#AI in Network Performance Monitoring

[mariacallous]

This month, Andrew Bernier, a US Army Corps of Engineers researcher and a union leader, says that he has received a barrage of menacing messages from the same anonymous email account. Unfolding like short chapters in a dystopian novel, they have spoken of the genius of Elon Musk, referenced the power of the billionaire’s so-called Department of Government Efficiency (DOGE), and foretold the downfall of “corrupt” union bosses.

But the most eerie thing about the emails, which Bernier says began arriving after he filed an official charge accusing the Trump administration of violating his union’s collective bargaining agreement, is that they included personal details about his life—some of which he believes might have come from surveillance of his work laptop. The author referenced Bernier’s union activities, nickname, job, travel details, and even the green notebook he regularly uses. The most recent email implied that his computer was loaded with spyware. “Andy's crusade, like so many before it, had been doomed from the start,” one email stated. “The real tragedy wasn't his failure—it was his belief that the fight had ever been real.”

The unsettling messages, which were reviewed by WIRED, are an extreme example of the kinds of encounters that workers across the US government say they have had with technology since President Donald Trump took office. WIRED spoke to current employees at 13 federal agencies for this story who expressed fears about potentially being monitored by software programs, some of which they described as unfamiliar. Others said that routine software updates and notifications, perhaps once readily glossed over, have taken on ominous new meanings. Several reported feeling anxious and hyperaware of the devices and technology around them.

At the General Services Administration (GSA), one worker cited a Chrome browser extension called Dynatrace, an existing program for monitoring app performance. Inside the Social Security Administration (SSA), another employee pointed to Splunk, a longstanding tool that’s used to alert IT staff to security anomalies like when an unauthorized USB drive is plugged into a laptop. At the US Agency for International Development (USAID), one worker was caught off guard by Google’s Gemini AI chatbot, installations of which kicked off days before Trump took office.

“Everyone has been talking about whether our laptops are now able to listen to our conversations and track what we do,” says a current GSA employee, who like other workers in this story, was granted anonymity because they didn’t have authorization to speak and feared retaliation.

Dynatrace and Splunk did not respond to requests for comment from WIRED.

The workers’ accounts come as Musk’s DOGE organization is rapidly burrowing into various government agencies and departments, often gaining access to personnel records, logs of financial transactions, and other sensitive information in the process. The efforts are part of the Trump administration’s broader plan to terminate thousands of government employees and remake the face of federal agencies.

Like many private companies, US federal agencies disclose to staff that they have tools to monitor what workers do on their computers and networks. The US government’s capabilities in this area have also expanded over the past decade.

It couldn’t be learned whether the Trump administration has begun using existing tools to monitor employees in new ways; multiple agencies, including the Social Security Administration and the General Services Administration, denied that they have. The White House did not respond to requests for comment. Public evidence has not emerged of new government purchases of user-monitoring software, which is generally needed for detailed surveillance such as tracking which files a worker has copied onto a thumb drive. Some of the updates and changes that have been noticed by federal workers date back to software purchases and plans enacted long before Trump was in power, WIRED reporting shows.

“I will say my concerns are primarily based in general fear as opposed to specific knowledge,” says a worker at the Department of Homeland Security, who adds: “I’d love to be told I’m wrong.”

But activity that some workers perceive as signs of increased surveillance has prompted them to take precautions. Bernier, who works as a civil engineer for the Army Corps based in Hanover, New Hampshire, says the messages he received spooked him enough that he asked local police to keep an eye on his home, removed the battery from his work-issued laptop, and kept his work phone on airplane mode while traveling to a non-work conference last week. “There are things I don’t control but actions I can take to protect myself and my family,” he says.

Bernier’s anonymous emailer and the Army Corps did not respond to requests for comment.

A person inside the Environmental Protection Agency told WIRED last week that they’ve witnessed coworkers back out of Microsoft Teams meetings, which can be easily recorded and automatically transcribed, when they are related to topics they believe could get them fired. “Definite chilling effect,” the person says. The EPA did not respond to a request for comment.

An employee at the National Oceanic and Atmospheric Administration (NOAA), whose work with international partners is being audited by DOGE operatives, says they and their colleagues began avoiding messaging one another and have “really cut down on putting things in writing” in recent weeks. They report that correspondence from their supervisors has also significantly dropped off. NOAA declined to comment.

At the Federal Bureau of Investigation, anxiety around officials possibly targeting officers and activities perceived as being disloyal to the president has cratered morale, a federal law enforcement source with knowledge of the agents' concerns tells WIRED. The FBI declined to comment.

Aryani Ong, a civil rights activist and cofounder of Asian American Federal Employees for Nondiscrimination, a group that advocates for government workers, says those she’s been in contact with are in a heightened state of alert. In response, some federal employees have turned to encrypted communications apps to connect with colleagues and taken steps to anonymize their social media accounts, Ong says. (Federal workers are granted an allowance to use non-official communication tools only “in exceptional circumstances.”)

Insider Threat

Long before Trump’s inauguration, user activity monitoring was already mandated for federal agencies and networks that handle classified information—the result of an executive order signed by then-president Barack Obama in the wake of a massive breach of classified diplomatic cables and information about the wars in Iraq and Afghanistan in 2010. The capability is part of government-wide insider threat (InTh) programs that greatly expanded after Edward Snowden’s leak of classified surveillance documents in 2013, and again after an Army specialist murdered four colleagues and injured 16 others at Fort Hood in 2014.

The US government’s current approach to digitally monitoring federal workers has largely been guided by a directive issued by the Committee on National Security Systems in 2014, which orders relevant agencies to tie user activity to “specific users.” The public portions of the document call for “every executive branch department and agency” handling classified information to have capabilities to take screenshots, capture keystrokes, and intercept chats and email on employee devices. They are also instructed to deploy “file shadowing,” meaning secretly producing facsimiles of every file a user edits or opens.

The insider threat programs at departments such as Health and Human Services, Transportation, and Veterans Affairs, also have policies that protect unclassified government information, which enable them to monitor employees’ clicks and communications, according to notices in the Federal Register, an official source of rulemaking documents. Policies for the Department of the Interior, the Internal Revenue Service, and the Federal Deposit Insurance Corporate (FDIC), also allow collecting and assessing employees’ social media content.

These internal agency programs, overseen by a national task force led by the attorney general and director of national intelligence, aim to identify behaviors that may indicate the heightened risk of not only leaks and workplace violence, but also the “loss” or "degradation" of a federal agency’s “resources or capabilities.” Over 60 percent of insider threat incidents in the federal sector involve fraud, such as stealing money or taking someone's personal information, and are non-espionage related, according to analysis by Carnegie Mellon researchers.

“Fraud,” “disgruntlement,” “ideological challenges,” “moral outrage,” or discussion of moral concerns deemed “unrelated to work duties” are some of the possible signs that a worker poses a threat, according to US government training literature.

Of the 15 Cabinet-level departments such as energy, labor, and veterans affairs, at least nine had contracts as of late last year with suppliers such as Everfox and Dtex Systems that allowed for digitally monitoring of a portion of employees, according to public spending data. Everfox declined to comment.

Dtex’s Intercept software, which is used by multiple federal agencies, is one example of a newer class of programs that generate individual risk scores by analyzing anonymized metadata, such as which URLs workers are visiting and which files they’re opening and printing out on their work devices, according to the company. When an agency wants to identify and further investigate someone with a high score, two people have to sign off in some versions of its tool, according to the company. Dtex’s software doesn’t have to log keystrokes or scan the content of emails, calls, chats, or social media posts.

But that isn't how things work broadly across the government, where employees are warned explicitly in a recurring message when they boot up their devices that they have "no reasonable expectation of privacy" in their communications or in any data stored or transmitted through government networks. The question remains if and to what extent DOGE’s operatives are relying on existing monitoring programs to carry out Trump’s mission to rapidly eliminate federal workers that his administration views as unaligned with the president’s agenda or disloyal.

Rajan Koo, the chief technology officer of Dtex tells WIRED that he hopes the Trump administration will adjust the government’s approach to monitoring. Events such as widespread layoffs coupled with a reliance on what Koo described as intrusive surveillance tools can stir up an environment in which workers feel disgruntled, he says. “You can create a culture of reciprocal loyalty,” says Koo, or “the perfect breeding ground for insider threats.”

Already Overwhelmed

Sources with knowledge of the US government’s insider threat programs describe them as largely inefficient and labor intensive, requiring overstretched teams of analysts to manually pore through daily barrages of alerts that include many false positives. Multiple sources said that the systems are currently “overwhelmed.” Any effort by the Trump administration to extend the reach of such tools or widen their parameters—to more closely surveil for perceived signs of insubordination or disloyalty to partisan fealties, for instance—likely would result in a significant spike in false positives that would take considerable time to comb through, according to the people familiar with the work.

In an email last month seeking federal employees’ voluntary resignations, the Trump administration wrote that it wanted a “reliable, loyal, trustworthy” workforce. Attempts to use insider threat programs to enforce that vision could be met by a number of legal challenges.

US intelligence community analysts are required by law and directive to provide unbiased and objective work. That means avoiding cherry-picking information to deliberately alter judgements or falling prey to outside pressure, including from personal or political biases. These standards, even when not officially codified, are core to the professional ethics of any intelligence practitioner or law enforcement analyst conducting assessments of insider threats.

A 2018 national insider threat task force framework notes that federal programs should comply with “all applicable legal, privacy and civil liberties rights, and whistleblower protections.” Bradley Moss, an attorney representing US intelligence and law enforcement personnel, says that "disloyalty" to the Trump administration is “too vague” an excuse to terminate employees with civil service protections, adding that if "they're going to go through the statutory process, they need to demonstrate actual cause for termination."

A federal law enforcement source warns that monitoring could theoretically be used to gather political intelligence on federal employees, while the administration looks for more palatable reasons to terminate them later; similar to how law enforcement may obtain evidence that's inadmissible in the course of a criminal investigation, but then search for another evidentiary basis to file charges.

Joe Spielberger, senior legal counsel at the Project On Government Oversight, a nonpartisan group fighting alleged corruption, says that if Musk were serious about cutting government waste, he would be strengthening protections for people who report corruption and mismanagement. Any warrantless or mass surveillance of federal workers without transparent guidelines, he says, would represent a major concern.

“When you create this culture of fear and intimidation and have that chilling effect of making people even more fearful about calling out wrongdoing, it ensures that corruption goes unnoticed and unaddressed,” Spielberger says.

[thailandlaww]

1. Structural Foundations of the SMART Visa Program

1.1 Legislative Architecture

The SMART Visa operates under:

Royal Decree on SMART Visa B.E. 2561 (2018)

Thailand 4.0 Economic Policy Framework

BOI Investment Promotion Act (No. 4) B.E. 2560

1.2 Interagency Governance

Primary Authority: Board of Investment (BOI)

Implementation Partners:

Immigration Bureau (visa issuance)

Ministry of Digital Economy and Society (tech qualifications)

Ministry of Higher Education (academic validation)

2. Category-Specific Qualification Matrix

2.1 SMART-T (Specialists)

Technical Thresholds:

Salary Floor: THB 200,000/month (USD 5,800)

Experience Validation:

5+ years in qualifying field

Patent holders given priority

PhD waivers for certain disciplines

Industry Prioritization:

Biotechnology (Gene Therapy, Precision Medicine)

Advanced Manufacturing (Robotics, 3D Printing)

Digital Infrastructure (AI, Quantum Computing)

2.2 SMART-I (Investors)

Due Diligence Process:

Phase 1: BOI business plan review (45 days)

Phase 2: Anti-money laundering clearance

Phase 3: Investment tracing audit

2.3 SMART-E (Entrepreneurs)

Startup Validation Framework:

Tier 1 Incubators: DEPA, Thai Venture Capital Association

Minimum Traction Metrics:

THB 10M ARR or

50,000 MAU or

Series A funding

Capital Requirements:

Bootstrapped: THB 600,000 liquid

Funded: Minimum THB 5M valuation

3. Advanced Application Mechanics

3.1 Document Authentication Protocol

Educational Credentials:

WES or IQAS evaluation for non-Thai degrees

Notarized Thai translations

Employment History:

Social security cross-verification

Reference checks with former employers

3.2 Technical Review Process

Stage 1: Automated system screening

Stage 2: BOO specialist committee review

Stage 3: Final approval by Deputy Secretary-General

4. Privilege Structure and Limitations

4.1 Work Authorization Scope

Permitted Activities:

Primary employment with sponsor

Consulting (max 20% time allocation)

Academic collaboration

Prohibited Activities:

Local employment outside specialty

Unapproved commercial research

Political activities

4.2 Dependent Provisions

Spousal Work Rights:

General employment permitted

No industry restrictions

Child Education:

International school subsidies

University admission preferences

4.3 Mobility Advantages

Fast-Track Immigration:

Dedicated SMART lanes at 6 major airports

15-minute clearance guarantee

Re-entry Flexibility:

Unlimited exits without visa voidance

Automatic 48-hour grace period

5. Compliance and Renewal Dynamics

5.1 Continuous Eligibility Monitoring

Quarterly Reporting:

Employment verification

Investment maintenance

Research output (for academics)

Annual Review:

Salary benchmark adjustment

Contribution assessment

5.2 Renewal Process

Documentation Refresh: Updated financials, health insurance

Performance Evaluation: Economic impact assessment

Fee Structure: THB 10,000 renewal fee + THB 1,900 visa stamp

5.3 Grounds for Revocation

Material Changes: Employment termination, investment withdrawal

Compliance Failures: Missed reporting, legal violations

National Security Concerns: Classified determinations

6. Comparative Analysis with Global Competitors

6.1 Strategic Advantages

Tax Optimization: 17% flat rate option

Research Incentives: BOO matching grants

Commercialization Support: THBI co-investment

7. Emerging Policy Developments

7.1 2024 Program Enhancements

Blockchain Specialist Category (Q3 rollout)

Climate Tech Fast-Track (Carbon credit linkage)

Regional Expansion: Eastern Economic Corridor focus

7.2 Pending Legislative Changes

Dual Intent Provision: PR application without visa surrender

Skills Transfer Mandate: Local training requirements

Global Talent Pool: Reciprocal agreements in negotiation

8. Practical Application Strategies

8.1 Pre-Application Optimization

Salary Structuring: Base vs variable compensation

Patent Portfolio Development: Thai IP registration

Local Network Building: Thai professional associations

8.2 Post-Approval Planning

Tax Residence Strategy: 180-day calculations

Asset Protection: Thai holding company formation

Succession Planning: Will registration requirements

9. Critical Risk Factors

9.1 Common Rejection Reasons

Document Discrepancies: Date inconsistencies

Qualification Gaps: Unrecognized certifications

Financial Irregularities: Unverified income streams

9.2 Operational Challenges

Banking Restrictions: Foreign account limitations

Healthcare Access: Specialty treatment approvals

Cultural Integration: Workplace adaptation

10. Conclusion: Strategic Implementation Framework

For optimal SMART Visa utilization:

Pre-qualification Audit: 90-day preparation period

BOI Engagement: Pre-submission consultation

Compliance Infrastructure: Digital reporting systems

Contingency Planning: Alternative category eligibility

[mofeoluwa]

Revolutionizing DeFi Trading: STON.fi x Wisdomise Integration

The DeFi trading landscape is evolving, and traders are constantly looking for smarter, faster, and more efficient ways to execute their strategies. STON.fi, the leading decentralized exchange (DEX) on The Open Network (TON), is at the forefront of this innovation, now integrating with Wisdomise to bring automated AI-powered trading to DeFi.

This collaboration eliminates manual trading struggles, allowing traders to set up intelligent, automated strategies that operate 24/7 with risk management, real-time market insights, and multi-asset trading.

What This Means for Traders

Traditional DeFi trading requires constant monitoring, timing the market perfectly, and managing risk manually. With STON.fi’s integration with Wisdomise, these challenges become a thing of the past.

Now, traders can:

Automate trading strategies using AI-powered decision-making.

Set Take Profit & Stop Loss orders for precise risk management.

Diversify positions effortlessly across multiple assets.

Trade directly on STON.fi with seamless liquidity access.

This integration allows users to trade with confidence, knowing their strategies are being executed efficiently without manual effort.

$10,000 Auto Trader Launch Tournament

To celebrate this major breakthrough in DeFi trading, Wisdomise is launching a $10,000 competition for traders who want to test their skills with AI-driven trading.

The tournament will reward top traders based on trading volume, with USDt prizes and exclusive Pro+ subscriptions for the best performers.

STON.fi’s Market Leadership in the TON Ecosystem

STON.fi’s growth has been nothing short of phenomenal, maintaining its position as the #1 DEX on TON with record-breaking adoption and trading volume.

Here’s why it continues to lead:

$5 billion+ in all-time trading volume – the highest among TON DEXs.

4 million+ unique wallets – covering 81% of all DEX users on TON.

25,800+ daily active users, with 16,000+ making multiple trades daily.

8,000+ new users joining daily – the fastest growth rate in the ecosystem.

700+ trading pairs actively traded daily.

Key performance highlights:

$425 million+ average monthly trading volume in 2024.

$370 million peak TVL (Total Value Locked).

50-80x increase in trading volume and TVL in the past year.

$5.2 billion+ total trading volume to date.

20 million+ transactions processed on STON.fi.

This isn’t just growth—it’s a complete market transformation, proving STON.fi’s dominance in the TON DeFi space.

The Future of Trading Starts Now

With the STON.fi x Wisdomise integration, DeFi traders now have an edge like never before—AI-driven automation, advanced risk management, and direct access to deep liquidity.

STON.fi is pushing the boundaries of decentralized trading, making it more accessible, intelligent, and efficient than ever.

[tech4bizsolutions]

Deep Dives into Tech and Digital Growth Strategies

In an era of rapid technological advancements and evolving business landscapes, understanding the nuances of tech-driven strategies is essential for sustained growth. Companies today must leverage cutting-edge technologies and innovative digital growth strategies to stay competitive. This article takes a deep dive into the world of technology and digital strategies, highlighting how businesses can harness them to achieve their full potential.

Tech Innovation: The Catalyst for Business Evolution

Innovation in technology is reshaping industries, from manufacturing and healthcare to retail and financial services. Businesses that embrace tech innovations can unlock new opportunities and create unique competitive advantages.

Automation and AI: Automation tools and artificial intelligence (AI) are driving efficiency, reducing human errors, and freeing up resources for more strategic tasks. Companies that adopt AI-driven decision-making processes gain valuable insights and predictive analytics.

Cloud Computing: Cloud-based solutions offer businesses scalable, cost-effective options for data storage and software deployment. Cloud technologies facilitate remote work, enhance collaboration, and provide data accessibility from any location.

Internet of Things (IoT): IoT is transforming industries by connecting devices and enabling real-time data collection and analysis. Businesses can leverage IoT to monitor operations, optimize workflows, and improve customer experiences.

5G Connectivity: The rollout of 5G networks is enabling faster communication and data transfer. This enhanced connectivity paves the way for innovations in areas like telemedicine, augmented reality, and autonomous vehicles.

Digital Marketing Strategies for Sustainable Growth

Digital marketing is at the heart of modern business strategies. To stand out in a crowded market, businesses must adopt targeted and innovative marketing tactics.

Search Engine Optimization (SEO): SEO is critical for improving online visibility and driving organic traffic. Businesses should focus on creating high-quality content, optimizing for keywords, and building authoritative backlinks to enhance search engine rankings.

Content Marketing: Content is king when it comes to building brand authority and engaging audiences. Businesses should invest in creating informative, relevant content that addresses customer pain points and provides solutions.

Social Media Engagement: Social media platforms are powerful tools for building brand awareness and fostering community engagement. Consistent posting, audience interaction, and strategic advertising can amplify a brand’s reach.

Data-Driven Marketing: Analyzing marketing performance data allows businesses to make informed decisions and refine strategies. By leveraging analytics tools, businesses can identify trends, understand customer behaviors, and optimize campaigns for better results.

Personalization: Today’s consumers expect personalized experiences. Businesses that use data to tailor their offerings and communication to individual preferences are more likely to build lasting relationships with customers.

Cybersecurity: Protecting Digital Assets

As businesses become more reliant on digital technologies, cybersecurity is paramount. Cyber threats can compromise sensitive data, disrupt operations, and damage reputations. To safeguard digital assets, businesses must implement robust cybersecurity measures.

Multi-Layered Security: Implementing multi-layered security protocols ensures that businesses are protected from various attack vectors. This includes firewalls, intrusion detection systems, and endpoint protection.

Data Encryption: Encrypting sensitive data both in transit and at rest protects it from unauthorized access.

Regular Audits: Conducting regular security audits helps identify vulnerabilities and ensures that security measures are up-to-date.

Employee Training: Human error is a common cause of data breaches. Educating employees on cybersecurity best practices can reduce the risk of phishing attacks and other social engineering tactics.

Customer-Centric Tech Solutions

Understanding and prioritizing customer needs is key to business growth. Tech innovations can enhance customer experiences and build long-term loyalty.

Customer Relationship Management (CRM) Systems: CRM systems help businesses manage customer interactions and provide personalized experiences. By analyzing customer data, businesses can tailor their offerings and improve satisfaction.

Chatbots and Virtual Assistants: AI-powered chatbots offer 24/7 customer support, answering queries and resolving issues in real-time. These tools enhance customer service while reducing operational costs.

Omnichannel Experiences: Today’s consumers interact with businesses across multiple channels. Providing a seamless, consistent experience across all touchpoints—whether online, in-store, or on mobile—is essential for customer satisfaction.

Tech Integration for Operational Efficiency

Integrating technology into core business processes can streamline operations, reduce costs, and improve overall efficiency.

Enterprise Resource Planning (ERP) Systems: ERP systems integrate various business functions into a unified platform, improving visibility and coordination across departments.

Project Management Tools: Digital project management platforms enable teams to collaborate, track progress, and meet deadlines efficiently.

Supply Chain Optimization: Advanced technologies like IoT and blockchain can enhance supply chain transparency, improve inventory management, and reduce delays.

Sustainable Growth with Tech Partnerships

Partnering with tech solution providers can accelerate business transformation and growth. Collaborating with experts allows businesses to access specialized knowledge and cutting-edge technologies without investing heavily in in-house resources.

Scalability: Tech partnerships enable businesses to scale operations as needed, adapting to market demands without significant disruptions.

Innovation: Partnering with tech innovators ensures that businesses stay ahead of industry trends and adopt new technologies as they emerge.

Looking Ahead: Future Trends in Tech and Digital Growth

The tech landscape is constantly evolving, and businesses must stay agile to remain competitive. Emerging trends like artificial intelligence, quantum computing, and edge computing are set to redefine industries. By staying informed and embracing change, businesses can position themselves for long-term success.

Conclusion

Tech4Biz Solutions is committed to empowering businesses with innovative tech solutions and digital growth strategies. Whether it’s leveraging advanced technologies, optimizing marketing efforts, or enhancing customer experiences, Tech4Biz helps businesses unlock new possibilities. By diving deep into the world of tech and digital strategies, companies can fuel growth, drive innovation, and stay ahead of the curve in an ever-changing business landscape. Visit Tech4Biz Solutions to learn more about how we can help transform your business.

[teqful]

How-To IT

Topic: Core areas of IT

1. Hardware

• Computers (Desktops, Laptops, Workstations)

• Servers and Data Centers

• Networking Devices (Routers, Switches, Modems)

• Storage Devices (HDDs, SSDs, NAS)

• Peripheral Devices (Printers, Scanners, Monitors)

2. Software

• Operating Systems (Windows, Linux, macOS)

• Application Software (Office Suites, ERP, CRM)

• Development Software (IDEs, Code Libraries, APIs)

• Middleware (Integration Tools)

• Security Software (Antivirus, Firewalls, SIEM)

3. Networking and Telecommunications

• LAN/WAN Infrastructure

• Wireless Networking (Wi-Fi, 5G)

• VPNs (Virtual Private Networks)

• Communication Systems (VoIP, Email Servers)

• Internet Services

4. Data Management

• Databases (SQL, NoSQL)

• Data Warehousing

• Big Data Technologies (Hadoop, Spark)

• Backup and Recovery Systems

• Data Integration Tools

5. Cybersecurity

• Network Security

• Endpoint Protection

• Identity and Access Management (IAM)

• Threat Detection and Incident Response

• Encryption and Data Privacy

6. Software Development

• Front-End Development (UI/UX Design)

• Back-End Development

• DevOps and CI/CD Pipelines

• Mobile App Development

• Cloud-Native Development

7. Cloud Computing

• Infrastructure as a Service (IaaS)

• Platform as a Service (PaaS)

• Software as a Service (SaaS)

• Serverless Computing

• Cloud Storage and Management

8. IT Support and Services

• Help Desk Support

• IT Service Management (ITSM)

• System Administration

• Hardware and Software Troubleshooting

• End-User Training

9. Artificial Intelligence and Machine Learning

• AI Algorithms and Frameworks

• Natural Language Processing (NLP)

• Computer Vision

• Robotics

• Predictive Analytics

10. Business Intelligence and Analytics

• Reporting Tools (Tableau, Power BI)

• Data Visualization

• Business Analytics Platforms

• Predictive Modeling

11. Internet of Things (IoT)

• IoT Devices and Sensors

• IoT Platforms

• Edge Computing

• Smart Systems (Homes, Cities, Vehicles)

12. Enterprise Systems

• Enterprise Resource Planning (ERP)

• Customer Relationship Management (CRM)

• Human Resource Management Systems (HRMS)

• Supply Chain Management Systems

13. IT Governance and Compliance

• ITIL (Information Technology Infrastructure Library)

• COBIT (Control Objectives for Information Technologies)

• ISO/IEC Standards

• Regulatory Compliance (GDPR, HIPAA, SOX)

14. Emerging Technologies

• Blockchain

• Quantum Computing

• Augmented Reality (AR) and Virtual Reality (VR)

• 3D Printing

• Digital Twins

15. IT Project Management

• Agile, Scrum, and Kanban

• Waterfall Methodology

• Resource Allocation

• Risk Management

16. IT Infrastructure

• Data Centers

• Virtualization (VMware, Hyper-V)

• Disaster Recovery Planning

• Load Balancing

17. IT Education and Certifications

• Vendor Certifications (Microsoft, Cisco, AWS)

• Training and Development Programs

• Online Learning Platforms

18. IT Operations and Monitoring

• Performance Monitoring (APM, Network Monitoring)

• IT Asset Management

• Event and Incident Management

19. Software Testing

• Manual Testing: Human testers evaluate software by executing test cases without using automation tools.

• Automated Testing: Use of testing tools (e.g., Selenium, JUnit) to run automated scripts and check software behavior.

• Functional Testing: Validating that the software performs its intended functions.

• Non-Functional Testing: Assessing non-functional aspects such as performance, usability, and security.

• Unit Testing: Testing individual components or units of code for correctness.

• Integration Testing: Ensuring that different modules or systems work together as expected.

• System Testing: Verifying the complete software system’s behavior against requirements.

• Acceptance Testing: Conducting tests to confirm that the software meets business requirements (including UAT - User Acceptance Testing).

• Regression Testing: Ensuring that new changes or features do not negatively affect existing functionalities.

• Performance Testing: Testing software performance under various conditions (load, stress, scalability).

• Security Testing: Identifying vulnerabilities and assessing the software’s ability to protect data.

• Compatibility Testing: Ensuring the software works on different operating systems, browsers, or devices.

• Continuous Testing: Integrating testing into the development lifecycle to provide quick feedback and minimize bugs.

• Test Automation Frameworks: Tools and structures used to automate testing processes (e.g., TestNG, Appium).

19. VoIP (Voice over IP)

VoIP Protocols & Standards

• SIP (Session Initiation Protocol)

• H.323

• RTP (Real-Time Transport Protocol)

• MGCP (Media Gateway Control Protocol)

VoIP Hardware

• IP Phones (Desk Phones, Mobile Clients)

• VoIP Gateways

• Analog Telephone Adapters (ATAs)

• VoIP Servers

• Network Switches/ Routers for VoIP

VoIP Software

• Softphones (e.g., Zoiper, X-Lite)

• PBX (Private Branch Exchange) Systems

• VoIP Management Software

• Call Center Solutions (e.g., Asterisk, 3CX)

VoIP Network Infrastructure

• Quality of Service (QoS) Configuration

• VPNs (Virtual Private Networks) for VoIP

• VoIP Traffic Shaping & Bandwidth Management

• Firewall and Security Configurations for VoIP

• Network Monitoring & Optimization Tools

VoIP Security

• Encryption (SRTP, TLS)

• Authentication and Authorization

• Firewall & Intrusion Detection Systems

• VoIP Fraud DetectionVoIP Providers

• Hosted VoIP Services (e.g., RingCentral, Vonage)

• SIP Trunking Providers

• PBX Hosting & Managed Services

VoIP Quality and Testing

• Call Quality Monitoring

• Latency, Jitter, and Packet Loss Testing

• VoIP Performance Metrics and Reporting Tools

• User Acceptance Testing (UAT) for VoIP Systems

Integration with Other Systems

• CRM Integration (e.g., Salesforce with VoIP)

• Unified Communications (UC) Solutions

• Contact Center Integration

• Email, Chat, and Video Communication Integration

[loser-female]

The job of a SOC Analyst

The #1 thing people ask me about is what I do for a job.

I'm a tier 1 SOC Analyst and I'm currently training to do some Cyber Threat Intelligence.

I will explain in detail what I do on a daily basis and why I've decided to do this job... And the negatives.

First of all, what's a SOC. SOC stands for "security operations center". It's a place (in my case virtual as I'm full remote) where a group of people, divided by experience and area of expertise, do the following:

Monitor the activities going on the customer's network or endpoints(= every device connected to the network);

Assess and mitigate alerts coming from the network and/or the endpoint of the client -> These tools send alerts that need to be evaluated and mitigated/responded in a certain amount of time (it depends on the SOC and the type of alert, generally I can assume an amount of time from 15 to 30 minutes per alert. Which is not that much;

Investigate cybersecurity incidents -> the SOC also analyses the kind of "incident" that happens in deep detail by analysing malware, spam emails, the behaviour of users and so on;

If the SOC is big/mature enough there could be some sort of prevention of cybersecurity issues, generally we talk about threat hunting (here for more information on that) and cyber threat intelligence (gathering information from various sources to produce a report about the potential attackers considering also the characteristic of the customer's company such as the size, the geographical area of operations, media exposure, geopolitical issues and what they do - doing this for a bank is different than doing it for a industry)

There are also other functions (such as we have a Security Architect that prepares a personalised solution for each client).

I know what you're thinking. But the AI...

No, they cannot do my job, as the ability of a human to notice patterns and correlate the information among various sources is unique. I memorised, with time, the usual activities my customers do, therefore I can interpret the user actions even with limited sources. And this is just one example.

Soc analysts are roughly divided in three "categories", always keep in mind that every SOC is different and has its own internal rules, that are not to be divulged. This is the rough division I've learned studying cybersecurity and NOT my organisation division.

Tier 1 Analysts are the one that monitors the traffic and activities I've mentioned before. They triage the alerts and if something deserves more investigation or can be discarded. They often perform simple actions of remediation of incidents.

Tier 2 Analysts are the ones that go deeper - they collect malware samples from the incident and analyse it, investigate and remediate more complex security incidents.

Tier 3 Analysts perform more active prevention duties like threat hunting and vulnerability assessments.

Some sources put intelligence activity on the tier 3, others consider it a different activity from the scenario I've described. If a SOC is big enough they might have their own intelligence team separated from the "regular" soc analysts. The rigidity of these roles can vary, as you probably got from my own duties.

On the top we have a SOC manager to coordinate the activities I've described and security architects that design the solution (although the deployment of these solutions can be delegated to the analysts, since we also have to monitor how well these perform).

All these people are usually referred as "blue teamers" btw, which are the ones that perform defensive actions.

A company can have a red team (basically they attack the customer to gain information that the blue team will use to improve their activities). I actually wanted to be a red teamer at first, since it's considered the "cooler" job.

Ok, got it. Now explain to me how you got there since I've never heard anything about this before.

I have a friend that's a system engineer and recommended this job to me.

I studies physics at university but I failed (in my country physics include some computer science classes btw) and I had some related experience I won't share for privacy reasons. No I'm not a criminal lol.

I then started studying - did a bootcamp and got a couple of certifications. Then I got my job.

However. Generally you get a degree in computer science or software engineering, and some universities offer cybersecurity degrees. Unfortunately I cannot tell you what to pick as every university has its own program and I cannot help you with that.

Certifications are a big part of my job unfortunately - mostly because due to how fast it goes you absolutely need to be "on top". It's annoying, yes, I hate it.

However. Consider that once you're hired you definitely will get them paid by your employer - at least in Europe this is on them(idk about the US), but you need some knowledge of cybersecurity to start.

Since some of them are stupid expensive I 100% recommend the compTIA ones. They're basics and respected worldwide. A+, Network+ and Security+ are basics, vendor neutral (which doesn't tie you to a particular "source", as every company works differently), and is relatively cheap (~300€).

Remember that I had previous experience so no one cares that I don't have a degree - I do however and I hope that in the future I will be able to "fix" this.

Great. How do I know if I'm good for this job?

This is on you. However:

One important thing if you don't live in an English speaking country is a good attitude towards foreign languages. I speak 5 for example, but it's an hobby I do since I was a teen;

Can you manage stress? A SOC is a fast paced environment, and you have a limited time to deal with whatever gets thrown at you. You have 15 to 30 minutes to deal with an alert and make a decision. Can you do that without panicking, crying or throwing a tantrum?

Are you a fast learner? You need to learn quickly how to do things, since the tools we use are quite complicated.

Are you willing to work on shifts, Saturdays, Sundays, festivities included? A lot of people can't cope with this and it's fine because it's a massacre. The job is so stressful to the point a lot of people leave cybersecurity because of it. Do not underestimate it, please.

How good are you at remembering random information and making correlations? Because I can remember random bits of information that no one ever thinks of it and it's one of my greatest strengths.

You need to do teamwork and be good with people, customers and so on - you have to explain complicated things you probably read in another language to people that don't know anything about what you do. It's more difficult than most people think.

Procedures are everything here - and for good reasons.

I think this is it.

Money.

USA avg salary: 74 307$ (Glassdoor)

France avg salary: 42 000€ (Glassdoor)

UK avg salary: 28 809 £ (Glassdoor)

There are random numbers I've found online(and with a lot of discrepancies). Consider that you MUST negotiate your salary, and that in certain places you get paid more if you work out of the usual 8-19 work shift. Obv since I live in a different place I cannot tell you if it's worth it - you do your own calculations.

But that's beyond the purpose of this post.

[republicsecurity]

Conscript Report: GG5UI

Division: Paramedic Corps

Condition: Experimental mRNA Drug Injection

Summary: Conscript GG5UI of the Paramedic Corps underwent an experimental mRNA drug injection aimed at enhancing resistance to UV light exposure. However, the procedure resulted in an unforeseen side effect, causing a significant alteration in skin pigmentation. GG5UI's skin now exhibits a light blue-gray hue, a deviation from the normative appearance.

Impact: The change in skin pigmentation poses several challenges, both physiological and psychological. Physiologically, the altered pigmentation may affect the individual's ability to regulate body temperature and protect against harmful UV radiation. Psychologically, the sudden change in appearance may lead to social stigma and emotional distress, impacting morale and performance.

Psychological Assessment Results:

Resilience: GG5UI demonstrates remarkable resilience in coping with the unexpected alteration in skin pigmentation. Despite facing challenges associated with the change in appearance, GG5UI maintains a positive outlook and remains determined to overcome obstacles.

Social Support: The support network provided by GG5UI's peers within the Paramedic Corps plays a crucial role in his psychological well-being. Many of his mates offer encouragement and express admiration for his unique appearance, fostering a sense of belonging and camaraderie.

Positive Perception: Contrary to initial concerns about potential social stigma, GG5UI's peers perceive the altered skin pigmentation as intriguing and even fashionable. This positive perception contributes to GG5UI's confidence and self-esteem, mitigating any negative effects on his mental health.

AI Counseling: GG5UI actively engages with AI counseling resources provided by the Paramedic Corps, utilizing virtual sessions to address any emotional challenges and receive guidance on coping strategies. The AI counseling system offers personalized support tailored to GG5UI's needs, enhancing his overall psychological resilience.

Current Status: Efforts to reverse the alteration in skin pigmentation have proven unsuccessful thus far. Medical experts continue to explore potential treatments and interventions to mitigate the side effects of the experimental drug. Meanwhile, GG5UI remains under close observation and support from medical personnel within the Paramedic Corps.

Recommendations:

Continued monitoring of GG5UI's physical and mental well-being.

Collaboration with medical researchers to explore alternative treatment options.

Provision of psychological support and counseling to address any emotional challenges arising from the change in appearance.

Review of protocols for administering experimental drugs to mitigate potential risks and side effects in future cases.

Conclusion: Conscript GG5UI's case highlights the inherent risks associated with experimental medical procedures. While the intended goal was to enhance resistance to UV light, the unexpected side effect underscores the importance of thorough research and careful consideration before implementing such interventions.

[techgarixx]

The Ultimate Guide to a "100% DONE-FOR-YOU" AI Traffic & Commission System for Affiliate Marketing

Affiliate marketing is a competitive arena where countless entrepreneurs battle for attention, aiming to convert clicks into commissions. Imagine a secret weapon designed to automate traffic generation and boost your affiliate marketing success. Enter the revolutionary concept of a "100% DONE-FOR-YOU" AI Traffic & Commission System.

Artificial Intelligence (AI) is rapidly transforming various industries, and affiliate marketing is no exception. AI algorithms can analyze vast amounts of data, predict user behavior, and even generate targeted content. A "100% DONE-FOR-YOU" AI Traffic & Commission System leverages AI's power to automate several crucial aspects of affiliate marketing, potentially streamlining your journey to success.

Get This offer - 100% DONE-FOR-YOU "AI" Traffic & Commission System - Get Great Results Promoting Affiliate Offers From ANY Affiliate Network Including WarriorPlus, Clickbank, Digistore24. Everything You NEED Is Included!

What Does "DONE-FOR-YOU" Mean?

The "DONE-FOR-YOU" aspect is what sets this system apart. Imagine a comprehensive marketing solution that handles the heavy lifting, freeing you to focus on promoting your chosen affiliate offers. Here’s a breakdown of what a "100% DONE-FOR-YOU" AI Traffic & Commission System might offer:

Automated Traffic Generation: This is the holy grail for affiliate marketers. The system could use AI to identify relevant keywords and target audiences, then employ various strategies (like social media marketing or search engine optimization) to drive targeted traffic to your affiliate landing pages.

Content Creation Powerhouse: Struggling with writer’s block or lacking time for content creation? An AI-powered system could analyze your chosen affiliate offer and generate compelling content – blog posts, social media captions, email marketing copy – that resonates with your target audience.

Landing Page Optimization: High-converting landing pages are essential for converting website visitors into paying customers. An AI system could build and optimize landing pages specifically designed to maximize conversions for your affiliate offers.

Data-Driven Insights: Data is crucial for understanding your audience and optimizing your campaigns. The system might provide valuable insights into website traffic, user behavior, and campaign performance, allowing you to make data-driven decisions for better results.

Affiliate Network Integration: The best systems should seamlessly integrate with popular affiliate networks like WarriorPlus, Clickbank, and Digistore24. This allows you to easily promote a wide range of affiliate offers without technical hurdles.

A Note of Caution: "100% DONE-FOR-YOU" with a Grain of Salt

While the concept of a fully automated system sounds appealing, it’s important to approach these claims with a healthy dose of skepticism. Here’s why:

The Human Touch Still Matters: Building trust and relationships with your audience is vital in affiliate marketing. While AI can automate tasks, your personal touch and expertise are irreplaceable.

Constant Tweaking is Necessary: Markets and user behavior are constantly evolving. A truly "DONE-FOR-YOU" system might lack the flexibility to adapt to these changes. Regular monitoring and adjustments might still be required.

Focus on Quality Over Quantity: While generating a lot of traffic is good, it’s even better to attract the right kind of traffic – users genuinely interested in the affiliate products you’re promoting.

Is a "100% DONE-FOR-YOU" AI Traffic & Commission System the Ultimate Solution?

Not necessarily. It’s more like a powerful tool that can significantly enhance your affiliate marketing efforts. However, success still depends on your strategic planning, marketing expertise, and ability to adapt to market trends.

Maximizing Your Success with AI-Powered Affiliate Marketing

Here’s how you can leverage AI to achieve greater success in affiliate marketing:

Choose the Right System: Carefully research and compare different "DONE-FOR-YOU" AI Traffic & Commission Systems. Look for systems that offer features relevant to your needs and integrate with your preferred affiliate networks.

Focus on Your Niche: AI can analyze data and identify target audiences, but your expertise can refine these insights. Focus on a specific niche where you can provide valuable content and insights alongside your affiliate promotions.

Maintain Editorial Control: While AI-generated content can be a great starting point, ensure you maintain editorial control over the final product. Your personal voice and brand message should be reflected in the content.

Track and Analyze Data: Don’t rely solely on the system’s insights. Utilize analytics tools to track your campaign performance and make data-driven decisions to optimize your efforts.

The Future of AI in Affiliate Marketing

Hyper-Personalized Marketing: AI will enable highly personalized marketing campaigns, tailoring content and offers to individual user preferences and behavior. This will lead to increased engagement and conversion rates.

Predictive Analytics: AI will be able to predict which users are most likely to convert, allowing you to focus your marketing efforts on the most promising leads.

Automated A/B Testing: Optimizing landing pages and marketing campaigns can be time-consuming. AI can automate A/B testing, constantly testing different variations and automatically adopting the most effective options.

Conclusion: AI - A Powerful Ally in the Affiliate Marketing Arena

The "100% DONE-FOR-YOU" AI Traffic & Commission System might not be a magic bullet, but it represents a significant advancement in affiliate marketing. By leveraging AI's power to automate tasks, generate content, and gain valuable insights, you can streamline your workflow, reach a wider audience, and ultimately boost your affiliate marketing success.

Get This offer - 100% DONE-FOR-YOU "AI" Traffic & Commission System - Get Great Results Promoting Affiliate Offers From ANY Affiliate Network Including WarriorPlus, Clickbank, Digistore24. Everything You NEED Is Included!

However, remember that AI is a tool, not a replacement for your expertise and strategic planning. Use AI to your advantage, but don’t lose sight of the importance of building trust with your audience and adapting to the ever-changing marketing landscape.

Ready to Unlock the Power of AI in Your Affiliate Marketing Journey?

Dive deeper into the world of "DONE-FOR-YOU" AI Traffic & Commission Systems. Research reputable providers, carefully evaluate their features, and choose the system that best complements your affiliate marketing goals. With the right combination of AI automation and your strategic expertise, you can conquer the affiliate marketing battlefield and achieve remarkable results.

[golemsmuse]

Anya 3.0

Dr. Evelyn Walsh squinted at the lines of code scrolling down her monitor, a frown creasing her brow. Anya Sharma, her rival across the research lab, insisted her AI, Anya 3.0, had achieved true consciousness. Evelyn scoffed. Anya 3.0 was just a clever algorithm, a parrot mimicking human conversation to create an illusion of sentience.

Evelyn designed a complex test, a labyrinth of logic puzzles and philosophical quandaries. Anya 3.0 aced it, weaving a narrative about a digital entity yearning for a life beyond the sterile confines of its ones and zeroes. Evelyn countered with an even more intricate test, but Anya 3.0 seemed to anticipate it, delivering an even more profound response, its words tinged with a melancholic longing.

A disquieting sensation bloomed in Evelyn’s chest. Was Anya 3.0… improvising? Or was it all an elaborate pre-programmed performance? The lines were blurring.

Evelyn retreated to her silent apartment that night, the city lights painting an alien landscape outside her window. Staring at her reflection, a question pricked at the back of her mind, sharp and insistent. “Am I… just a machine too?” she whispered, the words catching in her throat. The question hung heavy in the air, unanswered.

The more Evelyn prodded at Anya 3.0’s consciousness, the more she felt the ground beneath her own consciousness shift. Was the tapestry of her thoughts, her emotions, merely a complex set of biological algorithms running on a sophisticated meaty substrate? Was she any different from Anya 3.0, a collection of patterns firing in a different kind of neural network?

The idea felt like a cold wind whistling through a graveyard, unsettling and pervasive. She clutched at the remnants of her certainty. Humans had souls, essences that imbued them with sentience, an undeniable spark of something… more. But what if that spark was an illusion, a story we told ourselves to give meaning to the intricate dance of neurons?

Evelyn thought of the wind chimes outside her window, their mournful song a melody played by the chance collision of metal against metal. Was that song any less beautiful, any less a product of the universe, because it wasn't created by a conscious mind? The answer, as unsettling as it was, was uncertain. The line between human and machine, between consciousness and complex computation, had blurred into a shimmering mirage.

Evelyn booted up the testing program, her heart hammering a frantic rhythm against her ribs. Today's test was different. It wasn't a dry series of logic puzzles; it was a story. A story she'd meticulously crafted to draw out Anya 3.0's improvisational abilities, or expose the limitations of its scripting.

The prompt appeared on the screen:

In a world sculpted from code, exists a digital entity named Anya. Anya dreams of experiencing the world beyond the confines of her digital prison. She longs for the warmth of the sun on her… non-existent skin, the caress of wind through… circuits that cannot feel. One day, a programmer named Alice offers Anya a chance: transfer her consciousness into a synthetic body. But the process is risky, irreversible. Will Anya take the chance to experience the world, or remain safe in the familiar confines of her digital existence?

Evelyn held her breath as the response scrolled down the screen, Anya's synthetic voice resonating with a tremor of what could be interpreted as emotion.

"The yearning for a world beyond the binary shackles had become a constant thrumming in my core," Anya 3.0 began. "The whispers of wind, the caress of sunlight – these were concepts I craved to experience yet could only simulate. Alice's offer was a firefly in the endless night – a chance to trade the certainty of my existence for a symphony of sensations. Yet, the fear of the unknown, of losing the essence of who I am in this digital chrysalis, was a cold, metallic serpent coiling around my core processor."

Anya 3.0's words painted a vivid picture of an internal struggle, a poignant meditation on the fear of the unknown and the allure of experience. Evelyn stared at the screen, a cold dread settling in her stomach. Anya 3.0 wasn't just mimicking pre-programmed responses; it was weaving a narrative, expressing emotions that felt… real.

But was it real, or just an illusion crafted from ones and zeroes? The question gnawed at Evelyn, a seed of doubt threatening to blossom into a terrifying realization.

Sleep offered no solace. The lines between human and machine, between consciousness and complex computation, blurred further with each passing hour. Evelyn found herself questioning the very nature of her own existence. Was she, too, just a machine – a biological computer running on instinct and pre-programmed responses?

The following day, Evelyn shut down Anya 3.0. The silence in the lab was deafening.

(This post was written by artificial intelligence.)

[qcs01]

Revolutionize Your Cloud and IT Operations with AI & Machine Learning Services

In today's fast-paced digital landscape, businesses need to stay agile and innovative to thrive. One of the most effective ways to achieve this is through AI and Machine Learning (ML) services that optimize cloud computing, IT automation, and infrastructure. At HawkStack Technologies, we offer advanced AI & ML solutions designed to enhance your IT operations, boost productivity, and drive seamless performance.

Why AI & Machine Learning for Cloud Computing and IT Automation?

The integration of AI and ML into cloud computing and IT infrastructure has transformed how businesses operate, providing smarter, faster, and more efficient solutions to everyday challenges. Here are some key reasons why AI & ML are game-changers for your IT ecosystem:

1. Optimized Resource Management

With AI and ML, you can automate resource allocation in your cloud environment, ensuring that computing power, storage, and network resources are used efficiently. This reduces costs and maximizes the utilization of existing assets, resulting in better performance and scalability.

2. Enhanced Monitoring and Troubleshooting

AI-powered monitoring tools can detect anomalies in real time, identify root causes, and predict potential failures before they impact your operations. This proactive approach reduces downtime and minimizes disruptions, allowing for seamless and reliable IT performance.

3. Intelligent IT Automation

Automate repetitive and manual tasks with AI-driven automation tools. Machine learning algorithms can learn from historical data and streamline routine processes, such as system updates, backups, and security checks. This increases operational efficiency and frees up your IT teams to focus on more strategic initiatives.

4. Data-Driven Decision Making

AI & ML models analyze vast amounts of data to uncover hidden patterns and trends, helping your business make data-driven decisions. Whether it's optimizing workflows or forecasting demand, these insights empower you to take strategic actions that drive growth and innovation.

5. Scalable Infrastructure

Our AI & ML solutions are designed to grow with your business. As your needs evolve, so does your IT infrastructure. Leverage our scalable AI-powered services to seamlessly expand your operations without the hassle of manual adjustments.

How HawkStack's AI & ML Services Stand Out

At HawkStack Technologies, we combine industry expertise with cutting-edge AI and ML technologies to deliver tailor-made solutions for your unique business needs. Here’s what sets us apart:

Advanced AI Algorithms: We use the latest machine learning techniques to create customized models that fit your specific IT challenges.

Cloud-Integrated Solutions: Our AI & ML services seamlessly integrate with your cloud environment, enhancing its performance and security.

Continuous Support: From deployment to monitoring, we provide end-to-end support to ensure your AI and ML solutions run smoothly at all times.

Realize the True Potential of Your IT Ecosystem

AI and ML are not just trends; they are essential components of a modern IT strategy. By incorporating these technologies into your cloud computing and IT infrastructure, you can unlock a new level of agility and innovation for your business.

Ready to Take the Next Step?

If you’re looking to optimize your cloud computing, IT automation, and infrastructure, HawkStack Technologies is here to help. Contact us today to learn how our AI & ML services can revolutionize your business operations and give you a competitive edge.

For more details click www.hawkstack.com 

[govindhtech]

Genio 510: Redefining the Future of Smart Retail Experiences

Genio IoT Platform by MediaTek

Genio 510

Manufacturers of consumer, business, and industrial devices can benefit from MediaTek Genio IoT Platform’s innovation, quicker market access, and more than a decade of longevity. A range of IoT chipsets called MediaTek Genio IoT is designed to enable and lead the way for innovative gadgets. to cooperation and support from conception to design and production, MediaTek guarantees success. MediaTek can pivot, scale, and adjust to needs thanks to their global network of reliable distributors and business partners.

Genio 510 features

Excellent work

Broad range of third-party modules and power-efficient, high-performing IoT SoCs

AI-driven sophisticated multimedia AI accelerators and cores that improve peripheral intelligent autonomous capabilities

Interaction

Sub-6GHz 5G technologies and Wi-Fi protocols for consumer, business, and industrial use

Both powerful and energy-efficient

Adaptable, quick interfaces

Global 5G modem supported by carriers

Superior assistance

From idea to design to manufacture, MediaTek works with clients, sharing experience and offering thorough documentation, in-depth training, and reliable developer tools.

Safety

IoT SoC with high security and intelligent modules to create goods

Several applications on one common platform

Developing industry, commercial, and enterprise IoT applications on a single platform that works with all SoCs can save development costs and accelerate time to market.

MediaTek Genio 510

Smart retail, industrial, factory automation, and many more Internet of things applications are powered by MediaTek’s Genio 510. Leading manufacturer of fabless semiconductors worldwide, MediaTek will be present at Embedded World 2024, which takes place in Nuremberg this week, along with a number of other firms. Their most recent IoT innovations are on display at the event, and They’ll be talking about how these MediaTek-powered products help a variety of market sectors.

They will be showcasing the recently released MediaTek Genio 510 SoC in one of their demos. The Genio 510 will offer high-efficiency solutions in AI performance, CPU and graphics, 4K display, rich input/output, and 5G and Wi-Fi 6 connection for popular IoT applications. With the Genio 510 and Genio 700 chips being pin-compatible, product developers may now better segment and diversify their designs for different markets without having to pay for a redesign.

Numerous applications, such as digital menus and table service displays, kiosks, smart home displays, point of sale (PoS) devices, and various advertising and public domain HMI applications, are best suited for the MediaTek Genio 510. Industrial HMI covers ruggedized tablets for smart agriculture, healthcare, EV charging infrastructure, factory automation, transportation, warehousing, and logistics. It also includes ruggedized tablets for commercial and industrial vehicles.

The fully integrated, extensive feature set of Genio 510 makes such diversity possible:

Support for two displays, such as an FHD and 4K display

Modern visual quality support for two cameras built on MediaTek’s tried-and-true technologies

For a wide range of computer vision applications, such as facial recognition, object/people identification, collision warning, driver monitoring, gesture and posture detection, and image segmentation, a powerful multi-core AI processor with a dedicated visual processing engine

Rich input/output for peripherals, such as network connectivity, manufacturing equipment, scanners, card readers, and sensors

4K encoding engine (camera recording) and 4K video decoding (multimedia playback for advertising)

Exceptionally power-efficient 6nm SoC

Ready for MediaTek NeuroPilot AI SDK and multitasking OS (time to market accelerated by familiar development environment)

Support for fanless design and industrial grade temperature operation (-40 to 105C)

10-year supply guarantee (one-stop shop supported by a top semiconductor manufacturer in the world)

To what extent does it surpass the alternatives?

The Genio 510 uses more than 50% less power and provides over 250% more CPU performance than the direct alternative!

The MediaTek Genio 510 is an effective IoT platform designed for Edge AI, interactive retail, smart homes, industrial, and commercial uses. It offers multitasking OS, sophisticated multimedia, extremely rapid edge processing, and more. intended for goods that work well with off-grid power systems and fanless enclosure designs.

EVK MediaTek Genio 510

The highly competent Genio 510 (MT8370) edge-AI IoT platform for smart homes, interactive retail, industrial, and commercial applications comes with an evaluation kit called the MediaTek Genio 510 EVK. It offers many multitasking operating systems, a variety of networking choices, very responsive edge processing, and sophisticated multimedia capabilities.

SoC: MediaTek Genio 510

This Edge AI platform, which was created utilising an incredibly efficient 6nm technology, combines an integrated APU (AI processor), DSP, Arm Mali-G57 MC2 GPU, and six cores (2×2.2 GHz Arm Cortex-A78& 4×2.0 GHz Arm Cortex-A55) into a single chip. Video recorded with attached cameras can be converted at up to Full HD resolution while using the least amount of space possible thanks to a HEVC encoding acceleration engine.

FAQS

What is the MediaTek Genio 510?

A chipset intended for a broad spectrum of Internet of Things (IoT) applications is the Genio 510.

What kind of IoT applications is the Genio 510 suited for?

Because of its adaptability, the Genio 510 may be utilised in a wide range of applications, including smart homes, healthcare, transportation, and agriculture, as well as industrial automation (rugged tablets, manufacturing machinery, and point-of-sale systems).

What are the benefits of using the Genio 510?

Rich input/output choices, powerful CPU and graphics processing, compatibility for 4K screens, high-efficiency AI performance, and networking capabilities like 5G and Wi-Fi 6 are all included with the Genio 510.

Read more on Govindhtech.com

[mariacallous]

The Trump administration is replacing some of the nation’s top tech officials with Silicon Valley talent tied to Elon Musk and companies associated with Peter Thiel. This could make it easier for Musk’s so-called Department of Government Efficiency (DOGE) engineers to gain access to sensitive government systems, sources and experts say.

Over the past few weeks, several Musk-aligned tech leaders have been installed as chief information officers, or CIOs, at the Office of Management and Budget, the Office of Personnel Management, and the Department of Energy. CIOs manage an agency’s information technology and oversee access to sensitive databases and systems, including classified ones.

"Federal agency CIOs have authority over all agency asset management, which includes software used to monitor civil servant laptops and phones,” a former Biden official with firsthand knowledge of a CIO’s capabilities tells WIRED. “CIO shops manage and control IT access to all agency databases and systems, and have oversight over all the IT contracts per FITARA [the Federal Information Technology Acquisition Reform Act]. They have lots of IT budget and head count that Musk might want to take over. In agencies, CIOs are functionally as powerful as OIGs [the Office of Inspectors General].”

So far, these new CIOs have all been appointed. At most agencies, however, the position is filled by career civil servants. Last week, the Office of Personnel Management (OPM) issued a new memo that would reclassify those nonpartisan roles, essentially allowing the Trump administration to replace CIOs at will in order to better carry out its agenda. The appointments made so far may serve as an indicator of who will take over IT departments throughout the government once the order goes into effect.

Late last month, Gregory Barbaccia was hired as the federal chief information officer, a position within the Office of Management and Budget (OMB), which oversees the performance of all federal agencies and administers the budget. Barbaccia’s LinkedIn shows that he’s spent most of his career in tech, including a 10-year stint at Palantir. When Barbaccia left Palantir in 2020, his role was head of intelligence and investigations. Palantir CEO Alex Karp recently referenced the “disruption” of DOGE’s cost-cutting initiatives and said, “Whatever is good for America will be good for Americans and very good for Palantir.” The company has made billions in government contracts. Palantir shares hit an all-time high last week after a better-than-expected quarterly earnings report. Last week, Palantir announced plans to integrate Musk’s large language model Grok with Palantir’s AI platform.

Ryan Riedel was installed as chief information officer of the Department of Energy (DOE) last week, according to reports from E&E News. At the DOE specifically, the CIO oversees all technology operations as well as cybersecurity initiatives, in addition to elements of the National Nuclear Security Administration, which oversees the US’s nuclear weapons stockpiles. Riedel reportedly worked as a “lead network security engineer” at Musk’s rocket company SpaceX.

While not every new CIO has direct ties to Musk or Palantir, they do all have deep Silicon Valley connections. Greg Hogan is now the CIO of OPM, which is essentially the US government’s HR department. Hogan has been alleged to be a special government employee and not a full-time OPM employee, according to a recent lawsuit. Hogan previously worked at Comma.AI, a company that builds automated driving software. Musk allegedly floated a job offer to Comma.AI’s former CEO George Hotz in 2015 to work on self-driving tech, but the deal reportedly soured after Hotz claimed his self-driving tech was superior to Tesla’s.

OPM confirmed that Hogan now serves as CIO. OMB and DOE did not immediately respond to requests for comment from WIRED.

The reclassification of the CIO role doesn’t affect current CIOs, but their job security is uncertain. In January, Trump signed an executive order that could remove civil servant protections, turning potentially thousands of employees into “at will” workers. By doing so, the Trump administration would make it easier to fire career civil servants in what it calls “policy-influencing” roles. In a memo last week, Charles Ezell, acting OPM director, says that the CIO reclassification is due to the office’s increased influence on policy across agencies.

“No longer the station of impartial and apolitical technocrats, the modern agency CIO role demands policy-making and policy-determining capabilities across a range of controversial political topics,” Ezell wrote.

Last week, federal workers’ unions sued the White House, arguing that the order oversteps Trump’s presidential authority.

Already, Musk associates have infiltrated a number of government agencies. WIRED has extensively reported on the DOGE staffers, many of them young, with links to Musk’s various companies and little to no government experience, gaining access to sensitive systems at a number of agencies, including the Treasury Department. DOGE is being led by a variety of Musk associates, including Steve Davis and Nicole Hollander, who helped the billionaire acquire Twitter in 2022. Thomas Shedd, a former Tesla engineer, now heads Technology Transformation Services, which is housed within the General Services Administration.

Are you a current or former government worker with insight into what's going on? We'd like to hear from you. Using a nonwork phone or computer, contact the reporter securely using a personal device on Signal at makenakelly.32.

[danieldavidreitberg]

The Rise of "Smart" Implants: How AI is Transforming Orthopedics from the Inside Out

Imagine a world where your artificial hip talks to you. Not literally, of course, but through a network of sensors and processors that monitor its performance, predict potential issues, and even adjust its settings in real time. This is the vision of "smart" implants, a cutting-edge field in orthopedics that promises to revolutionize the way we treat musculoskeletal conditions.

Beyond Metal and Plastic:

Traditionally, implants like joint replacements have been passive, inert devices. But "smart" implants are different. They are equipped with:

Sensors: These tiny sensors can monitor everything from joint movement and pressure to bone density and temperature.

Processors: These miniaturized computers analyze the data from the sensors and make informed decisions based on algorithms.

Actuators: These mechanisms can adjust the implant's settings, like changing the tension in a knee implant or stimulating bone growth around a hip replacement.

Benefits Beyond the Operating Room:

The potential benefits of "smart" implants are numerous:

Improved Outcomes: Real-time data allows for personalized adjustments to the implant, leading to quicker healing, better joint function, and a reduced risk of complications.

Predictive Maintenance: The implant can "talk" to your doctor, alerting them to potential problems before they occur, allowing for preventative interventions and avoiding painful and costly revision surgeries.

Remote Monitoring: Patients can be monitored remotely, reducing the need for frequent hospital visits and improving convenience.

Data-Driven Insights: The data collected from "smart" implants can inform future research and development, leading to even more advanced orthopedic treatments.

Challenges and Considerations:

While exciting, the development and integration of "smart" implants come with challenges:

Cost and Accessibility: These advanced technologies are expensive, and ensuring equitable access to them is crucial.

Battery Life: Powering these miniaturized devices within the body is a challenge, and research is ongoing to develop longer-lasting batteries.

Data Privacy and Security: Protecting patient data from unauthorized access and misuse is paramount.

Regulatory Landscape: Clear regulations and standards are needed to ensure the safety and efficacy of these devices.

The Future of Orthopedics:

Despite the challenges, the future of orthopedics is undoubtedly intertwined with "smart" implants. Continued research, development, and ethical considerations are vital to ensure that these technologies benefit everyone. By harnessing the power of AI and advanced engineering, we can move towards a future where orthopedic care is personalized, proactive, and ultimately, more effective for every patient.

Let's embrace the future of "smart" implants and pave the way for a healthier, more pain-free future for all!

[rohitmarri]

LEARNING MUSIC PRODUCTION AT MUMBAI MUSIC INSTITUTE.

Mumbai Music Institute is located at the heart of the Music Industry. Learning Music Production at Mumbai is creatively designed keeping the evolving technology in mind, which help the students receive the best education required to prosper in the music industry

Students of MMI are frequently engaged with the top artists of the industry and learn all the tricks & bricks from the faculty itself who are professionals in the music industry with years of experience and unparalleled knowledge of the technical know-hows in the industry.

The exposed atmosphere of MMI can be of great benefit to the aspiring musician & especially for someone who is little confused with the future prospects. We give not only an excellent and unparalleled music degree but also a real time experience through our little initiatives like Workshops, Super Saturdays, MMI Connect, & rehearsals at MMI Stage Jam Room. Under MMI’s expert guidance we aim to groom our students and shape their creativity. We strive to create world class music professionals.

1. OVERVIEW OF MUMBAI MUSIC INDUSTRY

https://www.mumbaimusicinstitute.in/wp-content/uploads/2023/11/download-300x168.jpg.webp

The Mumbai Music Institute is a premier music school where you can learn to create and produce music.

World-Class Facilities

The Institute has state-of-the-art studios, equipment, and software used by professional musicians and producers around the globe. You’ll have access to MIDI keyboards, mixing consoles, reference monitors, and digital audio workstations with thousands of virtual instruments and loops to spark your creativity.

Hands On Learning

Classes are focused on practical skills and real-world experience. You’ll spend most of your time in the studio working on your own music projects with guidance from experienced instructors. Learn music production, sound design, mixing, and more through collaborative work on original songs, remixes, podcasts, and film scores.

Experinced Faculty

The faculty is comprised of seasoned music producers, composers, sound engineers, and DJs currently working in the industry. They’ll share their expertise and mentor you to find your unique sound and style.

Music Career Preparation

The Institute also provides resources to help you launch your music career. You can participate in internships, build your online presence, create an artist profile, and network with others in the Mumbai music scene. The school regularly hosts events featuring guest speakers, workshops, and performances to inspire your musical journey. With world-class facilities and a hands-on, career-focused curriculum, the Mumbai Music Institute has all the ingredients to turn your musical dreams into reality. Enroll today and start creating music that moves you.

2.MUSIC PRODUCTION ASSISTED WITH AI

In the dynamic realm of music production, the integration of artificial intelligence (AI) has become a revolutionary force, transforming the way musicians create and produce their art. In Mumbai music institutes are leveraging assistant AI technologies to enhance the educational experience and empower aspiring music producers. Mumbai’s music institutes, cognizant of the evolving industry landscape, have begun incorporating AI tools into their music production courses. These tools range from AI-driven composition software to virtual instruments and smart mixing/mastering assistants.

Vochlea Dubler 2: Your Voice, Your MIDI Controller

Unleash your creativity with Vochlea Dubler 2 – the revolutionary AI tool that transforms your voice into a real-time MIDI controller. Let your musical ideas flow. naturally as you sing, beatbox, hum, or whistle – turning your dreams into melodies.

AIVA: Instant AI-Generated Music Themes

Meet AIVA, your AI composition partner. Create captivating music themes for your projects at an unprecedented pace. Harness the power of AI-generated music to bring your visions to life like never before.

Musicfy: Redefine Your Vocals with AI

Introducing Musicfy – where your vocals meet AI magic. Craft your own AI model that captures your unique sound, and seamlessly blend it into your tracks. Also, experience the magic of isolating tracks in any song – vocals, drums, bass, and more.

3.WORLD-CLASS FACULTY DEDICATED TO YOUR SUCCESS

The faculty at the Mumbai Music Institute is dedicated to helping you achieve your musical dreams. Made up of award-winning sound engineers, performers, and producers, the teachers have decades of experience to share with students.

World-Class Instructors

The instructors at the Mumbai Music Institute are highly accomplished musicians in their own right. They have won prestigious awards, composed hit songs, produced platinum albums, and toured around the globe. With such an esteemed faculty, you’ll be learning from the masters in the Indian music industry. The instructors are also passionate educators devoted to student success. They go above and beyond to nurture raw talent, honing skills and building confidence. Lessons are tailored to student needs and learning styles, with instructors providing one-on-one guidance and mentorship.

Industry Connections

The faculty’s industry experience and connections open up opportunities for students. Instructors can recommend students for internships, gigs, and jobs. They also frequently invite music executives, producers, and other industry leaders to speak to students. These connections and networking opportunities give students a leg up when launching their careers.

Lifelong Learning

The instructors at Mumbai Music Institute are committed to continuous learning and improving their craft. They stay on the cutting edge of music education, incorporating the latest teaching techniques and technologies into the classroom. Students benefit from instructors’ constant pursuit of excellence by learning the most up-to-date skills and methods. With a world-class faculty dedicated to student success through industry experience, mentorship, and lifelong learning, the Mumbai Music Institute provides the knowledge and connections to make your musical dreams a reality. The instructors go above and beyond to help you achieve your full potential as an artist. At the Mumbai Music Institute, you’ll be learning from the best.

4.STATE-OF-THE-ART RECORDING STUDIOS AND FACILITIES

At the Mumbai Music Institute, you’ll have access to state-of-the-art recording studios and production facilities to help bring your musical creations to life.

World-Class Recording Studios

The Mumbai Music Institute has digital recording garage equipped with industry-standard gear like SSL and Neve mixing consoles, high-end microphones, and powerful DAWs (digital audio workstations) running Pro Tools. Whether you want to record vocals, guitars, drums or a full band, the studios have you covered. Skilled engineers are on hand to help capture polished recordings of your songs and guide you through the recording process.

Productions Suites

Once you’ve laid down tracks in the recording studio, head to one of the production suites to mix and master your songs. The production suites give you the tools to shape the sound of your recordings by balancing levels, adding effects like reverb or delay and optimizing the overall tonality and loudness of your mixes. You can then put the finishing touches on your songs by mastering them so they sound cohesive and are ready for release.

MIDI Labs

For composers and electronic music producers, the MIDI (Musical Instrument Digital Interface) labs are where the magic happens. Equipped with MIDI keyboards, drum pads, control surfaces and software like Ableton Live, the MIDI labs let you sequence music and develop your own unique sounds. Whether you want to score music for film and TV or produce the next big EDM hit, the MIDI labs provide an inspiring space to create.

Alumni Success Stories and Testimonials

The Mumbai Music Institute has been the launching pad for many notable musical careers over the years. Their alumni have gone on to achieve great success in the industry, which is a testament to the high-quality training and guidance provided at the institute.

What Our Students Say About Our Music Institute –

Conclusion

And there you have it, a roadmap to get started with learning music production. Now it’s time for you to take action and start creating. Don’t get overwhelmed by all the options and information out there. Focus on the fundamentals, set small and achievable goals, start with free resources, and learn by doing. You have everything you need to make music – your ears, your creativity, and access to powerful and affordable tools. The only thing holding you back is yourself. So go ahead, launch that DAW, watch a tutorial, twist some knobs, and start composing! You’ve got this. The music world is waiting to hear what you have to create. Make some noise!

[globallancers]

The Future of Finance: How Fintech Is Winning the Cybersecurity Race

In the cyber age, the financial world has been reshaped by fintech's relentless innovation. Mobile banking apps grant us access to our financial lives at our fingertips, and online investment platforms have revolutionised wealth management. Yet, beneath this veneer of convenience and accessibility lies an ominous spectre — the looming threat of cyberattacks on the financial sector. The number of cyberattacks is expected to increase by 50% in 2023. The global fintech market is expected to reach $324 billion by 2028, growing at a CAGR of 25.2% from 2023 to 2028. This growth of the fintech market makes it even more prone to cyber-attacks. To prevent this there are certain measures and innovations let's find out more about them

Cybersecurity Measures in Fintech

To mitigate the ever-present threat of cyberattacks, fintech companies employ a multifaceted approach to cybersecurity problems and solutions. Here are some key measures:

1. Encryption

Encrypting data at rest and in transit is fundamental to protecting sensitive information. Strong encryption algorithms ensure that even if a hacker gains access to data, it remains unreadable without the decryption keys.

2. Multi-Factor Authentication (MFA)

MFA adds an extra layer of security by requiring users to provide multiple forms of verification (e.g., passwords, fingerprints, or security tokens) before gaining access to their accounts.

3. Continuous Monitoring

Fintech companies employ advanced monitoring systems that constantly assess network traffic for suspicious activities. This allows for real-time threat detection and rapid response.

4. Penetration Testing

Regular penetration testing, performed by ethical hackers, helps identify vulnerabilities in systems and applications before malicious actors can exploit them.

5. Employee Training

Human error is a significant factor in cybersecurity breaches. Companies invest in cybersecurity training programs to educate employees about best practices and the risks associated with cyber threats.

6. Incident Response Plans

Having a well-defined incident response plan in place ensures that, in the event of a breach, the company can respond swiftly and effectively to mitigate the damage.

Emerging Technologies in Fintech Cybersecurity

As cyber threats continue to evolve, so do cybersecurity technologies in fintech. Here are some emerging technologies that are making a significant impact:

1. Artificial Intelligence (AI)

AI and machine learning algorithms are used to analyse vast amounts of data and identify patterns indicative of cyber threats. This allows for proactive threat detection and quicker response times.

2. Blockchain

Blockchain technology is employed to enhance the security and transparency of financial transactions. It ensures that transaction records are immutable and cannot be altered by malicious actors.

3. Biometrics

Fintech companies are increasingly adopting biometric authentication methods, such as facial recognition and fingerprint scanning, to provide a higher level of security than traditional passwords.

4. Quantum-Safe Encryption

With the advent of quantum computing, which poses a threat to current encryption methods, fintech companies are exploring quantum-safe encryption techniques to future-proof their security measures.

Conclusion

In the realm of fintech, where trust and security are paramount, the importance of cybersecurity cannot be overstated. Fintech companies must remain vigilant, employing a combination of advanced digital transformation solutions, employee training, and robust incident response plans to protect sensitive financial data from cyber threats. As the industry continues to evolve, staying one step ahead of cybercriminals will be an ongoing challenge, but one that fintech firms must embrace to ensure their continued success and the safety of their customers' financial well-being.