The CompTIA A+ Core Series requires candidates to pass two exams: Core 1 (220-1101) Core 2 (220-1102)
If you are unable to pass your CompTIA Certification Exam, get paid help from Online Helpers at Hiraedu!
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Email: info@hiraedu. com The CompTIA A+ Core Series covers the following new content, emphasizing the technologies and skills IT pros need to support a hybrid workforce: CompTIA A+ 220-1101

• Covers mobile devices, networking technology, hardware, virtualization and cloud computing.
• Identifying, using and connecting hardware components and devices, including the broad knowledge about different devices that is now necessary to support the remote workforce
• Install and support Windows OS including command line and client support, system configuration imaging and troubleshooting for Mac OS, Chrome OS, Android and Linux OS CompTIA A+ 220-1102
• Covers operating systems, security, software and operational procedures.
• Troubleshoot PC and mobile device issues including common OS, malware and security issues
• Explain types of networks and connections including TCP/IP, WIFI and SOHO You can find more information about the exam on the CompTIA official website. Let me know if you have any other questions or if there is anything else I can help you with.

CompTIA A+ 1101 and 1102 Books
Here are some CompTIA A+ 1101 and 1102 books:

• The Official CompTIA A+ Core 1 and Core 2 Self-Paced Study Guide: This book covers all the latest A+ Core 1 & Core 2 (220-1101 and 220-1102) exam objectives and is packed with informative and accessible content.
• CompTIA A+ Certification All-in-One Exam Guide, Eleventh Edition: This book is written by Travis A. Everett and Andrew Hutz.
• CompTIA A+ Complete Study Guide: Core 1 Exam 220-1101 and Core 2 Exam 220-1102: This book is written by Quentin Docter and Jon Buhagiar.
• CompTIA A+ Core 1 (220-1101) and Core 2 (220-1102) Exam Cram: This book is written by Dave Prowse.
• CompTIA A+ Complete Certification Kit: Exam 220-1101 and Exam 220-1102: This book is written by Quentin Docter and Jon Buhagiar.
• CompTIA A+ Practice Questions Exam Cram Core 1 (220-1101) and Core 2 (220-1102): This book is written by Dave Prowse.
• CompTIA A+ Complete Practice Tests: Core 1 Exam 220-1101 and Core 2 Exam 220-1102: This book is written by Audrey O'Shea and Jeff T. Parker.
• CompTIA A+ Study Guide: The Easiest and Most Comprehensive Resource: This book is written by SmartStudy Solutions.
• Mike Meyers' CompTIA A+ Guide to Managing and Troubleshooting PCs, Seventh Edition: This book is written by Travis A. Everett and Andrew Hutz.
• PASS the CompTIA A+ Exam: 220-1101 & 220-1102: This book is written by Hazim Gaber.
• 101 Labs - CompTIA A+: Hands-on Practical Labs for the CompTIA A+ Exams: This book is written by Paul Browning.
• CompTIA A+ Complete Review Guide: Core 1 Exam 220-1101 and Core 2 Exam 220-1102: This book is written by Troy McMillan.
• CompTIA A+ Certification Study Guide, Eleventh Edition: This book is written by Faithe Wempen.
• CompTIA A+ Practice Tests Core 1 (220-1101) and Core 2 (220-1102): This book is written by Ian Neil and Mark Birch.
• CompTIA A+ Core 1 (220-1101) and Core 2 (220-1102) Cert Guide: This book is written by Rick McDonald.
• CompTIA A+ Complete Deluxe Study Guide with Online Labs: Core 1 Exam 220-1101 and Core 2 Exam 220-1102: This book is written by Quentin Docter and Jon Buhagiar.
• Mike Meyers' CompTIA A+ Guide to Managing and Troubleshooting PCs Lab Manual, Seventh Edition: This book is written by Mark Edward Soper and Mike Meyers. These are just some of the CompTIA A+ 1101 and 1102 books that you can use for studying. Keep in mind that there are many other resources available to you as well, including online courses and practice exams.

CompTIA A+ 1101 Practice Tests:

1. CompTIA A+ (220-1101) Core 1 Practice Exams by MeasureUp (Source: MeasureUp website)
2. CompTIA A+ 220-1101 Practice Test by Pluralsight (Source: Pluralsight website)
3. CompTIA A+ Core 1 (220-1101) Practice Exam by Exam-Labs (Source: Exam-Labs website)

CompTIA A+ 1102 Practice Tests:

1. CompTIA A+ (220-1102) Core 2 Practice Exams by MeasureUp (Source: MeasureUp website)
2. CompTIA A+ 220-1102 Practice Test by Pluralsight (Source: Pluralsight website)
3. CompTIA A+ Core 2 (220-1102) Practice Exam by Exam-Labs (Source: Exam-Labs website)

CompTIA A+ 1101 and 1102 Practice Tests:

1. CompTIA A+ Complete Practice Tests: Core 1 Exam 220-1101 and Core 2 Exam 220-1102 by Audrey O'Shea and Jeff T. Parker (Source: Amazon)
2. CompTIA A+ Practice Tests: Core 1 (220-1101) and Core 2 (220-1102) by Ian Neil and Mark Birch (Source: Amazon)

Differences between CompTIA A+ 1101 and 1102
CompTIA A+ 1101:

• Focus: Hardware, Networking, and Mobile Devices
• Objectives:
  • Hardware: 27%
  • Networking: 23%
  • Mobile Devices: 15%
  • Troubleshooting: 20%
  • Operating Systems: 15%
• Topics:
  • PC Components
  • Laptops and Mobile Devices
  • Networking Fundamentals
  • Network Cabling and Connectors
  • Wi-Fi and Bluetooth

CompTIA A+ 1102:

• Focus: Software, Security, and Operational Procedures
• Objectives:
  • Software: 28%
  • Security: 22%
  • Operational Procedures: 20%
  • Troubleshooting: 15%
  • Operating Systems: 15%
• Topics:
  • Operating System Installation and Configuration
  • Software Installation and Configuration
  • Security Best Practices
  • Threats and Vulnerabilities
  • Operational Procedures and Communication

Key Differences:

• Hardware vs. Software Focus: 1101 focuses on hardware, networking, and mobile devices, while 1102 focuses on software, security, and operational procedures.
• Objectives and Topics: While there is some overlap, the objectives and topics covered in each exam are distinct, reflecting the different focuses of each exam.
• Troubleshooting: Both exams cover troubleshooting, but 1101 focuses more on hardware and networking issues, while 1102 focuses on software and security issues.

CompTIA A+ 1101 and 1102 are two distinct exams that cover different aspects of IT knowledge and skills. Understanding the differences between these exams can help you prepare more effectively and achieve your certification goals. Remember, 1101 focuses on hardware, networking, and mobile devices, while 1102 focuses on software, security, and operational procedures.

1. Build a Standout Personal Brand
Your personal brand is your professional identity online. Here’s how to build a compelling one:

• LinkedIn Profile: Ensure your LinkedIn profile is complete and up-to-date. Use a professional photo, write a compelling headline, and craft a summary that highlights your strengths and achievements.
• Portfolio Website: Create a personal website to showcase your work, especially if you’re in a field like design, writing, or software development.
• Social Media Presence: Be active on platforms relevant to your industry. Share insightful content, engage with industry leaders, and participate in discussions.

2. Optimize Your Resume and Cover Letter
Even though you want employers to come to you, having a polished resume and cover letter ready is crucial:

• Tailor Your Resume: Highlight skills and experiences that are in demand in your industry. Use keywords that recruiters search for.
• Craft a Compelling Cover Letter: Write a generic cover letter that can be easily customized for different employers, emphasizing your achievements and what you bring to the table.

3. Network Effectively
Networking is key in reverse recruiting. Here’s how to do it effectively:

• Attend Industry Events: Participate in conferences, webinars, and meetups. Make connections and follow up with them.
• Engage on LinkedIn: Connect with recruiters, join relevant groups, and contribute to discussions.
• Informational Interviews: Reach out to professionals in your field for informational interviews. This can often lead to job opportunities.

4. Leverage Job Boards and Professional Communities
Use platforms that can put you directly in front of recruiters:

• LinkedIn Jobs: Set your profile to “Open to Work” and fill out the preferences to attract the right recruiters.
• Industry-Specific Job Boards: Join platforms and forums specific to your field where employers actively search for candidates.
• Freelance Platforms: Websites like Upwork or Fiverr can also attract employers looking for long-term hires.

5. Showcase Your Expertise
Demonstrating your skills and knowledge can draw employers to you:

• Blog or Vlog: Start a blog or YouTube channel where you share insights about your industry.
• Public Speaking: Give talks at industry events or webinars.
• Publish Articles: Write articles for industry publications or platforms like Medium.

6. Get Recommendations and Endorsements
Social proof can significantly boost your attractiveness to employers:

• LinkedIn Recommendations: Ask colleagues, managers, or clients to write recommendations for you on LinkedIn.
• Endorsements: Request endorsements for your skills from your network.

7. Stay Updated and Keep Learning
Continuous learning and staying current in your field is crucial:

• Certifications: Obtain certifications relevant to your industry.
• Online Courses: Take courses to upskill and stay competitive.
• Read Industry News: Stay informed about trends and changes in your field.

Book Your Free Consultation Today! > Discord @ shelbion

About Me

My name is Shelbion and I've been an avid League of Legends player for over a decade. In Season 4, I reached Challenger for the first time and even considered pursuing a professional career. However, after much reflection, I decided to pursue other challenges within the game.
Some of my notable achievements as a player include:

• Reaching Challenger on multiple positions.
• Participating and winning in numerous SR and 1v1 tournaments.
• Playing for various teams(Amateur and Semi-Professional).

Coaching

With over 7.000 hours of coaching experience, I fall into the category of one of the most experienced individuals in the field. My experience, passion, and ability to identify your flaws and tailor each session to your needs make me stand out as a Coach.
I've studied the techniques of renowned coaches, such as LS, MagiFelix, and others, and I've developed my unique coaching approach. So far, my approach has helped countless individuals, and over 20 teams advance their competitive play, across 5 different continents, including members of various College and University eSport Teams.
Some of my notable achievements include:

• Assisting a Diamond 2 player reach Challenger in just five weeks.
• Helping a Silver 2 player climb to Platinum in three weeks.
• Guiding a Diamond 3 player to Grandmaster in six weeks.

I am dedicated to continuously honing my skills and providing the best coaching experience possible to all of my clients, regardless of their rank or location.

Subscription Based Coaching

• One Individual Session (Monthly)
• Group Sessions (Weekly) x2
• Priority Coaching - Price: 99.99 > 49.99$.

Verifications & Certifications

• Certified IFOEC (International Federation of eSport Coaches) Educator & Coach.
• Certified EHPI (eSports Health & Performance) Professional.
• University of Irvine eSport Specialization
• Verified Coachify & Metafy Partner.

Community

In addition to my experience as a Player, I am also the Founder of Noxus Coaching - a rapidly growing, educational community on Discord. Our community is a great place to find new friends to play with, have a good time, and most importantly, improve your skills.
We hold various events on a weekly basis, including 1v1 & 5v5 tournaments, meme contests, and more. There are plenty of rewards to be won, including free coaching sessions with me. To join our community, visit https://discord.gg/RHW9BMxRd5 and message me upon joining to receive your role.

Podcast

• Podcast Appearance > https://youtu.be/4jn4FXOaOlE?si=98POLUJdJeSNnbiW

How Does it Work?

We will schedule an initial Interview during which we can discuss your goals and I can provide a more detailed explanation of my coaching services. This interview will typically last for 3-5 minutes.
The First Session is designed to assess your current level of gameplay and identify areas for improvement. After conducting an analysis, I will create a Personalized Coaching Plan tailored to your specific needs. This plan will outline a series of sessions designed to maximize your improvement.
The Coaching Plan may include various session types, such as:

• Theory sessions: These sessions will cover key concepts such as wave management, vision, decision making, and more.
• Practical sessions: These sessions will either be VOD reviews or live games, and will be used to put theoretical knowledge into practice and analyze gameplay.
• Reviews: These sessions will occur periodically and will be used as checkpoints to track your progress and identify any additional areas for improvement.

All sessions will be personalized and created specifically for each student's needs. By following this plan, you can feel confident that you are taking the most effective steps to achieve your goals.

Personalized Support (Available 24/7)

In addition to the structured coaching sessions, I offer personalized support to my clients on a 24/7 basis. Whether you have a specific question or just want to debrief after a tough game, I am always available to help. Simply message me and I will respond as quickly as possible.

AvailabilityPricesPayments

I am able to cover any server and any timezone! Rates for both Private and Team coaching are negotiable. We will easily get the sessions to fit your budget and your needs.
Payments are usually done through PayPal, however other forms of Payment such as Direct Transfer can be discussed.

Contact

Main form of contact is Discord on which you can find me at shelbion (Or Shelbion#8832)
Feel free to message me either on Discord or through a Direct Message on Reddit and I will come back to you as quickly as possible.

The concept of launching 10,000 army-grade robots with weapons from space through a space station or satellite represents a futuristic vision of military deployment and power projection. Here's how such a scenario might unfold:

1. Preparation and Deployment: The process begins with the preparation of the army-grade robots, which are equipped with advanced weaponry, sensors, and communication systems. These robots are designed for various combat roles, including reconnaissance, surveillance, infantry support, and tactical assault.
2. Space-based Platform: A space station or satellite serves as the launching platform for deploying the army-grade robots into Earth's atmosphere. This space-based platform provides a strategic vantage point for rapid deployment and global reach, enabling the robots to be deployed anywhere in the world within a matter of hours.
3. Launch Mechanism: The army-grade robots are loaded onto specialized launch vehicles or capsules designed for space deployment. These vehicles are equipped with propulsion systems and guidance systems to ensure precise delivery of the robots to their designated locations on Earth.
4. Re-entry and Descent: Once in orbit, the launch vehicles containing the army-grade robots undergo re-entry into Earth's atmosphere. Protective heat shields and aerodynamic designs enable the vehicles to withstand the intense heat and friction encountered during descent.
5. Precision Landing: Using onboard navigation and guidance systems, the launch vehicles guide the descent of the army-grade robots to their intended landing sites with pinpoint accuracy. This precision landing ensures that the robots are deployed exactly where they are needed for maximum operational effectiveness.
6. Activation and Deployment: Upon landing, the army-grade robots are activated and deployed for their respective missions. Command and control systems onboard the robots establish communication links with military command centers, enabling remote monitoring, coordination, and mission execution.
7. Tactical Operations: Once deployed, the army-grade robots engage in various tactical operations, depending on the mission objectives and the evolving battlefield situation. This may include reconnaissance and surveillance missions, securing key objectives, providing fire support to friendly forces, or engaging enemy targets.
8. Coordination with Human Forces: While the army-grade robots are capable of autonomous operation, they may also operate in coordination with human forces, serving as force multipliers and augmenting existing military capabilities on the ground.

In summary, the concept of launching 10,000 army-grade robots with weapons from space represents a futuristic paradigm of military deployment, enabling rapid and global response to emerging threats and contingencies. By leveraging space-based platforms and advanced robotics technology, military forces can achieve unprecedented levels of agility, flexibility, and operational reach on the modern battlefield.

If you're tired of the traditional job hunting process, I have something that might interest you: reverse recruiting. Instead of chasing employers, imagine if they were coming to you! This post will walk you through the steps to position yourself in a way that attracts recruiters and employers to your profile. Let's dive in!
1. Build a Standout Personal Brand
Your personal brand is your professional identity online. Here’s how to build a compelling one:

• LinkedIn Profile: Ensure your LinkedIn profile is complete and up-to-date. Use a professional photo, write a compelling headline, and craft a summary that highlights your strengths and achievements.
• Portfolio Website: Create a personal website to showcase your work, especially if you’re in a field like design, writing, or software development.
• Social Media Presence: Be active on platforms relevant to your industry. Share insightful content, engage with industry leaders, and participate in discussions.

2. Optimize Your Resume and Cover Letter
Even though you want employers to come to you, having a polished resume and cover letter ready is crucial:

• Tailor Your Resume: Highlight skills and experiences that are in demand in your industry. Use keywords that recruiters search for.
• Craft a Compelling Cover Letter: Write a generic cover letter that can be easily customized for different employers, emphasizing your achievements and what you bring to the table.

3. Network Effectively
Networking is key in reverse recruiting. Here’s how to do it effectively:

• Attend Industry Events: Participate in conferences, webinars, and meetups. Make connections and follow up with them.
• Engage on LinkedIn: Connect with recruiters, join relevant groups, and contribute to discussions.
• Informational Interviews: Reach out to professionals in your field for informational interviews. This can often lead to job opportunities.

4. Leverage Job Boards and Professional Communities
Use platforms that can put you directly in front of recruiters:

• LinkedIn Jobs: Set your profile to “Open to Work” and fill out the preferences to attract the right recruiters.
• Industry-Specific Job Boards: Join platforms and forums specific to your field where employers actively search for candidates.
• Freelance Platforms: Websites like Upwork or Fiverr can also attract employers looking for long-term hires.

5. Showcase Your Expertise
Demonstrating your skills and knowledge can draw employers to you:

• Blog or Vlog: Start a blog or YouTube channel where you share insights about your industry.
• Public Speaking: Give talks at industry events or webinars.
• Publish Articles: Write articles for industry publications or platforms like Medium.

6. Get Recommendations and Endorsements
Social proof can significantly boost your attractiveness to employers:

• LinkedIn Recommendations: Ask colleagues, managers, or clients to write recommendations for you on LinkedIn.
• Endorsements: Request endorsements for your skills from your network.

7. Stay Updated and Keep Learning
Continuous learning and staying current in your field is crucial:

• Certifications: Obtain certifications relevant to your industry.
• Online Courses: Take courses to upskill and stay competitive.
• Read Industry News: Stay informed about trends and changes in your field.

Conclusion
Reverse recruiting can significantly streamline your job search by making you a magnet for employers. By building a strong personal brand, networking effectively, and showcasing your expertise, you can attract the right opportunities to you. Good luck, and may the best job find you!
Feel free to ask any questions or share your own tips in the comments!

Who we are!

Task Force Sentinel(TFS) is a unit born from a group of people with a similar mindset. We are here to play Arma and have fun first and foremost with an emphasis on teamwork and semi-realism. Everything we have setup is for that purpose. We don’t add fluff just to add fluff. From our certification system to our Discord layout it's all meant to serve the community first and foremost.

What makes us different?

As a Semi-Realism unit, we are looking for active and mature members who are looking for a more serious approach to Arma, but is not wanting to get into the extreme side of milsim.:

• No Set Faction: We don’t have a set faction which means one day you might play as the US Marines and the next as rebels fighting for Tanoan Independence.
  
• Certification system: While not all roles require certifications we do require basic training that all must go through so everybody is on the same page. Along with that roles like Leadership, Armor, Air, and others that impact a missions success heavily require certifications so one person can’t ruin everyone's experience.
  
• In-Game Rank System: All ranks are kept in-game and do not leave with you into the discord/community.
  
• Semi-Realism: We expect all our players to be mature and teamwork oriented to make it an enjoyable experience for everyone. We focus heavily on the US Military Platoon Structure with supporting assets depending on the operation. During operations, we expect all players to take it with a more serious tone, but we do not expect you to know Military dialect to play with us. As long as you are communicating and giving the operation your best, that is all we care about.
  
• No Attendance Requirement: We understand that real life happens and you won't always be able to attend ops every week, so we do not have a set limit of ops you have to attend.
  
• Operation Times: We tend to run operations at 1500EDT/EST on weekends and 2000EDT/EST on weekdays. However, it can depend on when the mission makers decide to host missions.
  

What We Expect From You

Even though we have an application and training process, we still observe the conduct of our day to day members. There are many traits we like to focus on that really help our group shine above others. Some of these traits include but are not limited to: Works well in a team environment Is respectful and mature Takes accountability for their actions Dedicated to making the community and unit the best it can possibly be Friendly and has a sense of humor We do not expect all of our applicants to be Arma veterans. In fact, we even encourage new Arma players to join us if they are looking for the type of environment we are giving! Skills and Experience come with time and we have many great trainers on standby by to assist you, but a personality is something we cannot help you with.
Not just an Arma unit!
While the community is Arma first and foremost we can’t play it 24/7. We also have a dedicated games category for those who want to play with other TFS members outside of operations. Even if it’s not listed below we have a role called looking for games that anyone can ping to play with friends. This is more than an Arma unit, it's a community!

• 4X Games category
• Warthunder
• And any others as the community finds new games to get into!

Interested in joining us? Join the Discord and submit an application!

Hey Townies,
This patch ends Season 2 of Ranked, takes us into the off-season and has a TON of balance updates to the game. The goal of this balance patch is to address the power of Town, while doing updates, tweaks, and reworks to various roles.
https://reddit.com/link/1ctlfe4/video/mbip25zs9u0d1/player
Ranked Updates
• New Ranked Role list which uses the new Common buckets. Let us know what you think of this new list!
New Common Town and Common Coven Rolebuckets
• Common Town is a Role bucket that contains all Town except Town Power roles.
• Common Coven is a Role bucket that contains all Coven except Coven Power and Coven Killing roles.
Role Reworks
• Trickster - Place Magic Mirrors and absorb attacks, and Unleash them to other players at will. Trickster may not place another Magic Mirror until they Unleash the absorbed attack to another player. Taunt keyword replaced with Magic Mirror.
• Socialite - During the night you may throw a party at another player's house. Any visitors not on the guest list will be rejected from entering causing their ability to fail. Players rejected will be added to the guest list for future parties. During the day you may add a player to your guest list, allowing them to attend future parties.
• Coven Leader - During the night, pick another member of the Coven to retrain. You will be able to select a new role for them to become. This has 2 Uses. Coven Killing and Coven Power roles can become any coven role, Coven Utility and Coven Deception roles can only become other Coven Utility and Coven Deception roles. You can self-retrain You cannot retrain someone into a role that has already been on the team. The following day, the targeted Coven member will be able to accept or decline being retrained, they will instantly change roles if they accept.
• Dreamweaver - Insanity renamed to Insomnia. If a town member doesn't visit you you will become Insomniac instead. Insomniac players may not use any day or night abilities but does not affect voting. Players affected by Insomnia will be cured if the Dreamweaver dies.
Role Changes
• Baker no longer dies of Starvation. Instead they transform if all living players have Bread if there's less than 3 players alive.
• Deputy is now unique.
• Marshal now has 2 Tribunal charges instead of 1. In a Tribunal now a maximum of 2 players can be executed. Tribunal no longer resets the trial count.
• Doomed players are announced that they are Doomed then they die one day later.
• Added Necronomicon Passing.
• Swapped Psychic Good and Evil vision nights, meaning now Odd nights are Good visions, Even nights are Evil visions.
• Seer may not check the players they checked for the rest of the game.
• Prosecutors may not Prosecute twice in the same day.
• Necromancer can now use Potiion Master and Witch. If you use Potion Master on a Town you will use a Reveal Potion, using them on a Coven you will use a Heal Potion. Using Witch on someone will control them targeting themselves.
Improvements
• Epic purchases that are not granted immediately will now be granted upon a restart of the game.
• Players can now cancel account deletions if they attempt to login within the pending deletion window.
• Legendary Scrolls have been re-named Mythic Scrolls in order to help prevent confusion around the Legendary Cauldron rewards.
• Replaced/Updated 19 Achievements related to changed Roles.
• Town Traitor role list has been updated.
• Soul Collector Silhouette Added.
• Baker Silhouette Added.
Bug Fixes
• Fixed Last Will/Note/Death Note showing 1-20 if you had no template set.
• Fixed multiple issues related to the Autowin detector.
• Fixed Witch's target icon showing as the Cleric Barrier icon.
• Fixed a bug where in Ranked it would set your nametag and portrait to a random person until you pick a name.
• Fixed bug with Apocalypse roles having incorrect targeting messages when canceling an ability.
• Fixed Shroud/Serial KilleInvestigator ability toggle state not persisting.

Hey Townies,
This patch ends Season 2 of Ranked, takes us into the off-season and has a TON of balance updates to the game. The goal of this balance patch is to address the power of Town, while doing updates, tweaks, and reworks to various roles.
https://reddit.com/link/1ctlfat/video/eej9vn2u9u0d1/player
Ranked Updates
• New Ranked Role list which uses the new Common buckets. Let us know what you think of this new list!
New Common Town and Common Coven Rolebuckets
• Common Town is a Role bucket that contains all Town except Town Power roles.
• Common Coven is a Role bucket that contains all Coven except Coven Power and Coven Killing roles.
Role Reworks
• Trickster - Place Magic Mirrors and absorb attacks, and Unleash them to other players at will. Trickster may not place another Magic Mirror until they Unleash the absorbed attack to another player. Taunt keyword replaced with Magic Mirror.
• Socialite - During the night you may throw a party at another player's house. Any visitors not on the guest list will be rejected from entering causing their ability to fail. Players rejected will be added to the guest list for future parties. During the day you may add a player to your guest list, allowing them to attend future parties.
• Coven Leader - During the night, pick another member of the Coven to retrain. You will be able to select a new role for them to become. This has 2 Uses. Coven Killing and Coven Power roles can become any coven role, Coven Utility and Coven Deception roles can only become other Coven Utility and Coven Deception roles. You can self-retrain You cannot retrain someone into a role that has already been on the team. The following day, the targeted Coven member will be able to accept or decline being retrained, they will instantly change roles if they accept.
• Dreamweaver - Insanity renamed to Insomnia. If a town member doesn't visit you you will become Insomniac instead. Insomniac players may not use any day or night abilities but does not affect voting. Players affected by Insomnia will be cured if the Dreamweaver dies.
Role Changes
• Baker no longer dies of Starvation. Instead they transform if all living players have Bread if there's less than 3 players alive.
• Deputy is now unique.
• Marshal now has 2 Tribunal charges instead of 1. In a Tribunal now a maximum of 2 players can be executed. Tribunal no longer resets the trial count.
• Doomed players are announced that they are Doomed then they die one day later.
• Added Necronomicon Passing.
• Swapped Psychic Good and Evil vision nights, meaning now Odd nights are Good visions, Even nights are Evil visions.
• Seer may not check the players they checked for the rest of the game.
• Prosecutors may not Prosecute twice in the same day.
• Necromancer can now use Potion Master and Witch. If you use Potion Master on a Town you will use a Reveal Potion, using them on a Coven you will use a Heal Potion. Using Witch on someone will control them targeting themselves.
Improvements
• Epic purchases that are not granted immediately will now be granted upon a restart of the game.
• Players can now cancel account deletions if they attempt to login within the pending deletion window.
• Legendary Scrolls have been re-named Mythic Scrolls in order to help prevent confusion around the Legendary Cauldron rewards.
• Replaced/Updated 19 Achievements related to changed Roles.
• Town Traitor role list has been updated.
• Soul Collector Silhouette Added.
• Baker Silhouette Added.
Bug Fixes
• Fixed Last Will/Note/Death Note showing 1-20 if you had no template set.
• Fixed multiple issues related to the Autowin detector.
• Fixed Witch's target icon showing as the Cleric Barrier icon.
• Fixed a bug where in Ranked it would set your nametag and portrait to a random person until you pick a name.
• Fixed bug with Apocalypse roles having incorrect targeting messages when canceling an ability.
• Fixed Shroud/Serial KilleInvestigator ability toggle state not persisting.

Here are some stackable CompTIA IT Specialist certifications:

• CompTIA IT Operations Specialist: A+ and Network+
• CompTIA Systems Support Specialist: A+ and Linux+
• CompTIA Cloud Admin Professional: Network+ and Cloud+
• CompTIA Network Infrastructure Professional: Network+ and Server+
• CompTIA Linux Network Professional: Network+ and Linux+
• CompTIA Secure Infrastructure Specialist: A+, Network+, and Security+
• CompTIA Secure Cloud Professional: Security+ and Cloud+
• CompTIA Security Analytics Professional: Security+ and CySA+
• CompTIA Network Vulnerability Assessment Professional: Security+ and PenTest+
• CompTIA Network Security Professional: Security+, PenTest+, and CySA+
• CompTIA Security Analytics Expert: Security+, CySA+, and CASP+
• CompTIA Secure Infrastructure Expert: Security+, CySA+, PenTest+, and CASP+

Stackable certifications can be automatically obtained by achieving the combination of CompTIA certifications that comprise a stackable certification. The expiration date of your stackable certification will align with the expiration dates of the certifications that comprise the respective stackable certification.
If you are unable to pass your CompTIACertification Exam, get paid help from Online Helpers at Hiraedu!
Contact Details for Hiraedu Helper:
WhatsApp: +1 (213) 594-5657
Call: +1 727 456 9641
Website: hiraedu. com
Email: info@hiraedu. com

Open-source GitHub Repo Paper Describing the Process
Aside: If you want to take the course I did online, the full course is available for free on YouTube.
When I was a graduate student at Carnegie Mellon University, I took this course called Intro to Deep Learning. Don't let the name of this course fool you; it was absolutely one of the hardest and most interesting classes I've taken in my entire life. In that class, I fully learned what "AI" actually means. I learned how to create state-of-the-art AI algorithms – including training them from scratch using AWS EC2 clusters.
But, I loved it. At this time, I was also a trader. I had aspirations of creating AI-Powered bots that would execute trades for me.
And I had heard of "reinforcement learning" before.. I took an online course at the University of Alberta and received a certificate. But I hadn't worked with "Deep Reinforcement Learning" – combining our most powerful AI algorithm (deep learning) with reinforcement learning
So, when my Intro to Deep Learning class had a final project in which I could create whatever I wanted, I decided to make a Deep Reinforcement Learning Trading Bot.

Background: What is Deep Reinforcement Learning

Deep Reinforcement Learning (DRL) involves a series of structured steps that enable a computer program, or agent, to learn optimal actions within a given environment through a process of trial and error. Here’s a concise breakdown:

1. Initialize: Start with an agent that has no knowledge of the environment, which could be anything from a game interface to financial markets.
2. Observe: The agent observes the current state of the environment, such as stock prices or a game screen.
3. Decide: Using its current policy, which initially might be random, the agent selects an action to perform.
4. Act and Transition: The agent performs the action, causing the environment to change and generate a new state, along with a reward (positive or negative).
5. Receive Reward: Rewards inform the agent about the effectiveness of its action in achieving its goals.
6. Learn: The agent updates its policy using the experience (initial state, action, reward, new state), typically employing algorithms like Q-learning or policy gradients to refine decision-making towards actions that yield higher returns.
7. Iterate: This cycle repeats, with the agent continually refining its policy to maximize cumulative rewards.

This iterative learning approach allows DRL agents to evolve from novice to expert, mastering complex decision-making tasks by optimizing actions based on direct interaction with their environment.

How I applied it to the stock market

My team implemented a series of algorithms that modeled financial markets as a deep reinforcement learning problem. While I won't be super technical in this post, you can read exactly what we did here. Some of the interesting experiments we tried included using convolutional neural networks to generate graphs, and use the images as features for the model.
However, despite the complexity of the models we built, none of the models were able to develop a trading strategy on SPY that outperformed Buy and Hold.
I'll admit the code is very ugly (we were scramming to find something we could write in our paper and didn't focus on code quality). But if people here are interested in AI beyond Large Language Models, I think this would be an interesting read.
Open-source GitHub Repo Paper Describing the Process
Happy to get questions on what I learned throughout the experience!

One day, in the folds of time, a person was born in the city of Marrakesh. They all had many brothers, and they were poor and their condition was miserable and extremely poor. This person, whose name was Ibrahim, worked the entire summer to buy school supplies for the next year, and if his shoes were torn, Or he sewed his clothes, but he had no shoes, so his clothes were worn out and old. Ibrahim’s father was in the service, so he was absent from the house, not being with his family much. Days passed and Ibrahim grew up, so his father gave him two choices: either to go to the Education Academy to study and graduate as a professor, or to enter the service. The military, and this choice was not recommended by the father, Ibrahim, because he did not want his son to go through a difficult experience like him, but Ibrahim had an opinion and was very stubborn, so he chose military service, so he went, and after a few years he graduated with the rank of colonel, and at that time his mother proposed to him, a girl from the neighborhood in which he They lived in it, and at that time he married a son, and after that she became pregnant and they had a son, a male, and they named him Muhammad, and from here our story will begin. Muhammad was an ordinary child, and he studied well and excelled in his studies. He always went to the mosque in order to memorize the Qur’an, and he was not an honest, trustworthy child with good morals. He respected people and never insulted anyone. He was a pure and pure child. As the years passed, Muhammad grew up and took the baccalaureate degree. And all these years, Muhammad was influenced by the Islamic conquests and the personality of the Prophet Muhammad, may God bless him and grant him peace, and the Companions, may God be pleased with them, especially Omar ibn Al-Khattab and Ali bin Abi Talib, so he devoted himself to reading the biography of the Prophet and watching videos whose topics were Islam. The important thing is that we go back and said that Muhammad reached the age of 18 and did not find in Morocco job opportunities or even a good position, so he decided to immigrate to America like other young people, so he was registered in the American lottery and after a few months had passed. Acceptance came to him, and he was very happy because he would find a decent living and a decent life. But in reality, there is something else. The important thing is that Muhammad collected all the documents he would need and applied for the visa. Before and after that, he collected his beliefs and booked the plane ticket. On the night of the flight, he was so excited that he did not sleep a lot, and in the morning. He went to the airport, his parents said goodbye to him, and he went to the plane, and after hours he found himself in America, and the reality was something else. There were many racists, and they always insulted him with the name Muhammad because he idolized the Prophet Muhammad, may God bless him and grant him peace, and they even called the Messenger lustful, and he married Aisha for 6 years. And God forbid, as they curse the honorable companions, may God be pleased with them. The important thing is that Muhammad completed his studies in America and obtained several certificates, so he submitted his application to enter the police because he had just obtained American citizenship. The important thing is that he submitted his application and they approved it, so he took the written and physical test and passed it, so he passed them, and now Muhammad has become An official policeman for the state of Chicago, Muhammad was sincere in his work and dedicated to it. He always did not accept bribery and punished criminals severely. Years passed and Muhammad rose in his position and became in the anti-gang department. He became the one carrying out executions and began killing and exterminating everyone. Killer gangs because the state gives him the decision to kill them because they incite fear in people, kill them, and rape their daughters. Muhammad killed, or rather executed, thousands of people, and he exterminated hundreds of gangs from existence, and all the criminals feared him and were afraid to even mention his important name. Hours passed, and one day of the daysOne day, Muhammad found a volume containing the story of the revolution and the Soviet Union. He read it all and was influenced by revolutionary thought. He began to imagine himself as the king of the world, and he was one of the most supportive of the Palestinian cause. They always sent thousands of dollars to Palestinian associations, and Muhammad was stable even though he was stable. In America, but he hates its corrupt regime and the racism towards foreigners that is abundant in it, so Muhammad decided to go to Russia in order to settle there and submitted his application to Russian intelligence and gave up his service in America, but he still possessed American citizenship. The important thing is that Muhammad worked in Russian intelligence and began every day. It is getting more and more popular and everyone loves it until one day there was a parade for President Vladimir Putin And then Muhammad met President Putin, and Putin liked Muhammad’s personality and the way he treated and respected him, so he decided to hire him as his bodyguard, and Muhammad was very happy with this news. The next day, he started working with the president, and he accompanied him wherever he went. The president was subjected to a series of assassination attempts, and Muhammad was always He was his savior. Meanwhile, Muhammad became a loyal friend of Putin and became Vice President. One day, Putin became seriously ill, and when he was on his deathbed, he said goodbye to Muhammad. Muhammad was very affected by his death, but he moved forward and now he has become the President of the Republic of Russia, so it began. His ambitions to reshape the Soviet Union, so he began to forcefully occupy the countries that were on his side. He did not kill innocent people or women. He implemented the commandments of the Prophet Muhammad, may God bless him and grant him peace, to the letter. At this time, America began to threaten Muhammad that it would occupy Russia and destroy it. Muhammad was aware of this matter and was He planned in advance, as he intended to obey America and eliminate it, and the opportunity came to him. He restored the Soviet Union a hundred times stronger and stronger than it was during the era of Stalin and the other leaders. He only developed the nuclear arsenal and developed advanced weapons, and at this time Muhammad brought his father because He had experience in the army and gave him the position of first commander of the army staff, so his father trained the armyHis father was very strict, and he trained the soldiers very hard, and this would benefit them later. Muhammad also gave his grandfather the position of the chief president of all the central banks in the Soviet Union. He was the state’s accountant. All of the revenues of the Soviet Union passed through Muhammad’s grandfather. He also gave his great uncle the position of governor. He was in charge of all the car factories in the country, so he was in charge of all the car factories and all the companies. He was the president of them and the first factory because he had experience. He also entrusted him with the tasks of building power plants and manufacturing high-precision surveillance cameras. Muhammad gave his middle uncle the position of president of the iron and aluminum mining companies. All types of metal. He also gave his younger uncle the head of the taxi unions, as he is responsible for companies and all taxis and driving licenses for taxis, as well as their taxes. Muhammad also gave his younger uncle the position of head of the Ministry of Education and responsible for all schools in the country, as well as the head of the professors’ body. As he is responsible for the education and study sector, Muhammad also gave his great uncle the position of head of the body of lawyers, judges and courts in the state because his great uncle had more than 20 years of experience in the field. Muhammad also gave his other grandfather the position of head of arms manufacturing and export companies because his grandfather also had In military service, he had a lot of experience in questions, because this is all his specialty in politics Thanks to these positions that he gave to some members of his family, each of whom had great experience in the field in which he specialized, which helped the Soviet Union develop greatly and become stronger and stronger. At that time, Muhammad consulted his Soviet advisors and his father in his capacity as Supreme Commander. And the highest ranks of the army, intelligence, and security in the country. Ibrahim, Muhammad’s father, was the second most important authority in the country after his son Muhammad. The important thing is that after the long Shura period, Muhammad took the appropriate decision, so he bombed Washington, D.C., with a large nuclear bomb, which led to the erasure of Washington from the map and the destruction of the White House, so America rose. He responded with a nuclear missile, but Ibrahim, Muhammad's father, was able to dismantle it, repel it, and turn it towards America. From here, a fierce battle began between the Soviet Union and the United States of America. In the end, the Soviet Union was able to overthrow and eliminate America. It also occupied Canada and South America and brought it back. Alaska to Soviet ruleThe Soviet Union seized all the wealth of North and South America, and even Canada, and annexed them to the Soviet Union. Muhammad rebuilt America on the Soviet system, and even Canada and Brazil. The power of the Soviet Union increased 1,000 times, and the Soviet Union became the most powerful country in the world. Muhammad’s ambitions increased, so he occupied North Korea. He eliminated President Kim Jong-un and also occupied South Korea, Japan, and China. The thing that distinguished Muhammad was not killing innocent people. He only killed those participating in the war, and when he occupied the country, he rebuilt it and employed its citizens with a better salary than they had been, so everyone saluted him. There were also those who hated him, but they were very few. The important thing is that the Soviet Union became from the Republic of Russia to the most powerful country in history. Muhammad also liberated Palestine and gathered all the lions of the world and burned them, slaughtered them, and exterminated them from the globe. Only Muhammad eliminated all the Jews and it was Palestine. It was filled with ululations and joy at her liberation, and all the people were chanting the name Muhammad Muhammad and calling him Muhammad the Savior. Meanwhile, the grandfather of the first and second Muhammad died of old age, so Muhammad became very sad for them. At the funeral, someone poisoned Muhammad’s food with the most severe type of poison, and when he ate it, he choked and died. He almost died, but when he came out of the coma, the doctor told him while he was crying, “The poison has spread through your body, my lord Muhammad. You have only a few days left of your life.” Muhammad began to cry, but he was patient. Then Muhammad made his farewell conference in which he gave a speech and advised the people. When he dies, the rule will pass to his father, and when his father dies, it will pass to his great uncle, and this sequence will remainAfter a few days, Muhammad died and was buried in a grave of gold and diamonds. He became the most important figure in the world, so people began to visit him from all parts of the Soviet Union and even from the Arab countries. Millions of people visited him daily. As for him, when he died, power passed to him and he ruled with justice. Here the story of Muhammad has ended and has been folded between the pages of the past I forgot to mention that Muhammad was fighting with the soldiers, but he was covering his face with a mask so that the opponents would not recognize him and focus on him to kill him. If the president was killed, the Soviet Union would collapse. Muhammad was fighting with the soldiers and killing a lot of the enemy. He and his father were fighting, even though his father He was old, but he was stronger than Muhammad himself. Muhammad’s father was fighting 10 soldiers at the same time and killing them. Muhammad also occupied France, demolished the Eiffel Tower, and occupied almost all of Europe. Muhammad donated billions of dollars to Palestine until Palestine became very advanced and became a more ornate city. Muhammad also occupied Iran and exterminated the extremist Shiites. The one who poisoned Muhammad was a black man from Ethiopia, and the soldiers shot him dead when Muhammad died.Also, Muhammad could also have eliminated Morocco and wiped it from the map, but Muhammad did not want to do that out of respect for the Almoravids, Almohads, and Idrisids. When Muhammad died, power passed to his father and he began to rule the world. Muhammad’s tomb, built of pure gold and all precious stones, became a place of pilgrimage for millions of people every day, to the point that airports were filled with people and thousands of people were lining up in queues to obtain a visa. There were also thousands of people in the street chanting the name of Muhammad the Leader. The great and even they are queuing up to go to the Soviet capital, as there are people from far away places in the world such as Australia who go to the Soviet capital to visit the grave of Muhammad, and he was the most important and holiest person in the world after the Prophet Muhammad. And his companions, I am talking about his military clothes and weapons, all of them were sold for millions of dollars to Arab museums. As for the Soviet museums, they contain Muhammad’s necklace and his favorite weapon, and even the Soviet museum is crowded with people every day just to see its antiquities. Mohammed. Everyone loved him, so Muhammad became the second legend that history will not repeat. The first legend is the Prophet MuhammadWhen Muhammad died, they wrapped him in very advanced materials to prevent his body from decomposing. Muhammad's body did not decompose, but remained as it was. One of the materials used to preserve Muhammad's body was formalin, so Muhammad's body remained intact throughout the years.There are also some very wealthy Arabs who wanted to move Muhammad’s grave from the Soviet Union to Mecca in order to increase the state’s economy, but the entire world, billions of people, categorically refused, whether from within the Soviet Union or from outside it, and they wanted to buy his body for billions of dollars, but the entire world categorically refused. A wave of anger has erupted against Saudi Arabia because of this, because a person like Muhammad cannot be violated and his grave opened When Muhammad's father, Ibrahim, assumed power, and due to his old age, he was 61 years old. He found many difficulties because he found himself facing a great challenge in front of him, ruling millions of people. The Soviet Union, during Muhammad's era, was at the height of its power. He had sat on the throne of the most powerful country in history. Only the area of the Soviet Union was estimated at 400 million kilometers, so Ibrahim had to make a lot of effort, and in some of the Union’s colonies, some civil wars broke out between supporters of Muhammad and his supporters and among those who hated him, as most of those who hated Muhammad were from Central Europe, from the Greek islands and elsewhere. Next to it was the leader of the movement named Johann Gospiel. The latter sought revenge on Muhammad’s followers, and they all wanted to kill Ibrahim and destroy the Soviet Union. He was very hateful, and events will show you why the latter was so hateful of Muhammad and the main family. We will go back in time a little to when Muhammad committed mischief. America and occupied North and South Korea. His ambitions began in Europe, and he started with Italy, so he overthrew it, even though he respected Mussolini, the Italian fascist leader, but Muhammad’s ambitions were to occupy all of Europe, so he occupied Italy, eliminated its leader, and demolished all the ancient Roman idols and gods, and when he headed to occupy the Vatican. Muhammad remembered the words of the Prophet Muhammad, may God bless him and grant him peace, at the sign of the Hour, that in the Vatican there is the staff of Moses and the Thapoth of the Covenant, according to what the commentators and hadith scholars say, so Muhammad retreated.With his army, he went to occupy Greece and wanted to destroy Athens. He met the other army, headed by Johann Gaspiel's brother, called Nicholas Gaspiel. The two armies faced each other. Nicholas' army consisted of 45,000 tanks, a fleet of planes, and 980,000 soldiers, while Muhammad had 60,000 tanks. 2 million soldiers, and the two armies faced each other at the famous Evros River in Greece. The war began, and it was so bloody that the Evros River was filled to the brim with corpses and its color became red with blood. Muhammad was killing the enemies, and his father Ibrahim was also fighting, as he was 51 years old and he was very strong. Stronger than Muhammad himself. The important thing was that Muhammad was fighting. He tore off his mask. Nicholas the commander saw him and said: Here you are, Muhammad. I swear to Zeus, Poseidon, and Athena that you will not survive today. Medusa's curse will fall on you. Today I will hang your head before the gods. Muhammad did not answer him verbally, so his response was to arrest him, cut off his head, and hang his body on a treeThey continued fighting for several hours, and Muhammad was able to eliminate the entire army and occupied Greece at five in the morning. He prayed dawn in the city and began his entry with the soldiers. 200,000 soldiers had died in the war. Muhammad made a broadcast on television and consoled all the families and gave them a salary. For life and huge sums of money. The important thing is that Muhammad passed by the fields and saw some peasants. When they saw him, one of them called out and said, “Where is Muhammad?” Muhammad said to him, “Here is Muhammad.” The man came to him and hugged him and said, “O Muhammad, we have been saved from a tyrant who was torturing us and making our lives miserable.” Nicholas Gaspiel) and gave Muhammad some apples and lemons, so Muhammad bought 300 cows from him and the soldiers slaughtered them, so they ate until their stomachs were full and they slept that night while Muhammad was standing praying. This is just going back in time to explain to you why Johann Gaspial hates Muhammad.Johann Gaspel was telling his experience when he saw Muhammad and saying when Muhammad conquered all of Greece, and the people were chanting his name. I said that Muhammad was not killing ordinary citizens and women because he was carrying out the orders of the Prophet Muhammad and his law of war. Johan Gaspel was 12 years old. He said: “I saw large crowds chanting the name of Muhammad, then I was looking out the window, and suddenly I saw Muhammad passing in front of me and hundreds of thousands of people.” Behind him were hundreds of thousands of soldiers armed with the most modern weapons in the world. He said that Muhammad was strong, broad-chested, not more than 180 centimeters tall, and had a black beard, black hair, and brown eyes. Dark brown, and when Johann saw him, he felt an unusual tremor and said that Muhammad was a person that everyone feared
This is a fictional story written by me. Give me your opinion in the comments

My fellow gamers, for too long has our community suffered the indignation of an intolerable culture that has denigrated, besmirched, exploited, and has outright demonized our culture of unique individuals with a genuine love of a hobby that they see as profitable and progressive. They have taken beloved IP’s (Intellectual Properties) and twisted them into their own personal ideological crusade of undermining and humiliating the core aspects of characters they deemed as “Toxic” or “White Supremacy”. Through the guise and protection of DEI (Diversity, Equity, and Inclusivity) & ESG (Environmental, Social, and Governance) they have used our influence in the entertainment industry to push their narratives and agendas that have stigmatized our culture with numerous anti-consumer practices that they call “being progressive”. But the truth of the matter is they were never really looking to be a part of our community, they simply wanted to use our community as a tool of activism and propaganda in the entertainment industry as it was extremely profitable, and they wanted inclusion in that division. Ever since GamerGate & Female Frequency, we have had to endure the incursion of forced ideologies, xenophobic behaviors and inferior overpriced products that have never been in our best interest and have been flat out disgraceful towards foreign media.
Before Gaming had become a major source of entertainment, we were often categorized as anti-social or societies rejects where because we found more enjoyment in playing fictional characters and not spending as much time out and about, we never fully assimilated in society (which is a good thing if you ask me). From 1998 to 2007, at the height of innovation, creativity and production, Gaming had reached a golden age in which it had revolutionized society. Hollywood Execs who had ruined the movie industry turned their attention to video games as a source of income since video games had outperformed movies in terms of profit. No one was concerned about gaming, much less diversity or inclusivity until it became profitable. This makes people like SBI look extremely disingenuous as they were not interested in gamers as a community with its own culture. They simply wanted to use it as another weapon in identity politics.
Microtransactions; the hidden enemy to gamer progress and inducer to mental laziness of our community. Microtransactions have been around for a long time; however, it has never been more potent and apparent than in recent years. It has aided in the dismantling and segregation of players on the ideology of FOMO (Fear of Missing Out) and has created another sub-culture of gamers who have no real drive to be better outside of how much money they put into the game. This has degraded our culture as well as we have become “fat” off transactional gaming but at the same time we have been “starved” of purposeful gaming where our achievements were our sustenance. I am not saying that microtransactions are bad, but when they are exploitative and predatorial like they have been and don’t give gamers room to grow, we become lethargic and unwilling to improve ourselves as gamers. Oversaturated microtransactional games are one of the many reasons why we have become complacent and unwilling to fight against the exploitative tactics used by big brand game companies such EA, Ubisoft, ActivisionBlizzard, NaughtyDog and so many other western business model companies. Western style games were not like this in the past, they had much more depth and actual effort put into them with the gamer in mind. This has not been the case for over a decade and our connection to western developers has been whittled down to just being transactional. That is one of the reasons why you see so many remasters and remakes in today’s gamer community. They have lost their willingness to improve as developers of games and simply accept corporate/share holder rules.
Game journalists also do not have any real integrity or purpose outside of being funded for their involvement in promoting IPG (Identity Political Games) in a positive light to the public whether it’s positively received or not. They are not interested in what we have to say, they all support the same agenda and that is why they are a dying breed. Within the next couple of years, they will be out of the job and more than likely they will not be able to stay in the industry giving how they have responded to past articles that have clearly been scripted on the premise of diversity and racism. Not only that, but most of them are also extremely hostile to the community as they stereotype and defame the individuals that are a part of the community they are supposed to serve. We have been mentally liberated from their lies and coercive tactics as we tend to laugh at their obvious attempt at virtue signaling while hiding their misdoings so that they can play the victim.
My gamer brothers & sisters, I would not suggest the following action that we must take now without good cause. I have weighed our options and the best option for us now is this…...CULTURAL SECESSION. Naturally this is a form of segregation where they would more than likely claim they are being segregated by the dominant culture of the gaming community but that is incorrect. For years now we have been the ones who are often marginalized and ostracized for the smaller portion of our community. And when we aren’t, we’re exploited for more funds so that these companies can stay in business only to subject us to low quality products that coincide with the “WOKE Agenda” that are often huge expenses to these big brands i.e. AAA/AAAA games that will eventually flop for its obvious forced diversity and bug infested product which will undoubtedly piss off the consumer to the point of wanting a refund. Losing copious amounts of capital and stock in the process, not to mention their reputation is permanently marred.
We must separate on every cultural level in terms of entertainment and ideology. We must reject everything from the west that promotes toxic western beliefs, practices, and exclusion from other cultures (i.e. Southeastern Countries such as Japan and Korea). Japan & Korea have been the targets of unjust discrimination from Western Developers, Western Journalists, Western Localizers (The Wokelizers) and Western Society Prejudice regarding their sense of aesthetics as Westerners hate the aesthetic sense of these countries. The reason why they resort to such base tactics isn’t just because it weaponizes the ideal female form but it’s also because they have deep-seated insecurities about their own looks so when they see attractive female characters, they use terms such as “unrealistic” or “hypersexualized” to establish the moral high ground. But the truth is, they want to feel superior to that which is ideal, so they insult and dehumanize this figure that portrays natural female beauty because they see it as an insult to their own social superiority in what they believe is a hierarchy of them being at the top of all other women. Because of this and so many contributing factors, their movies flop harder than the Fat Chocobo landing on a group of enemies and their games seismically fail just as much if not more. We must sever our connection to Western Developers, Publishers, and ALL Western-Centric Entertainment for they seek to mentally enslave us to their Xenophobic ideology.
Let’s define Western Culture and its traits. Western Culture/Society is composed of more than several different ideologies that work in unison with one another to facilitate dominance over multiple aspects of society. Business, Social, Political, Technological, and sometimes even Global Affairs are affected by these ideologies that portray a specific mindset of Western beliefs. What are those ideologies you ask?

• Perpetual Victimhood: By weaponizing the fact that they are marginalized and of a small portion of western society, they can push their agenda to absurd standards that ultimately ostracize the main demographic. And when companies don’t capitulate, they are labeled as anti-progressive/misogynist’s or cohorts of White Supremacy. They use this to cancel their targets and silence them through societal defamation to keep the public on their side. They also use this mindset to justify their own lack of self-agency as they tend to throw companies who do adhere to their demands but miserably fail to turn a profit under the bus so that they can maintain face in front of the public while denying their actual involvement. They will never accept “Sense of Agency” when it’s negative but will gladly accept it when a positive outcome shines on them as if they are entitled to it.

Official Wiki GamerGate Page)
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• Societal Terrorism: This is another form of ideology weaponization that they use in order to make companies “toe-the-line” with their agenda. By weaponizing cancel culture, they exert dominance over these companies but in exchange they also reimburse those companies with DEI & ESG funds that raise their credit score as well as having social status with the marginalized demographic. However; cancel culture has not succeeded in years and developers and publishers probably only want the money and the DEI ESG rating. But they have to maintain the image of having social economic power so that they can continue to strong-arm other developers into compliance and promoting financial benefits of DEI & ESG. In other words, if you are not for sale, they discredit and stigmatize you in the industry.

Asmongold Clips.
https://youtu.be/Iq86DnmX2xY
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• “Its not us, its you who’s wrong” Mentality: This mentality is especially annoying as they tend to use it to hide their incompetence. They often look down upon gamers who are not in the industry to hide their obvious lack of knowledge on game development thinking that their job title grants them special status that they believe gives them the right to be condescending. But the truth they never wanted revealed has already strangled their careers of all credibility. They were never GAMERS, they were INVADERS. Community Colonists that seek to indoctrinate next generational gamers into their hive-mind and brand previous generations of gamers as villains.

@GeeksandGamers
https://youtu.be/1HbrTkqQFuM
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• Double-standard Enforcement: By labeling something as “unrealistic” or “hypersexualized”, they can claim this is morally wrong if it promotes traditional dynamics between men and women. Heterosexual relationships are condemned while at the same time Same-sex relationships are praised. Additionally, heterosexual relationships with main white male characters turn antagonistic and spotlight stealing. This is deliberate as to promote the “Girl Boss” ideology to indoctrinate women into the Feminazi state of mind. While at the same time, should a male character also adopt the “I don’t need male/female” ideology its seen as Toxic Masculinity which isn’t even a real thing. The idea of a strong male character is taboo while enforcing strong female characters is the ideal.

@MugenLord
https://youtu.be/to5Uciy_yeg
@EndymionTv
https://youtu.be/7TPTR8-qmbk
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• Dehumanization/Demonization: This is something that most military branches use in order to remove conscious inhibitions such as mass slaughter is wrong or categorization. By enforcing ideologies to denounce humanity in certain targets, it deactivates your conscience by saying this is not human therefore its ethically okay to treat this target without compassion and deny the fact it has sentience. We gamers fall under this category for journalists, developers, companies and society at large. This is a tactic we are familiar with to an extent as it implies that we are not normal when we do not do what everybody else is doing. “Geeks are the worse” or “Nerds need to fall into a pit of lava” are verbal dehumanization forms that most people in society say and we as Gamers tend to be relegated to those categories. This is their way of imposing the social hierarchy on us by establishing superiority. We know this as Gamers as we see it very often in the games that we play and some times experience it in real life.

https://rationalwiki.org/wiki/Gamergate#The_end_of_their_relevance
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• Deflection/Projection: This is basic psychology 101. By redirecting the conversation away from their mistakes and back on to the opposing view to avert blame and justify their innocence they can avoid criticism. However; deflection is a CONSCIOUS decision, meaning they have no real argument to justify their incompetence. If you can consciously process the situation, you have self-agency which means you don’t have a legitimate excuse. Projection is something else entirely. Most times, Projection doesn’t work on conscious decisions rather it is automatically deployed when feeling threatened, anxious or both. Instead of accepting accountability for feelings or actions that are deemed socially unacceptable they accuse others of committing that unacceptable behavior thereby exonerating themselves and proving that those feelings and/or actions are not their own.

@TheTrentReport
https://youtu.be/bPIPSKruYRo
These traits are so nefarious and unconscionable that I have a hard time believing that anyone could harbor them. However, given the social, political, and economic climate that we are in, those in power who use their influence on controlling society most definitely possess these insidious traits. Everything that they do is all about control and since video games are the biggest market in the world, they want control over it and the communities built around it to accrue more wealth and to use that wealth to subjugate other cultures. Mainstream media is a tool as well as mainstream organizations and sites to help accomplish this goal.
The government recently announced its intentions towards what they believe is “GamerGate 2.0” and now even the ADL has made an official appearance, referring to gamers as “extremist’s”. We know EXACTLY what they are doing, and they aren’t even trying to hide it anymore because they don’t think we are aware of their motives. This is just a pretext for them to exert even more control and we know why, it’s because they want the influence we as a community have to must serve them. So here is what we do my fellow gamers-
“In light of recent events and years of mainstream stigma, we the members of the Global Gaming Community [GGC] must officially renounce ALL TIES to the corporate western video game market. We have been financially exploited through predatorial monetization schemes, pelted with numerous articles of disdain and intentional misrepresentation from game journalists, news outlets regarding us as dangerous individuals and, even subjected to inferior products not only riddled with bugs but also products meant to push political agendas. For the preservation of our community and its unique culture, apart from a few select game development studios we officially sever all connections to western owned video game companies & their mainstream affiliates. From this point onward, we will no longer support western corporate developers, journalists and publishers that do not coincide with the goals of our community.”
Naturally this is completely optional. If you are okay with the state of the gaming community as it is, feel free to ignore this. But if you wish for real change and a break away from oversaturated monetization in the games you play and the push for radical ideological reform, then you are in the right place. Lets sever these rotted miasmic ties once and for all so that our community can be preserved and made better for future gamers. If you agree with this, share it with whoever you think might be interested. The more gamers who get involved, the easier it will be for us to finally break free from mainstream game companies and their associates.

Mastering CompTIA Certifications: A Comprehensive Guide to Study Resources and Exam Preparation

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CompTIA certifications are a gold standard in the IT industry, offering a versatile range of certifications for IT professionals. With so many options, it's crucial to have a clear understanding of the study resources and exam preparation strategies to succeed. In this detailed guide, we'll delve into the world of CompTIA certifications, exploring the best study resources, exam formats, and expert tips to help you achieve your certification goals.
CompTIA Certification Overview:
CompTIA offers a tiered certification structure, comprising:

1. Core Certifications: Entry-level certifications covering IT fundamentals (A+, Network+, Security+).
2. Specialty Certifications: Mid-level certifications focusing on specific areas (CySA+, PenTest+, Cloud+).
3. Professional Certifications: Advanced certifications for experienced professionals (CASP+, CTT+).

Study Resources:

Official CompTIA Resources:

1. CompTIA Learning and Training: Download practice questions, exam objectives, and study guides.
2. Certification Study Guides and Books: CompTIA offers study guides in both ebook and print formats.
3. Online Learning Platform: Interactive online courses and study materials.
4. CompTIA Instructor Network: Find certified instructors for in-person training.

Free Study Resources:

1. CompTIA Free Practice Tests: Get free practice test questions for CompTIA certification exams.
2. Reddit Study Groups: Join online communities, like CompTIA_, to connect with others studying for the exam.
3. YouTube Study Channels: Channels like Professor Messer and CompTIA offer video study materials.
4. Open-source Study Guides: Community-created study guides and resources.

Paid Study Resources:

1. Udemy Courses: Comprehensive online courses covering various CompTIA certifications.
2. Pluralsight: Interactive online courses and study materials.
3. Study Guides and Books: Third-party study guides and books from publishers like Wiley and Sybex.
4. Online Training Providers: Companies like CBT Nuggets and ITProTV offer video training courses.

Exam Preparation Strategies:

1. Understand the Exam Format: Familiarize yourself with the exam format, question types, and time limits.
2. Create a Study Plan: Set aside dedicated time to study and review material.
3. Practice, Practice, Practice: The more you practice, the more confident you'll feel on exam day.
4. Use Flashcards: Flashcards can help you memorize key terms and concepts.
5. Join Online Communities: Connect with others studying for the exam to stay motivated and get help when needed.
6. Take Practice Exams: Assess your knowledge and identify areas for improvement.
7. Stay Up-to-Date: CompTIA certifications require renewal; stay current with industry developments.

CompTIA certifications are a valuable asset for IT professionals, and with the right study resources and exam preparation strategies, you can achieve your certification goals. Remember to stay focused, practice regularly, and join online communities for support. Good luck on your exam!
Additional Resources:

• CompTIA Certification Website
• CompTIA Study Guides
• CompTIA Free Practice Tests
• CompTIA Instructor Network
• Udemy Courses
• Pluralsight

If you are unable to pass your CompTIA Certification Exam, get paid help from Online Helpers at Hiraedu!
Contact Details for Hiraedu Helper:
WhatsApp: +1 (213) 594-5657
Call: +1 727 456 9641
Website: hiraedu. com
Email: [info@hiraedu](mailto:info@hiraedu). com
Join this community to stay updated!

Technically it's not just for children, but they're the most common category of dependent and most likely to benefit from *one* of the plans. It zeroes out tuition, it does not cover other expenses.
I just learned that California shifted its income-eligibility status (under Plan B) to a state-level poverty wage, rather than a federal-level poverty wage. This is a shift from something like a ~$15k annual limit for the child, to a ~$20k annual limit, and will increase as California's Franchise Tax Board revises.
One HUGE advantage of this program is that it does not require the VETERAN to live in California, which is a lot more flexible, than, say, Washington's. This is based on the residency of the DEPENDENT.
I told a friend about this when I was using my GI Bill, and by the next week not only did she zero out her future law school tuition, she got a refund on the amount she had already paid. She later ran into difficulties using this with an MBA program, because there was confusion over what it covers. It apparently covers "academic" programs, which includes full-time MBA studies, but does not cover "self-funded" or "professional" programs like the part-time MBA programs. So, her parent's sacrifices *only* covered a law degree.
Three useful links for you and your dependents to assess:
California College Fee Waiver, to explain in further detail (I'll copy-past the content of this here, but it may update) https://www.calvet.ca.gov/VetServices/Pages/College-Fee-Waiver.aspx
How a Dependent would to establish residency in California for Education purposes (TLDR: 366 days, intent to permanently stay):
https://www.ucop.edu/residency/establishing-residency.html
California Income Eligiblity Limits for Plan B (looks like $21,561 for 2024 based off 2023 numbers): https://www.ftb.ca.gov/file/personal/residency-status/index.html

College Fee Waiver

​​​The College Fee Waiver for Veteran Dependents benefit waives mandatory system-wide tuition and fees at any State of California Community College, California State University, or University of California campus. This program does not cover the expense of books, parking or room and board. There are four plans under which dependents of Veterans may be eligible.

Plan A

• The unmarried child of a Veteran who is totally service-connected disabled or whose death was officially rated as service-connected is eligible. The child must be over 14 years old and under 27 years old to be eligible. If the child is a Veteran, then the age limit is extended to age 30;
• The spouse of a wartime Veteran who is totally service-connected disabled is eligible. There are no age limit restrictions;
• The unmarried surviving spouse of a wartime Veteran whose death has been rated as service-connected is eligible. There are no age limit restrictions;
• Any dependent of any Veteran who has been declared missing in action, captured in the line of duty by hostile forces, or forcibly detained or interned in the line of duty by a foreign government or power is eligible.

The Veteran must have served at least one day of active duty during a period of war as declared by the U.S. Congress, or during any time in which the Veteran was awarded a campaign or expeditionary medal. Concurrent receipt of benefits under Plan A and VA Chapter 35 benefits is prohibited. To receive benefits under Plan A, a dependent must sign an "Election To Receive College Waiver Benefits" statement acknowledging this fact. There are no income restrictions under this plan. To be eligible, the event which caused basic entitlement to benefits (i.e., the date the Veteran died of service-connected causes or the date the military or United States Department of Veterans Affairs (USDVA) rated the Veteran as totally disabled as a result of service-connected disabilities) must have occurred prior to the child's 21st birthday.

Plan B

The child of a Veteran who has a service-connected disability, or had a service-connected disability at the time of death, or died of service-related causes is eligible. The child's annual income, which includes the child's adjusted gross income, plus the value of support provided by a parent, may not exceed the annual income limit. The current academic year entitlement is based upon the previous calendar year's annual income. Under Plan B, wartime service is not required and there are no specific age requirements. Children are the only dependents eligible under this plan. There is no prohibition against receiving concurrent VA Chapter 35 benefits.

Plan C

Any dependent of any member of the California National Guard, who in the line of duty while on active service to the state, was killed, died of a disability resulting from an event that occurred while in active service to the state, or is permanently disabled as a result of an event that occurred while in the service to the state is eligible. Surviving spouses who have not remarried are also eligible.
"Active service to the state," for the purpose of this benefit, means a member of the California National Guard activated pursuant to Section 146 of the Military and Veterans Code. A copy of those orders pursuant to Section 146, not Section 143, must be furnished to establish eligibility.

Plan D

Medal of Honor recipients and children of Medal of Honor recipients under the age of 27 may qualify. Benefits under Plan D are limited to undergraduate studies only, and applicants are subject to both income and age restrictions. There is no prohibition against receiving concurrent VA Chapter 35 benefits.

Notes:

• All applicants must meet California residency requirements as per the schools requirements.
• If eligibility criteria is met, use of the College Waiver for Veterans Dependents may be applied to state-support programs in the CCC, CSU, and UC systems. Some academic programs at these institutions that are considered self-supported, commonly referred to as extension courses or extended education are not required to apply the College Fee Waiver because these courses, degrees, and certificates are neither funded by the state nor are they system-wide programs. Veterans dependents using this waiver should research their academic programs thoroughly before applying to the college or university.
• Education Code, Section 66025.3 does not provide the authority to grant College Fee Waiver benefits retroactively. However, an exception exists relating to applications received under the provisions of Military and Veterans Code Section 890.3(a)(1). The law permits retroactive fee waiver benefits when an application is denied solely due to the fact that the Veteran has a claim pending with the USDVA for service connected disability or death benefits, but the claim has yet to be awarded, and in the future the USDVA adjudicates a service connected rating. The Veteran or student must have applied for the College Fee Waiver during each academic year in which they are seeking the benefit; the application will be denied due to no service connected disability. Once the Veteran has been awarded service connected disability rating, bring the VA notification letter and denial letter(s) back to the CVSO for review.
• If you are a child of a Veteran, you must attach Verification of Dependency. Acceptable verifications include, but are not limited to, a Birth Certificate, Adoption Records or Marriage Certificate. Those seeking status as an Adopted Child or as a Stepchild must have entered into such status prior to the child's 23th Birthday.
• Effective January 1, 2024 Plan B applicant income, which includes the student's adjusted gross income for the prior year plus the value of any support received from a parent, will no longer be measured against the federal poverty threshold limit when making a fee waiver eligibility determination. Instead, beginning with Academic Year 2024-25, the student's income will not be allowed to exceed the STATE poverty level as published in the resident requirement filing chart found on the Franchise Tax Board website. This change was brought about when AB 1745, Soria. Public postsecondary education: veterans: waiver of mandatory systemwide tuition and fees, was signed into law by Governor Newsom. This represents a substantial change to the program as the State poverty threshold limit is significantly higher than the federal poverty threshold limit. For example, in 2023 the State threshold was $20,913, while the federal threshold was $15,225. ​

I have a web component library which is built using Lit. We validate our lit html templates using lit-analyzer: https://github.com/runem/lit-analyzer
This checks all inputs are expected and are of the expected type. We therefore have confidence to rename and reactor properties and be notified if we haven't caught all usages of what we've refactored. This is similar to angular's type checking.
This works internally to the web component library. What I'm looking for is something that validates web component usages from within a consuming application via a GitHub action. I want to be able to confirm all elements starting with a known namespace have no unexpected attributes and all input values have expected types.
The web component library publishes a custom elements manifest file. I'd hoped to find an eslint plugin which would consume this but haven't been successful. Has anyone achieved something like this before? https://custom-elements-manifest.open-wc.org/
My target application is an Angular app if that's any use.

UPDATE: Thank you everyone for all the information! I did report it and let them know the whole story, and they just had me send the updated form with proof of the marriage certificate. I know I was freaking out over nothing, but I am always worried about losing my clearance as I've heard some horror stories.
You guys were all really helpful, and I really appreciate all your responses. Thank you, and have a great day!
Throwaway account because I'm actually pretty scared right now, and I don't know what to do.
Background: I've had a clearance for ten years, and every single security person has told me something different. When I was stationed overseas, I was told by my security I didn't have to report all the overseas trips I was taking because they were all in my AOR. Then when I went to update my sf-86 and they asked me why I didn't report the overseas trips, I told them simply what I as told by the military, and no further questions were asked.
So I've been out of the military for a while and still work in the classified world. I got married in 2021 (to a U.S. Citizen, no foreign stuff involved) and reported it to my company HR, but that's about it. I just assumed that HR would let my security people know, and I didn't do anything else about it.
I know I'm a big DUMB DUMB, but I truly didn't know I had to report it to my security as well because I really thought they were connected.
What do I do? Self-report? Admit my dumb dumb-ness?
What will happen? Do I get in trouble? Do I lose my clearance?
I'm freaking out. My security team is not known for being the greatest.
Anything helps. Thanks!

Hi everyone! We're excited to announce that our reactive web UI framework is now public. This project has been in the works for quite some time, and we're excited to share it with you. Feel free to check it out and share your feedback!

• GitHub
• Website

There is a short coding GIF on GitHub.

What My Project Does

Rio is a brand new GUI framework designed to let you create modern web apps with just a few lines of Python. Our goal is to simplify web and app development, allowing you to focus on what matters most instead of getting stuck on complicated user interface details.
We achieve this by adhering to the core principles of Python that we all know and love. Python is meant to be simple and concise, and Rio embodies this philosophy. There's no need to learn additional languages like HTML, CSS, or JavaScript, as all UI, logic, components, and even layout are managed entirely in Python. Moreover, there's no separation between front-end and back-end; Rio transparently handles all communication for you.

Target Audience

Rio is perfect for data scientists who want to create web apps without learning new languages. With Rio, it's easy to create interactive apps that let stakeholders explore results and give feedback, so you can stay focused on your data analysis and model development. Plus, Rio offers more flexibility than frameworks like Gradio or Streamlit, giving you greater control over your app's functionality and design.

Showcase

Rio doesn't just serve HTML templates like you might be used to from frameworks like Flask. In Rio you define components as simple dataclasses with a React/Flutter style build method. Rio continuously watches your attributes for changes and updates the UI as necessary.

class MyComponent(rio.Component): clicks: int = 0 def _on_press(self) -> None: self.clicks += 1 def build(self) -> rio.Component: return rio.Column( rio.Button('Click me', on_press=self._on_press), rio.Text(f'You clicked the button {self.clicks} time(s)'), ) app = rio.App(build=MyComponent) app.run_in_browser() 

Notice how there is no need for any explicit HTTP requests. In fact there isn't even a distinction between frontend and backend. Rio handles all communication transparently for you. Unlike ancient libraries like tkinter, Rio ships with over 50 builtin components in Google's Material Design. Moreover the same exact codebase can be used for both local apps and websites.

Key Features

• Full-Stack Web Development: Rio handles front-end and backend for you. In fact, you won't even notice they exist. Create your UI, and Rio will take care of the rest.
• Python Native: Rio apps are written in 100% Python, meaning you don't need to write a single line of CSS or JavaScript.
• Modern Python: We embrace modern Python features, such as type annotations and asynchrony. This keeps your code clean and maintainable, and helps your code editor help you out with code completions and type checking.
• Python Debugger Compatible: Since Rio runs on Python, you can connect directly to the running process with a debugger. This makes it easy to identify and fix bugs in your code.
• Declarative Interface: Rio apps are built using reusable components, inspired by react, flutter & vue. They're declaratively combined to create modular and maintainable UIs.
• Batteries included: Over 50 builtin components based on Google's Material Design

We welcome your thoughts and questions in the comments! If you like the project, please give it a star on GitHub to show your support and help us continue improving it.

Just barely 20F, married, in the military, living with a wonderful partner in a wonderful area and I have a decent job.
I've basically been living in fight/flight mode until I joined the military and got stationed in a nice, relaxing area away from my abusive mother and ex. Before the military, I was on-top of my fitness and eating habits. I was more disciplined, cleaner, neater, and I was able to make the most out of what little I had back then. I was in a bad place in the bigger picture, but in terms of health and discipline I feel like I was way better than I am now.
Now it's like, I'm living super comfortably and I have no idea how to act. I know what I need to do to take care of myself and I have spurts where I do really well and feel way better, but then I will fall into modes where nothing interests me, I can't get myself to do anything, I can't get myself to focus on anything, I can't cook after work or clean or do much of anything but lay in bed and scroll on my phone, and I really hate it.
I'm trying to get tested for ADHD but it's a long process due to being in the military and I don't know how soon I'll be able to get treatment. Or even if I qualify.
I don't know how to get back into the person I was before the military. My job isn't that intensive, but I feel like I have some sort of executive disfunction and nothing interests me, or even when things do interest me I have to REALLY force myself to get up and do something. There's a lot I'd like to be doing and I feel like it's so hard to get myself to do it. I feel like I'm floating through life, eating whatever, doing whatever, and not achieving anything even though I've already changed so much in such a short time. I want to continue to change. I want to continue to evolve and enjoy the life I am choosing to live.
I want to learn how to use makeup, learn how to dress myself, learn how to get back into the gym consistently, get back into bike riding, hiking, yoga, journaling, etc etc. All of these things I genuinely enjoy doing and idk why I get into these slumps.
How can I take these steps to improve myself? I don't want to become a lazy adult who just lets herself go.

Many thanks to u/LieutenantRayne for helping my learn about the DLC through their guides.
What you'll get from this guide: Great economy, great living standards, victory in Verdosam, a new alliance with Derdia and Morella, a new wife (the inferior romance choice but alas), a new heir, reunification of the peninsula without war (no torturing Axel, sad!), the grace of god and ultimate political power.
Achievements you'll get: Prologue, chapter stuff, Great Unification, Intermekopum alliance, Wruceh's Second Coming, True Master of Crisis (unsure about that one), Glovurius axa Rizia axa Pales, The Prince, Fall from GRACE, Domineering, Mine All Mine, Ready To Love Again, Case Closed, My Rule Continues, Game Of Spoons or Two Birds for Beatrice, So It Is and Make Yourself Great Again.
Notes: Be polite even to your enemies and say Halaita alot.
PROLOGUE - Visit family in Zille, close friebds with Pabel, university (+1B), crackdown on traitors (+1A), rebuild (+1B), truly love your wife, family got in the way of work, vacation with wife and daughter, solace in faith, meet duke and agree with him, lie to dad, don't tell anything to your father, gold and tax focus (+2B and +1B per turn). Absolutism, Diversify (+1B), Third Way and no military spending (+1B).
TURN 1: A(8/+3) B(11/+6) E(3/+1).
Decrees=> Sovereign Transition and Clemency (-1A), Raise base income tax (-2A, +1B per turn), Geological Survey (-2A, -2B), Zpana Dam (-2A, -5B, 4T to complete, +3E per turn on completion) and Expand Esqiris Gas Field (-1A, -3B, 3T to complete, +2E per turn on completion).
Events=> No speech at coronation, allow vina in the council, small parade at Port Drazon, host concert (-1B), no sanctuaries restoration :( and football auto-skips due to lack of budget.
TURN 2: A(3/+3) B(7/+7) E(4/+1).
Decrees=> Housing for the poor (-1A, -1B) and Build Qalus Gold Mine (-1A ,-3B).
Events=> Oil dries up, trade talks with Sordland (invite Elena): Accept alcohol deal "is there a way to rephrase this?" accept resort deal "less gaudy", investigate dad's death thanks to Pabel (leave him out of the suspects), donate to Arufelde (-1B, makes dealing with Morella easier), build statues of all the family (-1B, +1A), in the hunt go with Hugo but tell him Vina and Rico are cousins after that go back with your daughter, ignore commie propaganda (we need to get in Hegel's good side) and be polite with Smolak regime.
TURN 3: A(5/+3) B(8/+7) E(4/+0).
Decrees=> Monqiz Port and Naval Expansion (-1A, -3B, 2T to complete, -1E per turn on completion) and Sallabes Consumer Park (-2A, -2B, 2T to complete, -1E per turn on completion).
Events=> Fund Golden Guard and focus on Su Omina (-3B), denounce Su Omina, accept Rumburg MAXIMUM energy deal (-3E, +2B and -2E per turn), deny police transfer to idiot Rico, tell manus to fuck off and don't let him dance with Vina, allow safe passage for Goldoncondists, rizz Lucita up (grab ger hand, don't le go etc) and refuse deal with Rusty but have lunch with him.
TURN 4: A(6/+4) B(9/+9) E(0/+0).
Decrees=> Build Tank Factory (-3A, -4B/ ONLY AFTER WINE TRADE SOARS!!!)
Events=> Disperse protests by force (+1A), Pales Stuff: Say u wanna talk to Axel and DON'T initiate blockade - Say to him to keep the field in exchange for something, "don't let hostility colour the negotiations", "predecessors were out of line", "caught between superpowers", "how big of a parachute?" - Pay what he asks and tell him about your daughter (-5B, -3B per turn and +3E per turn later), send 500 equipment abd 50 support vehicles to Verdosam, tell Alvarez to fuck off - at the AN meeting: don't interrupt Smolak, applaud him politely, don't applaud Lespia, don't confront Hegel, Speech: "Honor to adress assembly", focus on unity, Smolak is being understandable and you'll count with his transparency, "Morella looking is east is understandable", offer help to Morella, say a compromise with religious travellers is possible, "regarding Pales", "golden age" and "end cycle of violence" - attend H.o.D and give rights to all workers (-2B, -1B per turn, industrial power weakened), NO Wehlen cooperation (We won't get Smolak in the alliance but he's an asshole anyways), wine trade soars (+2B) - Wine Event Speech: "fruits of our lands", "yes, even Sords", "doubts about stability", "with your help", "proud son of Valenqiris", "richly rewarded", "rise a glass to a reunited Rizia" and "you're here to drink wine" - Invite Lucita to open the bottle, rizz her up, say good night to staff, play drinking game (No Pablo), get something to wrong to gwt drunk, say you're lonely. If things goes right Lucita will knock on your door and have sex with you,. Sordland Investment auto-skips (no money).
TURN 5: A(8/+4) B(5/+5) E(0/+1)
Decrees=> Build Military Eq. Factory (-1A, -2B), Build Support Vehicles Factory (-2A, -3B), Sell 1st Batch of Military Eq. (+2B/ immediatly AFTER football auto-skips AKA after Hegel's Call) and enforce Wruceh education (-3A).
Events=> Agreement with Wehlen: *Import Oil and Medicine, *Export Wine and Small Arms, *Aid against BFF, *Ban Bluds and *Grant Wehzeks equal rights to work. Fund no organization in Zille, continue investigating Du Omina (-1A) and ask about Iza and give control to Lucita, tell Titus to look into Hugo, Football auto-skips :), complain to Hegel about the late hour so you can cut Lespia out for ships, be polite to Alma and DON'T eat the cookies (they're horrible), tell her about spliting Lespia's shares 50-50 between you and Morella, at plane - Speak with Derdia, Energy Agreement and Pollution reparations (-1B/ Make sure to do this in the plane to get the toy bird), Vina diplomatic envoy, send sordish tourists back home, Gas Field meeting - Tell Vina to be diplomatic envoy, "Absolutely not!", "single", "handsome" - Scrap Boat (-1A).
TURN 6: A(4/+3) B(8/+7) E(4/+4).
Decrees=> Enact investment in Public Transport (-2A, -3B, 1E/ FIRST THING TO DO AT THE START OF THE TURN! If u don't u get transport crisis), Excavation of Topes (-2A, -2B, 2T to complete) and Medium Energy Sale (-3E, +2B/ AFTER council meeting to avoid energy crisis - always one step ahead of Torpor).
Events=> Massive Global Media Campaign (-3B/ SUPER IMPORTANT!), send 1 infantry div. to confederacy, DON'T start war, Axel talk - Shake hand, don't interrupt, "peace", "peaceful resolution", let soldiers leave immediatly, "i do not underestimate the gravity", "what would we gain?", "I'm starting to suspect that", "someone else", "Lespia", "this is precisely the point", "why wouldn't he?" and "anything for peace"(-1B), sign paper and talk about cooperation and friendship (+6E, +6E per turn).
TURN 7: A(3/+3) B(8/+8) E(13/+7)
Decrees=> Abolish Blasphemy Law(-3A/ SUPER IMPORTANT).
Events=> Invite Sal to H.o.D, don't fund Zille, Grand Wiseman Talks - Let Titus fight don't talk to him or interrupt him, Trade deal (-2E, +2E per turn) and mediation with Morella - Send 1 ship and 1 sub to confederacy, Hugo will tell Toras are happy, order Manus arrest, rid Rico of his title put Iza under your control, tell Hugo you're but that's it, improve enviroment (-3B), Azaros and Lucita will be happy, go to private lounge with her.
TURN 8: A(6/+7) B(16/+9) E(13/0).
Decrees=> Increase Health and Education Funds (-2A, -3B), Tenant Protection Laws (-2A, -1B), Remove Provincial Police and Levy Obligation (-8A, -2B/ SUPER IMPORTANT/ Do it AFTER meditation investment/ U get enough authority for it through the dissolution of the H.o.D) and Small Energy Sale (-1E, +1B/ Necessary to remove Provincial Levy Obligation).
Events=> Host banquets to celebrate victory (+2A,-2B,+2B per turn), don't reveal Lespia evil doings to the world, be polite to drunk Alvarez and reveal the your findings at the end of the conversation so he can offer a deal to arrest Rusty - take it, arrest Rusty, nationalize his assets by buying shares (-2B), invest in renewable energy (-3B), welcome brave sailors back home, invest 1A in Derdia-Morella talks (SUPER IMPORTANT), close H.o.D (+A), -3B for Intermekopum, (SUPER IMPORTANT) , Smolak will ask the AN for a referendum, AN Stuff - Vote Nay to island claim, interrupt smolak bullshit speech, in your own speech talk about the importance of treaties, how bad people are treated by Wehlen, how Wehlen doesn't respect democracy and that Weheln wants to stela land, if done correctly AN will vote against referendum and you'll get Zille back (hooray!) - Talk to Vina about marriage with Axel respect her but tell this is the best for Rizia - she'll say yes :) - don't give ring her so u can give to Lucita, marry Lucita through Sal, be polite at the weeding and reveal your own with Lucita (Taddeus Azaro will have an orgasm).
TURN 9: A(9/+9) B(11/+10) E(12/-1)
Decrees=> lower conscription to 18 (-2A, -2B, +1000 men) and Launch Anti-Narcotis Campaign (-1A, -1B/ reduces tourism and doesn't last. Now is the best time).
Events=> Derdia-Morella Talks: offer -250 men, vote yes to new MITZ, offer -5E for Intermekopum (alliance formed +10A), Accept aid from Valgsland (+2B), leave Grace (middle finger if Sordland Save or correct spoon shit), Zille is returned! Give it to yourself (Great Living Standards + Cucked Sazons = No unrest), Wruceh Guardians (-1B) and Pales Unification Plans (-2B).
TURN 10: A(15/+19) B(17/+9) E(8/+1).
Decrees=> Expanded Border Guards (-2A, -1B/ Now because it reduces tourism and it's one less red modifier).
Events=> In the meeting with Titus say Luciat is innocent, declare that Hugo is guilty but just keep an eye on him (he's loyal and much better than his smooth-brained son), execute Manus and Rusty for all to see, drink with Axel and reassure that palensians will be respected, declare Theocracy, make your son the heir to get achievement and Azaros on thw jubilee, finally, enjoy becoming Rizia's Lisan Al Gaib and lead your people to paradise.
Hope you enjoyed the guide! I might make one for a reformist + Pabel romance run. No promises though.

Open-source GitHub Repo Paper Describing the Process
Aside: If you want to take the course I did online, the full course is available for free on YouTube.
When I was a graduate student at Carnegie Mellon University, I took this course called Intro to Deep Learning. Don't let the name of this course fool you; it was absolutely one of the hardest and most interesting classes I've taken in my entire life. In that class, I fully learned what "AI" actually means. I learned how to create state-of-the-art AI algorithms – including training them from scratch using AWS EC2 clusters.
But, I loved it. At this time, I was also a trader. I had aspirations of creating AI-Powered bots that would execute trades for me.
And I had heard of "reinforcement learning" before.. I took an online course at the University of Alberta and received a certificate. But I hadn't worked with "Deep Reinforcement Learning" – combining our most powerful AI algorithm (deep learning) with reinforcement learning
So, when my Intro to Deep Learning class had a final project in which I could create whatever I wanted, I decided to make a Deep Reinforcement Learning Trading Bot.

Background: What is Deep Reinforcement Learning

Deep Reinforcement Learning (DRL) involves a series of structured steps that enable a computer program, or agent, to learn optimal actions within a given environment through a process of trial and error. Here’s a concise breakdown:

1. Initialize: Start with an agent that has no knowledge of the environment, which could be anything from a game interface to financial markets.
2. Observe: The agent observes the current state of the environment, such as stock prices or a game screen.
3. Decide: Using its current policy, which initially might be random, the agent selects an action to perform.
4. Act and Transition: The agent performs the action, causing the environment to change and generate a new state, along with a reward (positive or negative).
5. Receive Reward: Rewards inform the agent about the effectiveness of its action in achieving its goals.
6. Learn: The agent updates its policy using the experience (initial state, action, reward, new state), typically employing algorithms like Q-learning or policy gradients to refine decision-making towards actions that yield higher returns.
7. Iterate: This cycle repeats, with the agent continually refining its policy to maximize cumulative rewards.

This iterative learning approach allows DRL agents to evolve from novice to expert, mastering complex decision-making tasks by optimizing actions based on direct interaction with their environment.

How I applied it to the stock market

My team implemented a series of algorithms that modeled financial markets as a deep reinforcement learning problem. While I won't be super technical in this post, you can read exactly what we did here. Some of the interesting experiments we tried included using convolutional neural networks to generate graphs, and use the images as features for the model.
However, despite the complexity of the models we built, none of the models were able to develop a trading strategy on SPY that outperformed Buy and Hold.
I'll admit the code is very ugly (we were scramming to find something we could write in our paper and didn't focus on code quality). But if people here are interested in AI beyond Large Language Models, I think this would be an interesting read.
Open-source GitHub Repo Paper Describing the Process
Happy to get questions on what I learned throughout the experience!