancy Bear, BlueDelta). Она известна своими атаками на французскую телевизионную сеть TV5Monde, частную военную компанию США Blackwater, Минобороны Франции, Венгрии и Госдепартамент США.

Специалисты по кибербезопасности США, Британии, Израиля и Германии уже тогда заявляли, что приказы АРТ28 отдает главное разведывательное управление России.

Москва категорически отрицает свое сотрудничество с хакерами.


Categories
Michael Novakhov - SharedNewsLinks℠

AI-Powered OSINT Tools in 2025 | How Artificial Intelligence is Transforming Open-Source Intelligence Gathering



Michael_Novakhov
shared this story
.

The rise of AI-powered OSINT tools in 2025 has revolutionized the way intelligence professionals, cybersecurity experts, and law enforcement agencies collect and analyze open-source data. AI-driven OSINT tools can automate reconnaissance, analyze large datasets, and detect hidden patterns, making intelligence gathering faster and more efficient. From social media tracking and deepfake detection to NLP-based data analysis and machine learning-driven threat detection, AI enhances the accuracy and effectiveness of OSINT investigations. However, ethical concerns, misinformation risks, and AI model limitations remain challenges. This blog explores the best AI tools for OSINT in 2025, their benefits, challenges, and future trends in intelligence gathering.

Table of Contents

Introduction

In 2025, Open-Source Intelligence (OSINT) remains a vital tool for cybersecurity, threat intelligence, law enforcement, and competitive analysis. With the integration of artificial intelligence (AI), OSINT data collection has become more efficient, precise, and automated than ever before. AI-powered tools can scan massive datasets, extract actionable insights, and automate intelligence gathering, reducing human effort while increasing accuracy.

From automated web crawlers to AI-driven social media analysis, facial recognition, NLP-based intelligence gathering, and deepfake detection, AI is changing the landscape of OSINT investigations.

This blog explores the best AI tools for OSINT in 2025, their functionalities, and how they assist intelligence professionals in gathering and analyzing open-source data.

What is OSINT and Why is AI Important?

Understanding OSINT

OSINT (Open-Source Intelligence) involves collecting and analyzing publicly available data from multiple sources, including:

  • Social media platforms such as Facebook, Twitter, and LinkedIn
  • News websites, blogs, and discussion forums
  • Government databases and public records
  • The dark web and underground marketplaces
  • Financial reports, leaked datasets, and corporate disclosures

How AI Enhances OSINT

AI-driven OSINT tools offer several advantages:

  • Automated data collection from multiple sources, eliminating manual effort
  • Pattern recognition and trend analysis in large datasets
  • Fact-checking and misinformation detection
  • Image, video, and voice analysis for intelligence gathering
  • Deepfake detection and cybersecurity threat monitoring

AI significantly improves the speed, accuracy, and efficiency of OSINT investigations, helping professionals track threats, verify sources, and extract intelligence with minimal human intervention.

Best AI Tools for OSINT Data Gathering in 2025

1. Maltego – AI-Powered Network Analysis

Maltego is one of the most advanced AI-driven OSINT tools for intelligence gathering and digital forensics.

  • Uses machine learning (ML) to map relationships between individuals, organizations, and domains
  • Automates data collection from public and private OSINT sources
  • Commonly used by cybersecurity professionals, law enforcement, and journalists

2. OSINT Framework – AI-Enhanced Data Discovery

OSINT Framework is an open-source intelligence tool that integrates AI for advanced data discovery.

  • Uses AI-driven NLP (Natural Language Processing) to extract relevant intelligence
  • Automates deep and surface web searches
  • Detects misinformation, security threats, and cyber risks

3. Shodan – AI-Based Internet Reconnaissance

Shodan is known as the “Google for hackers,” allowing OSINT professionals to scan and track internet-connected devices.

  • AI-enhanced risk analysis for IoT devices
  • Automated vulnerability detection for cybersecurity audits
  • Used by ethical hackers and penetration testers

4. SpiderFoot – AI-Powered Digital Footprint Analysis

SpiderFoot is an automated OSINT tool designed to analyze an individual’s or organization’s online footprint.

  • AI-driven data correlation from social media, domains, and leaked data
  • Identifies security vulnerabilities, compromised credentials, and personal data leaks
  • Used for cybersecurity threat assessments

5. Google Dorking – AI-Assisted Advanced Search

Google Dorking leverages AI to extract hidden data from search engines.

  • Uses AI-based search queries to find exposed sensitive information
  • Identifies unsecured databases, login portals, and forgotten web pages
  • Commonly used by ethical hackers and security researchers

6. Social-Searcher – AI for Social Media Intelligence

Social-Searcher is an AI-powered social media OSINT tool used for tracking online activities.

  • Monitors public conversations, hashtags, and mentions across platforms
  • Uses sentiment analysis and behavioral tracking for intelligence gathering
  • Helpful for brand monitoring, law enforcement, and crisis management

How AI Improves OSINT Investigations

  • Automates Data Collection – AI eliminates manual effort in searching and filtering large volumes of data.
  • Enhances Threat Detection – AI detects cyber threats, scams, and fraud attempts in real-time.
  • Increases Accuracy – AI-powered NLP can analyze text, speech, and images with minimal errors.
  • Reduces False Positives – AI helps distinguish between real threats and false alarms.
  • Improves Decision-Making – AI-driven analytics provide actionable intelligence to professionals.

Challenges of AI in OSINT

Despite its advantages, AI-based OSINT tools face some challenges:

  • False Information & Deepfakes – AI struggles to differentiate between real and AI-generated misinformation.
  • Ethical Concerns & Privacy Issues – Using AI for surveillance and intelligence gathering raises legal and ethical concerns.
  • Data Overload – AI may collect too much data, making analysis complex without proper filtering.
  • Dependence on AI Accuracy – AI models require continuous updates to remain effective against evolving threats.

The Future of AI in OSINT

The future of AI in OSINT is expected to include:

  • Advanced AI-Powered Facial Recognition for identity verification
  • Autonomous AI Agents for deepfake detection and real-time intelligence gathering
  • Blockchain-Based OSINT for securing data integrity and verification
  • AI-Generated Threat Intelligence Reports for rapid decision-making

As AI technology continues to evolve, OSINT professionals will rely more on AI-driven automation, predictive analysis, and deep learning models to gather intelligence effectively.

Conclusion

AI-powered OSINT tools are reshaping the way intelligence is gathered and analyzed in 2025. From automated social media monitoring to advanced data discovery and digital footprint tracking, AI helps professionals detect threats, verify information, and uncover hidden intelligence efficiently.

While AI brings speed, scalability, and precision to OSINT, it is not without challenges. Ethical considerations, misinformation detection, and AI model accuracy remain critical concerns.

For organizations and cybersecurity professionals, leveraging AI-powered OSINT tools is no longer optional—it is essential for staying ahead in the intelligence and cybersecurity landscape.

FAQs

What is OSINT, and how does AI improve it?

OSINT (Open-Source Intelligence) involves collecting publicly available information for intelligence and security purposes. AI enhances OSINT by automating data collection, analyzing patterns, and improving threat detection accuracy.

Which are the best AI-powered OSINT tools in 2025?

Some of the top AI-driven OSINT tools include Maltego, Shodan, SpiderFoot, Social-Searcher, Google Dorking, and OSINT Framework, each specializing in different aspects of intelligence gathering.

How does AI automate OSINT data collection?

AI uses web crawlers, machine learning algorithms, and data mining techniques to scan, extract, and analyze large amounts of publicly available information.

Can AI detect deepfakes and misinformation in OSINT?

Yes, AI-powered tools can detect deepfakes and misinformation by analyzing synthetic media patterns, facial recognition inconsistencies, and AI-generated text anomalies.

How does AI assist in cybersecurity OSINT?

AI helps in cybersecurity OSINT by identifying vulnerabilities, monitoring cyber threats, detecting phishing attempts, and analyzing hacker activities on dark web forums.

What role does NLP play in OSINT investigations?

Natural Language Processing (NLP) enables AI to extract intelligence from text-based sources, such as news articles, social media posts, and leaked documents.

Can AI track individuals and organizations through OSINT?

Yes, AI-powered OSINT tools can analyze digital footprints, social media activity, and network connections to track individuals and organizations.

What are the ethical concerns of AI in OSINT?

AI-driven OSINT raises ethical concerns related to privacy, mass surveillance, data misuse, and the potential for AI-generated disinformation.

Is AI-powered OSINT legal?

AI-powered OSINT is legal if used for ethical investigations, cybersecurity, and law enforcement purposes, but unauthorized surveillance and data scraping may violate regulations.

How does AI-powered OSINT help in law enforcement?

Law enforcement agencies use AI for crime investigation, tracking suspects, detecting fraud, and identifying cyber threats.

What is Google Dorking, and how does AI enhance it?

Google Dorking is an advanced search technique used to find hidden online data. AI enhances Google Dorking by automating queries and detecting exposed sensitive information.

Can AI detect fake social media accounts in OSINT investigations?

Yes, AI analyzes account activity, language patterns, and metadata to identify fake profiles, bots, and coordinated misinformation campaigns.

How does AI detect cyber threats using OSINT?

AI scans dark web forums, security reports, and hacker discussions to predict and prevent potential cyberattacks.

What are the challenges of using AI for OSINT?

Challenges include data accuracy issues, ethical concerns, AI model biases, reliance on public data, and difficulties in detecting sophisticated deepfakes.

Can AI identify security vulnerabilities through OSINT?

Yes, AI-powered tools like Shodan and SpiderFoot scan exposed devices, open ports, and unprotected servers to identify security risks.

How is machine learning applied in OSINT?

Machine learning in OSINT is used for pattern recognition, behavior analysis, anomaly detection, and automated intelligence reporting.

How does AI enhance social media intelligence gathering?

AI tracks trending topics, sentiment analysis, fake news detection, and user behavior monitoring across multiple platforms.

Can AI OSINT tools access the dark web?

Yes, some AI-powered OSINT tools scan dark web marketplaces and forums for leaked credentials, cybercrime discussions, and emerging threats.

What industries benefit from AI-powered OSINT?

Industries such as cybersecurity, law enforcement, corporate security, journalism, and competitive intelligence benefit from AI-driven OSINT solutions.

How does AI identify misinformation in OSINT data?

AI uses fact-checking databases, linguistic analysis, and AI-generated content detection to verify the authenticity of information.

Is AI OSINT useful for financial fraud detection?

Yes, AI detects fraudulent financial transactions, insider trading, and money laundering schemes by analyzing public financial records and market data.

What role does facial recognition play in AI-driven OSINT?

Facial recognition AI helps identify individuals in public images, security footage, and social media platforms, aiding in investigations.

How does AI contribute to open-source cyber threat intelligence?

AI enhances cyber threat intelligence by analyzing malware reports, hacker activities, and vulnerability disclosures from public sources.

Can AI predict future cyber threats using OSINT?

Yes, AI uses predictive analytics and historical data patterns to forecast potential cyber threats and attack trends.

What is the difference between AI-driven OSINT and traditional OSINT?

Traditional OSINT relies on manual searches and human analysis, while AI-driven OSINT automates data collection, enhances accuracy, and processes large datasets faster.

Can AI-powered OSINT be used for competitive intelligence?

Yes, businesses use AI OSINT to monitor competitor strategies, market trends, brand mentions, and industry news.

How does AI help journalists and researchers with OSINT?

AI assists journalists and researchers by fact-checking sources, analyzing large volumes of public records, and detecting fake news.

What are the future trends in AI for OSINT?

Future trends include AI-powered deepfake detection, blockchain-integrated OSINT, automated misinformation tracking, and AI-driven risk assessments.

Should organizations invest in AI-powered OSINT tools?

Yes, organizations should invest in AI-driven OSINT tools to enhance security, improve threat intelligence, and gain valuable insights for decision-making.