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Crafting an Effective Compliance Strategy with Risk-Specific Microlearning
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In today's dynamic and highly regulated business landscape, compliance has emerged as a non-negotiable aspect of organizational success. Compliance failures can lead to disastrous consequences, including hefty fines, legal liabilities, and severe damage to a company’s reputation. This is why organizations are continuously searching for ways to ensure their compliance programs are robust, effective, and aligned with the needs of their employees. One of the most efficient approaches to achieving this goal is through microlearning.
Microlearning offers a personalized, flexible, and effective way to deliver training that is focused on individual learners. When applied to compliance training, microlearning helps ensure that employees receive information that is relevant to their specific job roles and risk exposure. A well-structured microlearning program can empower organizations to proactively prevent compliance lapses and losses. It achieves this by targeting the right people with the right content, delivered at the right intervals.
The Power of Microlearning: Centered Around the Learner
Microlearning stands apart from traditional training methods by being highly personalized and learner-centric. Instead of bombarding employees with hours-long sessions filled with general information, microlearning breaks down complex concepts into short, digestible lessons. These lessons are tailored to suit the specific needs of individual learners, making the training more relevant and engaging.
This learner-centered approach is especially critical in compliance training, where the challenges and risks employees face vary significantly depending on their department, hierarchy, and job responsibilities. For example, the compliance concerns for a sales team will be different from those of an IT department or executive management. A one-size-fits-all training program often fails to address the unique risks faced by different groups within an organization, leading to disengagement and compliance failures.
By embracing microlearning, businesses can address this gap by designing training modules that cater to the specific needs of each group. Tailoring content based on experience levels, department functions, and hierarchy ensures that the training resonates with every employee. This personalized approach not only increases engagement but also ensures that learners can apply the knowledge in their daily operations, making compliance practices more ingrained in the company culture.
Tailoring Compliance Lessons to Hierarchy, Departments, and Experience Levels
The flexibility of microlearning makes it easy to customize training based on hierarchy, department, and experience level, which is crucial for compliance training. Employees at different levels within the organization interact with compliance rules in distinct ways. For instance, a senior executive's responsibility in compliance may involve strategic decision-making and overseeing policies, while a junior employee may need training focused on adhering to daily operational protocols.
A well-planned microlearning approach accounts for these variations and provides targeted lessons for each learner's unique needs. Here’s how compliance microlearning can be tailored to various segments within an organization:
Executives and Senior Management: Executives often need training focused on risk management, strategic compliance decisions, and the overall impact of regulatory issues on the business. Microlearning for this group might involve brief, data-driven lessons about industry regulations, case studies about compliance failures, and guidelines for fostering an ethical workplace culture. The training would focus on decision-making and leadership, empowering executives to lead by example and prioritize compliance as a strategic imperative.
Middle Management: Managers often serve as the link between frontline employees and senior executives, so their training should encompass both operational compliance and leadership. Microlearning for managers can focus on enforcing company policies, ensuring their teams comply with regulations, and addressing compliance violations promptly. Lessons might also emphasize communication skills, equipping managers to effectively communicate the importance of compliance to their teams.
Frontline Employees: Frontline employees are often the ones implementing day-to-day operations, making it crucial that they are well-versed in the specific compliance rules that govern their roles. For this group, microlearning modules should focus on practical, scenario-based lessons that demonstrate how to adhere to compliance standards in real-world situations. For instance, a lesson for a customer service representative may include data privacy compliance, while a lesson for an HR employee might emphasize anti-discrimination policies.
By tailoring compliance lessons according to each group’s responsibilities, microlearning ensures that every employee receives training that is directly relevant to their role. This not only increases the likelihood of engagement but also enhances the application of compliance principles in daily tasks.
The Importance of a Risk-Specific Training Agenda
One of the most critical aspects of compliance training is its ability to mitigate risks that are specific to the organization. A risk-specific training agenda focuses on delivering content that addresses the unique risks each employee or department is exposed to. This type of training targets compliance issues before they arise, making the organization more proactive in preventing lapses rather than reacting to them after they occur.
For example, employees in a financial services company may need in-depth training on anti-money laundering (AML) regulations, while employees in a healthcare organization may need a more focused curriculum on patient privacy and data protection. A risk-specific microlearning program allows businesses to cater training to these unique needs, ensuring that employees receive the right exposure to the right content.
Microlearning’s flexibility also allows organizations to deliver this training at the right intervals. Compliance is not static—it evolves with regulatory changes, industry developments, and emerging threats. Microlearning’s ability to provide short, focused bursts of information ensures that training can be updated and distributed as frequently as necessary, keeping employees informed about the latest compliance requirements.
Relevance and Applicability: Aligning Compliance Training with Job Roles
To make compliance training effective, it must be directly relevant to the employee’s job role. Training employees on irrelevant topics not only wastes time but also dilutes the focus on the compliance issues that truly matter for their role. Microlearning enables businesses to create highly relevant and applicable training by aligning content with the specific responsibilities of each learner.
For instance, a compliance lesson on workplace safety would be irrelevant to a marketing professional, but highly relevant to someone working in manufacturing or operations. Microlearning allows organizations to create role-specific lessons that address the real-world challenges employees face. This ensures that employees are equipped with the knowledge they need to confidently identify and manage compliance issues.
Additionally, microlearning’s modular approach allows for easy updates and scalability. As job roles evolve and compliance regulations change, microlearning content can be updated quickly, ensuring that training remains relevant and applicable over time. This adaptability is essential for industries that face frequent regulatory updates, such as finance, healthcare, and technology.
The Right People with the Right Content at the Right Time
The success of any compliance training program depends on its ability to reach the right people with the right content at the right time. Microlearning excels in this regard, offering a delivery method that is both efficient and effective. Instead of overwhelming employees with lengthy training sessions that cover a wide range of topics, microlearning delivers targeted content in a timely manner.
For compliance training, this means that employees receive information that is directly relevant to their job role and risk exposure, delivered at intervals that reinforce learning. Whether it’s a short lesson on a new regulatory requirement or a refresher course on company policies, microlearning ensures that employees are always up to date and ready to act in compliance with the latest standards.
Moreover, microlearning’s mobile-friendly design allows employees to access training anytime, anywhere. This flexibility is especially beneficial for organizations with distributed workforces or employees who work remotely. By making compliance training accessible and convenient, microlearning ensures that employees can engage with the content when it’s most convenient for them, leading to better retention and application of the material.
Conclusion: Strengthening Compliance with Microlearning
Compliance and ethics training are critical components of any organization’s success. By integrating microlearning into the overall compliance training initiative, businesses can create a more resilient, informed, and proactive workforce. Microlearning’s learner-centered approach, combined with its ability to deliver risk-specific, role-relevant content, ensures that compliance training reaches each employee in the most efficient and effective way possible.
With microlearning, organizations can prevent compliance lapses, reduce the risk of regulatory penalties, and foster a culture of accountability and ethical behavior. By delivering the right content to the right people at the right time, microlearning empowers employees across all levels to confidently manage compliance and ethics matters, helping the organization stay ahead in an increasingly complex regulatory environment.
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maxlearnllc · 19 days ago
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How to Use Adaptive Microlearning for Your Frontline Workforce - Maxlearn
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Elevate your frontline workforce with adaptive microlearning strategies. Discover efficient ways to train, empower, and succeed with MaxLearn today!
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chafahelps · 2 months ago
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Mastering the Role: Clinical Documentation Specialist Training
In this episode, we explore the essential training and skills needed to become a Clinical Documentation Specialist (CDS). Discover how proper training can enhance accuracy in clinical documentation, improve patient care, and ensure compliance with healthcare regulations. We’ll discuss the key components of CDS training, including coding practices, healthcare regulations, and communication skills that bridge the gap between clinical staff and coding professionals. Tune in to learn how CDS professionals can elevate healthcare documentation standards and contribute to a facility’s success.
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synergeticsai · 3 months ago
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AI compliance certification
Explore our AI compliance certification solutions to guarantee your AI technologies adhere to legal and ethical standards. Get certified and stay ahead in the industry.
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Transforming Safety and Compliance Training with Microlearning Innovations
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1. Focused Learning Modules: Microlearning segments address specific topics or tasks, making it easier for employees to understand and apply safety procedures or compliance rules. For example, instead of covering an entire safety manual in one session, microlearning can provide individual modules on topics like proper equipment usage or emergency protocols, enhancing comprehension and application.
2. Boosting Engagement: The interactive nature of microlearning helps keep employees engaged. Incorporating elements such as videos, quizzes, and scenario-based learning makes training more interactive and less monotonous. This increased engagement helps employees better absorb and retain critical safety and compliance information.
3. Just-in-Time Training: Microlearning enables employees to access training materials precisely when needed. For instance, if an employee encounters a new safety regulation or procedure, they can quickly access a relevant microlearning module for immediate guidance. This on-demand learning ensures that employees have the most up-to-date information at their fingertips.
4. Reinforcement and Refreshers: Continuous reinforcement is crucial for maintaining compliance and safety standards. Microlearning allows organizations to offer periodic refresher courses and updates on new regulations or procedures. This approach helps keep employees informed and reinforces key concepts without overwhelming them with lengthy training sessions.
Benefits of Microlearning for Safety and Compliance Training
Integrating microlearning into safety and compliance training provides several advantages:
1. Enhanced Retention: Microlearning’s concise format helps employees retain information better by focusing on key points and practical applications. Short, focused lessons are easier to remember and apply, improving overall compliance and safety outcomes.
2. Increased Flexibility: Microlearning offers the flexibility to access training content from any device, at any time. This flexibility is particularly useful for employees with varying schedules or remote workers, ensuring they can engage with training materials at their convenience.
3. Cost and Time Savings: By delivering training in smaller, manageable segments, microlearning reduces the need for lengthy classroom sessions and minimizes downtime. This efficiency translates into cost savings for organizations while maintaining effective training.
4. Up-to-Date Information: Microlearning platforms can quickly integrate updates and changes to training content. This adaptability ensures that employees are always learning the most current safety practices and compliance regulations, helping organizations stay compliant with evolving standards.
Conclusion
Microlearning represents a significant advancement in safety and compliance training, offering a more engaging and efficient approach to delivering crucial information. As discussed in the MaxLearn blog, integrating microlearning into training programs enhances content delivery, boosts employee engagement, and ensures that training remains relevant and accessible. By adopting microlearning strategies, organizations can improve the effectiveness of their safety and compliance training, ultimately supporting a safer and more compliant workplace.
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legalfirmindia · 7 months ago
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Data Protection: Legal Safeguards for Your Business
In today’s digital age, data is the lifeblood of most businesses. Customer information, financial records, and intellectual property – all this valuable data resides within your systems. However, with this digital wealth comes a significant responsibility: protecting it from unauthorized access, misuse, or loss. Data breaches can have devastating consequences, damaging your reputation, incurring…
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#affordable data protection insurance options for small businesses#AI-powered tools for data breach detection and prevention#Are there any data protection exemptions for specific industries#Are there any government grants available to help businesses with data security compliance?#benefits of outsourcing data security compliance for startups#Can I be fined for non-compliance with data protection regulations#Can I outsource data security compliance tasks for my business#Can I use a cloud-based service for storing customer data securely#CCPA compliance for businesses offering loyalty programs with rewards#CCPA compliance for California businesses#cloud storage solutions with strong data residency guarantees#consumer data consent management for businesses#cost comparison of data encryption solutions for businesses#customer data consent management platform for e-commerce businesses#data anonymization techniques for businesses#data anonymization techniques for customer purchase history data#data breach compliance for businesses#data breach notification requirements for businesses#data encryption solutions for businesses#data protection impact assessment (DPIA) for businesses#data protection insurance for businesses#data residency requirements for businesses#data security best practices for businesses#Do I need a data privacy lawyer for my business#Do I need to train employees on data privacy practices#Does my California business need to comply with CCPA regulations#employee data privacy training for businesses#free data breach compliance checklist for small businesses#GDPR compliance for businesses processing employee data from the EU#GDPR compliance for international businesses
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spiritsofts · 1 year ago
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mariacallous · 3 months ago
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Less than three months after Apple quietly debuted a tool for publishers to opt out of its AI training, a number of prominent news outlets and social platforms have taken the company up on it.
WIRED can confirm that Facebook, Instagram, Craigslist, Tumblr, The New York Times, The Financial Times, The Atlantic, Vox Media, the USA Today network, and WIRED’s parent company, Condé Nast, are among the many organizations opting to exclude their data from Apple’s AI training. The cold reception reflects a significant shift in both the perception and use of the robotic crawlers that have trawled the web for decades. Now that these bots play a key role in collecting AI training data, they’ve become a conflict zone over intellectual property and the future of the web.
This new tool, Applebot-Extended, is an extension to Apple’s web-crawling bot that specifically lets website owners tell Apple not to use their data for AI training. (Apple calls this “controlling data usage” in a blog post explaining how it works.) The original Applebot, announced in 2015, initially crawled the internet to power Apple’s search products like Siri and Spotlight. Recently, though, Applebot’s purpose has expanded: The data it collects can also be used to train the foundational models Apple created for its AI efforts.
Applebot-Extended is a way to respect publishers' rights, says Apple spokesperson Nadine Haija. It doesn’t actually stop the original Applebot from crawling the website—which would then impact how that website’s content appeared in Apple search products—but instead prevents that data from being used to train Apple's large language models and other generative AI projects. It is, in essence, a bot to customize how another bot works.
Publishers can block Applebot-Extended by updating a text file on their websites known as the Robots Exclusion Protocol, or robots.txt. This file has governed how bots go about scraping the web for decades—and like the bots themselves, it is now at the center of a larger fight over how AI gets trained. Many publishers have already updated their robots.txt files to block AI bots from OpenAI, Anthropic, and other major AI players.
Robots.txt allows website owners to block or permit bots on a case-by-case basis. While there’s no legal obligation for bots to adhere to what the text file says, compliance is a long-standing norm. (A norm that is sometimes ignored: Earlier this year, a WIRED investigation revealed that the AI startup Perplexity was ignoring robots.txt and surreptitiously scraping websites.)
Applebot-Extended is so new that relatively few websites block it yet. Ontario, Canada–based AI-detection startup Originality AI analyzed a sampling of 1,000 high-traffic websites last week and found that approximately 7 percent—predominantly news and media outlets—were blocking Applebot-Extended. This week, the AI agent watchdog service Dark Visitors ran its own analysis of another sampling of 1,000 high-traffic websites, finding that approximately 6 percent had the bot blocked. Taken together, these efforts suggest that the vast majority of website owners either don’t object to Apple’s AI training practices are simply unaware of the option to block Applebot-Extended.
In a separate analysis conducted this week, data journalist Ben Welsh found that just over a quarter of the news websites he surveyed (294 of 1,167 primarily English-language, US-based publications) are blocking Applebot-Extended. In comparison, Welsh found that 53 percent of the news websites in his sample block OpenAI’s bot. Google introduced its own AI-specific bot, Google-Extended, last September; it’s blocked by nearly 43 percent of those sites, a sign that Applebot-Extended may still be under the radar. As Welsh tells WIRED, though, the number has been “gradually moving” upward since he started looking.
Welsh has an ongoing project monitoring how news outlets approach major AI agents. “A bit of a divide has emerged among news publishers about whether or not they want to block these bots,” he says. “I don't have the answer to why every news organization made its decision. Obviously, we can read about many of them making licensing deals, where they're being paid in exchange for letting the bots in—maybe that's a factor.”
Last year, The New York Times reported that Apple was attempting to strike AI deals with publishers. Since then, competitors like OpenAI and Perplexity have announced partnerships with a variety of news outlets, social platforms, and other popular websites. “A lot of the largest publishers in the world are clearly taking a strategic approach,” says Originality AI founder Jon Gillham. “I think in some cases, there's a business strategy involved—like, withholding the data until a partnership agreement is in place.”
There is some evidence supporting Gillham’s theory. For example, Condé Nast websites used to block OpenAI’s web crawlers. After the company announced a partnership with OpenAI last week, it unblocked the company’s bots. (Condé Nast declined to comment on the record for this story.) Meanwhile, Buzzfeed spokesperson Juliana Clifton told WIRED that the company, which currently blocks Applebot-Extended, puts every AI web-crawling bot it can identify on its block list unless its owner has entered into a partnership—typically paid—with the company, which also owns the Huffington Post.
Because robots.txt needs to be edited manually, and there are so many new AI agents debuting, it can be difficult to keep an up-to-date block list. “People just don’t know what to block,” says Dark Visitors founder Gavin King. Dark Visitors offers a freemium service that automatically updates a client site’s robots.txt, and King says publishers make up a big portion of his clients because of copyright concerns.
Robots.txt might seem like the arcane territory of webmasters—but given its outsize importance to digital publishers in the AI age, it is now the domain of media executives. WIRED has learned that two CEOs from major media companies directly decide which bots to block.
Some outlets have explicitly noted that they block AI scraping tools because they do not currently have partnerships with their owners. “We’re blocking Applebot-Extended across all of Vox Media’s properties, as we have done with many other AI scraping tools when we don’t have a commercial agreement with the other party,” says Lauren Starke, Vox Media’s senior vice president of communications. “We believe in protecting the value of our published work.”
Others will only describe their reasoning in vague—but blunt!—terms. “The team determined, at this point in time, there was no value in allowing Applebot-Extended access to our content,” says Gannett chief communications officer Lark-Marie Antón.
Meanwhile, The New York Times, which is suing OpenAI over copyright infringement, is critical of the opt-out nature of Applebot-Extended and its ilk. “As the law and The Times' own terms of service make clear, scraping or using our content for commercial purposes is prohibited without our prior written permission,” says NYT director of external communications Charlie Stadtlander, noting that the Times will keep adding unauthorized bots to its block list as it finds them. “Importantly, copyright law still applies whether or not technical blocking measures are in place. Theft of copyrighted material is not something content owners need to opt out of.”
It’s unclear whether Apple is any closer to closing deals with publishers. If or when it does, though, the consequences of any data licensing or sharing arrangements may be visible in robots.txt files even before they are publicly announced.
“I find it fascinating that one of the most consequential technologies of our era is being developed, and the battle for its training data is playing out on this really obscure text file, in public for us all to see,” says Gillham.
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teresiel · 9 months ago
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hey, saw you were looking for possible effective templates for reporting the bs from last night, so this is what I ended up sending in, in case it's at all helpful. I personally think it's terrible for more reasons than listed here, but I was trying to keep it to things that were directly actionable and most likely a violation of their previous agreement (I also included relevant screenshots)
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I imagine you may be getting more than a few of these in the near future, but despite the previous decision made by your office regarding gender identity discrimination in moderation on Tumblr their CEO has spent a large portion of his night actively ranting about a trans woman that was banned, which seems immediately discriminatory considering this is not normal process for banned accounts on Tumblr (which he even acknowledged, saying company policy in these matters is normally to stay quiet). Furthermore I am concerned about his admission that as of last year, Tumblr did indeed have a transphobic moderator contracted who was also "selling moderation". Despite his claim of having spoken about this before, I had never heard or seen this anywhere on the site (nor had anyone else). Additionally, Matt gave no exact information on the date, but it seems to me that there is every chance this happened after the 180 days given to Tumblr for compliance, and I'm certainly confused as to how it happened if they had actually taken the measures in training and oversight that was asked of them. Beyond that, at least one former employee has noted that trans members of staff may be unfairly targeted for firing, and do not feel safe voicing concerns about transphobia and other possible discriminatory practices. Given that the CEOs behavior this evening involved banning other accounts critical of his decision and going so far as to private message individual users on the platform, I at minimum do not feel comfortable raising any discriminatory issue with Tumblr or Automattic staff given the possible repercussions, and his recent public statements regarding race and gender only suggest this issue will continue to worsen without intervention.
I thank you for your time in reading and hope that someone, possibly, can protect marginalized Tumblr users, because the one clear statement their CEO has made tonight is that he has no plans to, and I would argue he's actually made it less so.
Thank you! This is a great resource for anyone who was feeling like they wanted to contribute a complaint but was unsure what template might work!
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usafphantom2 · 10 months ago
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Stray flashlight sucked by F-35 engine caused $4 million in damage
Fernando Valduga By Fernando Valduga 01/19/2024 - 20:18in Incidents, Military
The F-35's ALIS system should soon be replaced by a new cloud-based platform.
A portable flashlight left inside the engine inlet of a USAF F-35 fighter was sucked into the engine during a maintenance operation at Luke Air Base, Arizona, in March 2023, causing almost $4 million in damage, according to a new accident investigation report.
The investigation, released on January 18, blamed the maintainer for not following the joint and U.S. Air Force guidelines as the main cause of the accident, which damaged the $14 million engine enough so that it could not be repaired locally.
However, the researchers also cited problems with the Autonomous Logistics Information System (ALIS) of the F-35 as a factor that contributed substantially. ALIS is intended to integrate operations, maintenance, forecasts, supply chain, customer support services, training and technical data, but the system has struggled with the lack of real-time connectivity, clumsy interfaces and much more.
As a result, the report states, “the substantial number of checklists and the difficulty in accessing the corrections cause complacency when users consult the necessary maintenance procedures”.
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The accident in question occurred on March 15, when a three-person maintenance team was completing a Time Compliance Technical Directive on the F-35 to “install a measurement buffer on the engine fuel line and perform a leak check on the new measurement buffer while the engine was running,” according to the report.
After the plug was installed, a maintainer conducted a tool inventory check, before another maintainer performed a "Before maintenance operations" inspection of the engine. For this, the maintainer used a flashlight to inspect the engine inlet and left it on the edge of the entrance.
The maintainer who performed the engine inspection then operated the engine for five minutes to check for fuel leaks. During this time, the cabin showed no indication of damage from foreign objects to the engine, but when the engine was turned off, the team reported hearing abnormal noises. The maintainer who conducted the engine operation performed another inspection and identified the damage, while the maintainer who completed the first check of the tool inventory performed another and noticed the lack of a flashlight.
Finally, the engine suffered damage to the second stage rotor, the third stage rotor, the fifth stage rotor, the sixth stage rotor, the fuel nozzle, the bypass duct, the high pressure compressor (HPC), the high pressure turbine (HPT) and the variable fan input vane, valued at US$ 3,933,106.
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Investigators found that the maintainer who conducted the inspection before the engine ran did not follow the Joint Technical Data warnings to remove all loose items before entering the aircraft entrance and to ensure that all engine inlets and exhausts were free of foreign and loose objects. The aviator also did not follow the instructions of the Air Force Department to "perform a visual inventory" of the toolkit after completing each task.
Finally, the report also concluded that the local practice of the 62ª Aircraft Maintenance Unit did not fully follow the instructions of the DAF, which require the individual who signed the toolkit to perform visual checks of the inventory. Instead, the practice of the unit was to make the individual who performed the operation of the engine conduct the inventory check. As a result, the two aviators involved in the accident thought that the flashlight had been found.
The ALIS factor in the accident marks another problem for the problematic F-35 support venture. The program has been affected by high costs and technical problems, and lawmakers have expressed frustration with ALIS before. The Joint Office of the Program is in the process of moving to a new "Integrated Operational Data Network", but the authorities have described it as a gradual effort - it has already been under construction for four years.
Source: Air & Space Forces Magazine
Tags: ALISMilitary AviationF-35 Lightning IIIncidentsUSAF - United States Air Force / U.S. Air Force
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Fernando Valduga
Fernando Valduga
Aviation photographer and pilot since 1992, he has participated in several events and air operations, such as Cruzex, AirVenture, Dayton Airshow and FIDAE. He has works published in specialized aviation magazines in Brazil and abroad. He uses Canon equipment during his photographic work in the world of aviation.
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Building a Resilient Organization: The Role of Microlearning in Compliance and Ethics Training
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In today’s highly regulated business environment, ensuring compliance and ethical behavior across all levels of an organization has become a critical priority. However, maintaining compliance and upholding ethical standards is no longer just the responsibility of the compliance team or senior management. Instead, it requires a company-wide effort where every employee, from frontline workers to executives, is well-equipped to identify, report, and manage compliance and ethics issues confidently.
Integrating microlearning into the overall training initiative is a strategic approach to achieving this goal. Microlearning is a modern learning methodology that delivers information in small, bite-sized chunks, making it easier for learners to absorb, retain, and apply essential knowledge. When applied to compliance and ethics training, microlearning becomes a powerful tool that enables organizations to build resilience by ensuring that their workforce is not only aware of the rules but also empowered to act responsibly when faced with challenging situations.
Why Microlearning is a Game-Changer for Compliance and Ethics Training
Compliance and ethics issues are often complex and multifaceted, involving legal regulations, corporate policies, and moral dilemmas. Traditional training methods, which often consist of lengthy courses and dense materials, can overwhelm employees and fail to engage them in meaningful ways. This is where microlearning offers a fresh perspective.
By breaking down complicated compliance and ethics topics into manageable segments, microlearning allows employees to focus on one issue at a time. It encourages regular engagement and reinforces knowledge over time, ensuring that key principles are remembered and applied in the workplace. Here’s why microlearning is particularly effective in building an organization that is resilient in compliance and ethics:
1. Targeted Training for Specific Roles and Responsibilities
One of the biggest challenges with traditional compliance training is the one-size-fits-all approach. Different employees, depending on their roles and responsibilities, face different compliance and ethics challenges. What may be critical information for a member of the HR team may not be as relevant for someone in IT or sales. Traditional compliance training often overlooks these nuances, leading to disengaged employees who may feel that the training is irrelevant to their specific job functions.
Microlearning, however, can be tailored to suit the needs of different departments and roles. This ensures that each employee receives training that is highly relevant to their specific compliance and ethics challenges. For instance, a microlearning module on data privacy may be more detailed for the IT department, while a module on harassment prevention may be tailored for managers and HR professionals. This targeted approach leads to better engagement and retention of knowledge.
2. Ongoing Learning and Reinforcement
One of the key benefits of microlearning is its ability to deliver training in small, spaced-out sessions over time. This concept, known as spaced repetition, is particularly useful for compliance and ethics training because it reinforces key principles and helps employees retain the information more effectively.
Rather than overwhelming employees with a one-time, lengthy compliance course, microlearning allows organizations to distribute the content over several weeks or months. Each session reinforces the previous lessons, helping employees build a strong foundation of knowledge that stays with them in the long term. For compliance and ethics training, this ongoing reinforcement is crucial. Regularly reminding employees of the company’s ethical standards and compliance protocols helps ensure that they remain top of mind and are consistently applied in day-to-day operations.
3. Real-World Application through Scenario-Based Learning
Microlearning is not just about delivering facts; it’s also about ensuring that learners can apply what they’ve learned in real-world scenarios. Compliance and ethics training often involves navigating complex situations, and microlearning can incorporate interactive, scenario-based lessons to help employees practice handling these challenges.
For example, a microlearning module on workplace ethics might present employees with a scenario where they witness unethical behavior, such as a colleague falsifying documents. The learner would then be guided through the decision-making process, learning how to identify the problem, report the issue, and take appropriate action. By simulating real-life situations, microlearning helps employees develop the critical thinking and problem-solving skills needed to confidently handle compliance and ethics issues when they arise in the workplace.
4. Empowerment through Confidence
One of the most significant outcomes of a well-designed compliance and ethics training program is employee confidence. Microlearning empowers learners by giving them the tools they need to identify, report, and manage compliance and ethics matters. This empowerment comes from not just knowing the rules but also understanding the importance of ethical behavior and how to apply it in various situations.
Through regular, bite-sized lessons, employees gain the confidence to act decisively when they encounter compliance and ethics issues. For instance, if an employee notices a violation of the company’s code of conduct, they are more likely to report it because they understand the process and know that they have the support of the organization. This proactive approach reduces the risk of compliance breaches and fosters a culture of accountability and integrity within the company.
5. Compliance and Ethics Resilience Across the Organization
Building a resilient organization means that compliance and ethical behavior are ingrained into the company culture at all levels. Microlearning plays a vital role in creating this culture by ensuring that compliance training is not just a one-off event but an ongoing, integral part of employee development. As employees regularly engage with compliance and ethics content, they become more attuned to the expectations and standards of the organization.
Moreover, microlearning allows for quick updates and adaptations to training content, which is crucial in industries where regulations and legal requirements are constantly evolving. For instance, if new data protection laws are introduced, a microlearning platform can easily push out updated modules to all employees, ensuring that they are up to date with the latest requirements. This adaptability helps organizations stay ahead of compliance risks and ensures that employees are always operating with current knowledge.
The Role of Executives and Top Management
While microlearning plays a critical role in training the broader workforce, it is equally essential for executives and top management to engage with compliance and ethics training. After all, leadership sets the tone for the entire organization. When top management is fully aligned with compliance and ethics standards, it sends a clear message to the rest of the company that these issues are taken seriously.
Microlearning can also be tailored for executives and management teams, providing them with insights into compliance risks specific to their roles and responsibilities. This helps ensure that leaders are equipped to make informed decisions and to model ethical behavior for the rest of the organization. When management demonstrates a commitment to compliance and ethics, employees are more likely to follow suit.
Furthermore, by incorporating microlearning into the training initiatives for executives, companies can streamline the process of keeping top management informed about rapidly changing legal, regulatory, and HR rules. This allows them to focus on strategic business initiatives without worrying about compliance blind spots.
The Benefits of a Microlearning-Driven Compliance and Ethics Strategy
Integrating microlearning into your compliance and ethics training strategy offers numerous benefits:
Higher Engagement: Bite-sized, relevant training content keeps employees engaged and interested in learning.
Better Retention: Spaced repetition ensures that critical compliance and ethics principles are reinforced over time.
Tailored Learning: Customizing microlearning content to specific roles and departments ensures that training is relevant and applicable.
Improved Confidence: Employees are empowered to handle compliance and ethics issues confidently, reducing the risk of violations.
Adaptability: Microlearning platforms can quickly update content to reflect new legal and regulatory changes, ensuring that the organization stays compliant.
Conclusion: A Resilient Organization Starts with Microlearning
Incorporating microlearning into your overall training initiative is a powerful step toward building a resilient organization that excels in compliance and ethics. By providing employees with targeted, engaging, and ongoing training, microlearning equips them with the competencies needed to navigate compliance challenges and uphold ethical standards. This approach not only mitigates risks but also fosters a culture of integrity and accountability that permeates every level of the organization—from frontline workers to top executives.
With microlearning, businesses can ensure that their workforce is prepared to confidently identify, report, and manage compliance and ethics issues, paving the way for a stronger, more resilient future.
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govindhtech · 14 days ago
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Aible And Google Cloud: Gen AI Models Sets Business Security
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Enterprise controls and generative AI for business users in real time.
Aible
With solutions for customer acquisition, churn avoidance, demand prediction, preventive maintenance, and more, Aible is a pioneer in producing business impact from AI in less than 30 days. Teams can use AI to extract company value from raw enterprise data. Previously using BigQuery’s serverless architecture to save analytics costs, Aible is now working with Google Cloud to provide users the confidence and security to create, train, and implement generative AI models on their own data.
The following important factors have surfaced as market awareness of generative AI’s potential grows:
Enabling enterprise-grade control
Businesses want to utilize their corporate data to allow new AI experiences, but they also want to make sure they have control over their data to prevent unintentional usage of it to train AI models.
Reducing and preventing hallucinations
The possibility that models may produce illogical or non-factual information is another particular danger associated with general artificial intelligence.
Empowering business users
Enabling and empowering business people to utilize gen AI models with the least amount of hassle is one of the most beneficial use cases, even if gen AI supports many enterprise use cases.
Scaling use cases for gen AI
Businesses need a method for gathering and implementing their most promising use cases at scale, as well as for establishing standardized best practices and controls.
Regarding data privacy, policy, and regulatory compliance, the majority of enterprises have a low risk tolerance. However, given its potential to drive change, they do not see postponing the deployment of Gen AI as a feasible solution to market and competitive challenges. As a consequence, Aible sought an AI strategy that would protect client data while enabling a broad range of corporate users to swiftly adapt to a fast changing environment.
In order to provide clients complete control over how their data is used and accessed while creating, training, or optimizing AI models, Aible chose to utilize Vertex AI, Google Cloud’s AI platform.
Enabling enterprise-grade controls 
Because of Google Cloud’s design methodology, users don’t need to take any more steps to ensure that their data is safe from day one. Google Cloud tenant projects immediately benefit from security and privacy thanks to Google AI products and services. For example, protected customer data in Cloud Storage may be accessed and used by Vertex AI Agent Builder, Enterprise Search, and Conversation AI. Customer-managed encryption keys (CMEK) can be used to further safeguard this data.
With Aible‘s Infrastructure as Code methodology, you can quickly incorporate all of Google Cloud’s advantages into your own applications. Whether you choose open models like LLama or Gemma, third-party models like Anthropic and Cohere, or Google gen AI models like Gemini, the whole experience is fully protected in the Vertex AI Model Garden.
In order to create a system that may activate third-party gen AI models without disclosing private data outside of Google Cloud, Aible additionally collaborated with its client advisory council, which consists of Fortune 100 organizations. Aible merely transmits high-level statistics on clusters which may be hidden if necessary instead of raw data to an external model. For instance, rather of transmitting raw sales data, it may communicate counts and averages depending on product or area.
This makes use of k-anonymity, a privacy approach that protects data privacy by never disclosing information about groups of people smaller than k. You may alter the default value of k; the more private the information transmission, the higher the k value. Aible makes the data transmission even more secure by changing the names of variables like “Country” to “Variable A” and values like “Italy” to “Value X” when masking is used.
Mitigating hallucination risk
It’s crucial to use grounding, retrieval augmented generation (RAG), and other strategies to lessen and lower the likelihood of hallucinations while employing gen AI. Aible, a partner of Built with Google Cloud AI, offers automated analysis to support human-in-the-loop review procedures, giving human specialists the right tools that can outperform manual labor.
Using its auto-generated Information Model (IM), an explainable AI that verifies facts based on the context contained in your structured corporate data at scale and double checks gen AI replies to avoid making incorrect conclusions, is one of the main ways Aible helps eliminate hallucinations.
Hallucinations are addressed in two ways by Aible’s Information Model:
It has been shown that the IM helps lessen hallucinations by grounding gen AI models on a relevant subset of data.
To verify each fact, Aible parses through the outputs of Gen AI and compares them to millions of responses that the Information Model already knows.
This is comparable to Google Cloud’s Vertex AI grounding features, which let you link models to dependable information sources, like as your company’s papers or the Internet, to base replies in certain data sources. A fact that has been automatically verified is shown in blue with the words “If it’s blue, it’s true.” Additionally, you may examine a matching chart created only by the Information Model and verify a certain pattern or variable.
The graphic below illustrates how Aible and Google Cloud collaborate to provide an end-to-end serverless environment that prioritizes artificial intelligence. Aible can analyze datasets of any size since it leverages BigQuery to efficiently analyze and conduct serverless queries across millions of variable combinations. One Fortune 500 client of Aible and Google Cloud, for instance, was able to automatically analyze over 75 datasets, which included 150 million questions and answers with 100 million rows of data. That assessment only cost $80 in total.
Aible may also access Model Garden, which contains Gemini and other top open-source and third-party models, by using Vertex AI. This implies that Aible may use AI models that are not Google-generated while yet enjoying the advantages of extra security measures like masking and k-anonymity.
All of your feedback, reinforcement learning, and Low-Rank Adaptation (LoRA) data are safely stored in your Google Cloud project and are never accessed by Aible.
Read more on Govindhtech.com
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justinssportscorner · 9 months ago
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Alyssa Tirrell at MMFA:
In late December, USA Boxing released a new set of guidelines for the inclusion of trans competitors, and right-wing media responded by criticizing the regulations, relying on anti-trans tropes and misinformation in their coverage. GOP members of Congress have since introduced twin legislation that promises to ban all trans competitors from the Olympic and amateur levels in any sport, citing the new regulations as a motivating concern and repeating the anti-trans framing popularized by right-wing media's backlash.  
While the USA Boxing guidelines are a departure from a trend of sports organizations banning trans participation, the requirements are considered stringent. Athletes under the age of 18 must compete “as their birth gender,” and adult competitors are required to obtain genital surgery and regular hormone testing, both in the four years preceding competition and throughout any competitive period. Nevertheless, right-wing media are attacking the rules, which USA Boxing says build on the consensus of several medical groups and international athletic federations.  On January 3, Fox News' America's Newsroom co-host Dana Perino referred to the eligibility requirements for trans female boxers as “nonsense.” Hosts and guests repeatedly referred to trans women as “men” or “guys,” and co-host Bill Hemmer quoted former NCAA swimmer Riley Gaines' claim that “it will take a woman getting killed before these misogynistic fools wake up.”   Fox’s Outnumbered also said a woman could die because of the new rules, arguing that the regulations would lead to “one-punch killings.” Co-host Harris Faulkner cited Gaines' campaign against the inclusion of trans swimmers, misgendering Gaines' former competitor Lia Thomas in the process and expanding the panel's criticism to trans inclusion in noncontact athletic competitions as well. 
Despite such concerns over safety, coverage disregarded USA Boxing's medical citations, which include the recommendations of Boston Children’s Hospital Sports Medicine and Harvard Medical School Teaching Hospital. Instead, for instance, The Ingraham Angle platformed the perspective of UFC fighter Colby Covington, who argued that “it doesn't matter what their hormone levels or pronouns are,” because “when they dig up their bones in 200 years, their bones won't leave pronouns.” (Actually, archeologists are capable of imputing that a skeleton may have belonged to a transgender person after more than 200 years.) [...] USA Boxing responded to backlash by restating that it is in compliance with federal law. The following day, U.S. Rep. Greg Steube (R-FL) and Sen. Tommy Tuberville (R-AL) introduced twin legislation in both the House and the Senate that would “prohibit any governing body recognized by the U.S. Olympic Committee (USOC) from allowing men to participate in any athletic event intended for females.” 
A joint press release cited the USA Boxing guidelines and repeated right-wing media's anti-trans framing. Tuberville's statement claimed that “men should not be competing in women’s sports at any level—and especially not in a sport like boxing. Whether in little league or the Olympics, it’s unsafe, it’s unfair, and it’s just plain wrong. This bill will ensure that the Olympics are fair to American women who train their whole lives to represent our country on the world stage.”   The press release also cited the support of a number of anti-trans organizations, including the Alliance Defending Freedom, the Independent Women's Forum, and the Independent Council on Women’s Sports and quoted several anti-trans figures, including American Principles Project President Terry Schilling and — yet again — Riley Gaines. 
Right-wing media pundits, led by anti-trans grifter Riley Gaines, is leading the backlash against USA Boxing's trans-inclusive policy.
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Revolutionizing Staff Compliance Training with Adaptive Learning and Microlearning Solutions
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Effective staff compliance training is pivotal for ensuring that employees adhere to regulations and organizational policies. Traditional training methods often fall short in delivering personalized and engaging learning experiences. The MaxLearn blog highlights how adaptive learning technologies offer a solution by tailoring training to individual needs. When combined with microlearning platforms, these technologies can transform compliance training, making it more efficient and impactful.
The Advantages of Adaptive Learning in Compliance Training
Adaptive learning systems use data analytics to customize training content based on an employee's performance, learning style, and needs. This approach ensures that each employee receives targeted training that addresses their specific compliance requirements. For example, if an employee struggles with understanding data privacy regulations, the adaptive system can provide additional resources and focused exercises on that topic. This level of personalization helps bridge knowledge gaps and enhances overall training effectiveness.
Enhancing Adaptive Learning with Microlearning Platforms
Microlearning, which delivers content in short, digestible modules, complements adaptive learning by providing focused training on specific topics. Here’s how microlearning platforms can enhance staff compliance training:
1. Precision in Content Delivery: Microlearning modules focus on narrow topics within the broader compliance landscape. Adaptive learning systems can use performance data to identify which microlearning modules an employee needs. For instance, if an employee’s performance data shows a need for deeper understanding of anti-harassment policies, the system can recommend relevant microlearning modules that provide targeted insights and practical scenarios.
2. Boosting Engagement and Motivation: The brief, concentrated nature of microlearning helps keep employees engaged by preventing information overload. Adaptive learning further supports engagement by dynamically adjusting the content based on real-time performance. This ensures that the training remains relevant and interesting, increasing the likelihood of active participation and completion.
3. Flexibility and Convenience: Microlearning platforms allow employees to access training materials at their convenience, making it easier to fit compliance training into their busy schedules. When integrated with adaptive learning, this flexibility is enhanced by personalized recommendations and training modules that align with the employee’s specific needs and progress. This ensures that employees can complete their training efficiently, regardless of their location or time constraints.
4. Immediate Feedback and Continuous Improvement: Many microlearning platforms include interactive elements, such as quizzes and simulations, that provide immediate feedback. In an adaptive learning environment, this feedback helps refine the training path by identifying areas where employees need further support. Continuous assessment and adjustment ensure that training remains effective and responsive to evolving compliance needs.
Impact on Compliance Training Effectiveness
Combining adaptive learning with microlearning platforms offers several key benefits for staff compliance training:
1. Customized Learning Experience: The integration of adaptive learning and microlearning creates a highly personalized training experience. Employees receive targeted content that is relevant to their individual roles and learning needs, leading to improved understanding and application of compliance regulations.
2. Enhanced Knowledge Retention: Microlearning’s concise format, combined with the adaptive learning system’s personalized approach, enhances knowledge retention. Employees can easily absorb and apply compliance information, which helps ensure they adhere to policies and regulations.
3. Cost and Time Efficiency: Adaptive learning systems optimize training by focusing resources where they are most needed. Microlearning contributes to this efficiency by delivering relevant content in short, focused segments, reducing the time and cost associated with traditional training methods. This streamlined approach ensures that training is both cost-effective and impactful.
4. Support for Ongoing Compliance: The flexibility of microlearning, combined with the adaptive learning system’s ability to update content based on new regulations or changes in company policies, supports continuous compliance training. Employees can access up-to-date information and refresher courses as needed, ensuring they stay current with regulatory requirements.
Conclusion The integration of adaptive learning and microlearning technologies represents a significant advancement in staff compliance training. By providing personalized, engaging, and flexible training experiences, these technologies enhance the effectiveness and efficiency of compliance programs. As outlined in the MaxLearn blog, this approach not only improves training outcomes but also supports ongoing compliance and organizational success. For organizations looking to optimize their compliance training strategies, adopting adaptive learning and microlearning platforms is a strategic investment that delivers lasting benefits.
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ninjadeathblade · 1 year ago
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Compliance (a Bad Batch fic): Chapter 1
Summary: This series of chapters is going to be about how Wrecker got his scar. Totally based off of a brief line in @just-here-with-my-thoughts' Test Subject series.
Warnings: Crosshair having bad mental health, Kaminoans (need I say more?), Wrecker being injured
Word count: 816
Next
Author notes: Thanks to @just-here-with-my-thoughts for being my proofreader. This is probably bad I apologise. Maybe a couple spelling mistakes in here. Gonna try and write more chapters but I'll post the first few up and link them to each other. Enjoy!
Crosshair's first instinct was to shield his eyes from the explosion. He brought up his spare arm to block his eyes from the explosion as it went off. But his blood ran cold at the scream of pain from Wrecker. Crosshair, after waiting only a couple of seconds, threw the smouldering rifle away from him.
He had to help his brother.
Crosshair's vision filled with patches of darkness from where the full light of the explosion hadn't been completely blocked by his arm. Tech and Hunter's shouts of his and Wrecker's names rang loudly in his head as they rushed towards the two of them. Hunter immediately wrapped an arm around Wrecker's shoulders, guiding him out of the training room towards the medbay.
"Crosshair? Are you alright?" Tech's words snapped Crosshair's attention over to him. Tech's eyes brimmed with concern under his amber goggles, the discarded sniper rifle reflected in their glass. Crosshair swallowed down his guilt and anxiety as he ripped off his helmet. They'd only recently been sent out on missions and the fact that his mistake had caused his brother pain…
"I'm fine," Crosshair seethed, discarding his helmet. It let out a resounding 'thunk' as it hit the metal floor, droids shutting off around him as the Kaminoans ended the training exercise. Crosshair glared at the longnecks from their viewing platform, wishing that the explosion had gone off next to them instead.
"Crosshair, the barrel exploding was not your fault." Tech's tone was level but laced with apprehension as he slowly rested a hand on Crosshair's shoulder.
But it was.
It was my fault.
If I'd cleaned the rifle properly then it wouldn't have jammed.
The barrel wouldn't have exploded while I was resting it against Wrecker's shoulder.
And now he might get decommissioned.
And it'll be
All.
My.
Fault.
"I'm going back to the barracks," Crosshair growled, trying to mask his pain with his rough tone. He couldn't let on to his weakness. He had to be there for his brothers, even if it meant compromising his own happiness. Crosshair went to the Batch's barracks as quickly as possible, flicking off the lights as they tried to automatically turn on at the brightest setting. Tech had mentioned rewiring the lights so they weren't as bright as everywhere else in Tipoca City. Crosshair paced back and forth in the room a few times, kicking away anything that got in his path, before defeatedly slumping down onto his bunk.
He'll be decommissioned.
We'll lose our brother.
They might decommission the rest of us as well.
It's my fault.
My fault.
I should be decommissioned.
Crosshair's gaze flickered over to the blasters he'd been supplied with.
"Got to clean them better," Crosshair said, cringing at the way he sounded so weak. He held back tears that threatened to spill, instead casting a defiant look at the monitor in the barracks. The longnecks always had to now what their prized army was doing. The encrypted comm channel Tech had made buzzed and Crosshair pulled out his comm.
"Crosshair, Tech, come to medical. Now." Hunter's tone had slipped into formalities, the voice he used when talking to a commanding officer. Who could blame him; sometimes it was easier to just go by instinct than feel overwhelmed by things going on around you. Crosshair took the quickest route to the medbay, casting glares at shinies that stared for too long or didn't move out his way quick enough for his liking. When he arrived in medbay, nausea threatened to overwhelm him. He hated medical for many reasons. But somehow being here because of his brother, was worse than being here because of the Kaminoans' orders.
"Crosshair." Hunters voice was strained as Crosshair walked over to where his batchmates were. Tech was rapidly tapping away on his datapad, a frown on his lips and a crease in his forehead. Hunter was trying to sit still in his seat but the subtle movements of his hands and scuffs of his feet betrayed his worry. He looked so much like a reg; face uninked, filled with a bit of childish fat still. Compared to Crosshair's own inked face and appearance, they looked like opposites. And Wrecker- Crosshair's breath caught in his throat. Wrecker had bacta covering the entirety of the left side of his face, a heart monitor next to the two beds pushed together for his larger form.
"He is stable as of current," Tech said as Crosshair stood beside Wrecker. "I am waiting for more updates in the system."
"Just keep an eye on it vod," Crosshair responded quietly. He was grateful for his brother's cleverness and his ability to have hacked into some of the Kaminoan messages and systems. Hunter reached up to Crosshair's forearm, gently curling a couple fingers around his wrist. He didn't need to say anything. Crosshair understood what his brother was trying to convey.
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miraitte · 9 months ago
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Personal Statement on tumblr’s recent experiments with AI
The usage of private data to train artificial intelligence models without explicit and active consent from the people whose data is being collected is nothing short of outrageous.
To see tumblr, a website that prides itself both in its still vibrant artistic community AND on being an alternative option, a sort of escape route to the exhaustive and toxic mainstream landscape of social networks, taking such a rushed, stupid and disrespectful action against its user base is infuriating in its cruel irony.
That such a step is being taken behind closed curtains, with no previous consultation to the affected users and with almost no transparency throughout the whole process is of a repulsive nature reminiscent of the arbitrary, despotic decisions that have plagued twitter since 2022.
Finally, that tumblr decides to join the bandwagon of Google, Microsoft and co. in insistently sharing its user-base private data for unclear and easily exploitable purposes with third-party websites, all while the debate surrounding the ethical boundaries and implications of AI development is happening in full-force throughout the world, is disappointing to the highest degree.
As they are being handled right now, AI engines are poisonous to human creativity and art. Art cannot be mass-produced. It doesn’t start and finish with the shapes and forms that make up its (re)presentation. It lives through the spring of emotions and meanings involved in their production and interpretation. If you attack the spring, you'll dry your own well of shapes.
I truly hope @staff or whoever is responsible for this decision take some time to think it over again and gauge the extent in which it is being rejected by its own users, as well as the level of irreversible damage it could cause on the platform on a short, medium and long term.
(Edit: Reading staff’s post on the matter, it might be more accurate to express my outrage here not on a specific decision to share data with AI platforms, but with their relative inaction and, as I see it, passive compliance with such process instead.)
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