Security Analysis

**[Bitcoin District](https://bitcoindistrict.org/)** is a community of Bitcoiners living & working in the greater DMV metro area. Join us for an after-work happy hour at [WHINO](https://www.whinova.com/) where we'll talk about what's happening in the world of Bitcoin. We highly encourage anyone new to Bitcoin or just a little curious to come and ask questions... don't be shy! 🚗 Daily, 24-hour parking at Ballston Public Parking Garage at 627 N. Glebe Rd ($1 after 6 pm for the whole night). There is also street parking along Wilson Blvd. 🚆 METRO: From Ballston-MU Metro, walk south on N Stuart St one block. **Our events are Bitcoin-focused, and we avoid discussing other cryptocurrencies & tokens. Nothing discussed during this meetup is financial advice. Always do your own research.**

Join us on **Tuesday, February 10, 2026,** for our next **Loudoun CyberTech Event** at **Honor Brewing Company** at **42604 Trade West Dr, Sterling, VA 20166**! Want a custom name tag to enhance your networking opportunities? Register here and yours will be ready at the door: https://share.hsforms.com/1nxjC-D1RQISSo6DBxjhJ4wdwxz1 Please join us for an evening with **David Beabou**t to explore what success actually looks like in a cyber community! Expect a lively, interactive conversation grounded in real world experience, shared learning, and practical insights. With over 17 years in cybersecurity and national security, **David Beabout** brings a rare blend of operational depth and executive leadership, currently serving as **Deputy Global CISO at NTT Security Holding**s, with prior experience at **Deloitte, Booz Allen**, and **U.S. Army Counterintelligence.** He has advised C-Suite leaders and government partners to rearchitect threat intelligence across 900+ companies worldwide and actively gives back through board service with **NightDragon** and as an advisor to **The Cyber Guild.** Bring your ideas, your perspective, and your energy for an engaging February session! **Agenda** 5:30 Social hour and networking begins 6:00 Welcome 6:15 Conversation with **David Beabout** 7:00 Open Mic & Networking Continues 7:30 Adjourn

We’re excited to bring the community together for an evening of learning and connection. This time, we'll have a community member sharing a use case and, as usual, an Elastic employee sharing their expertise as well. Come support your fellow developers, learn something new, and meet others who are passionate about search, observability, and security. **Date and Time:** Tuesday, February, 10th from 5:30-7:30 pm EDT **Location:** Elastic Arlington Office - 4100 Fairfax Drive, Ste 500, Arlington, VA 22203 **Agenda:** * 5:30 pm: Doors open; say hi, grab a seat, and eat some food. * 6:00 pm: "Streaming Context: Powering Semantic Search with Kafka and Elasticsearch", by Sandon Jacobs, Developer Advocate at Confluent * 6:30 pm: Q&A * 6:40 pm: "Agent Builder: Providing Relevant Context for Data Driven Agents", by Joe Gentsch, Senior Solutions Architect at Elastic * 7:10 pm: Q&A * 7:20-7:30 pm: Networking & refreshments **Talk Abstracts:** **"Streaming Context: Powering Semantic Search with Kafka and Elasticsearch"** As the de facto platform for event streaming, we’ve seen how data from Apache Kafka can easily empower basic keyword search. But let's be real, modern semantic search applications need *context* to interpret the real meaning and intent of a user's query. We could wait around for the next batch job to kick off and provide that context... *or* we could serve it up in near real-time right from our data streams. In this talk, we'll discuss how to leverage data streams from Kafka to power much smarter semantic search with Elasticsearch. We’ll follow a simple event from a Kafka topic and see how it transforms into a powerful vector embedding. Then, we’ll see this whole flow in action using a k-Nearest Neighbor search to instantly find similar items in milliseconds. While my code examples will be in Java or Kotlin using the Spring Boot and Spring AI ecosystem, FEAR NOT! The core concepts—getting data into a vector format via a stream—are totally language agnostic. Join us to grab a few practical ideas you can take and use in your next project! **"Agent Builder: Providing Relevant Context for Data Driven Agents"** What are agents? What is context engineering? Join us as we dive into the importance of context engineering for providing relevant information to agents, and how to build grounded agents using Elastic Agent Builder. **Parking:** * The building’s parking garage is operated by Colonial Parking and is located off N. Randolph Street * Book a spot on[ SpotHero](https://spothero.com/search?kind=address&latitude=38.8818514&longitude=-77.1095268&search_string=4100+Fairfax+Dr+%23500%2C+Arlington%2C+VA+22203%2C+USA) * A Metro Station is located across the street

**Agenda :** * 4.30 to 4.45 PM ET: Food and Networking * 4.45 to 5.30 PM ET: "Practical Applications of Model Context Protocol (MCP) (Feb 2026 Edition)" Hello Everyone! Please join us for our Feb 10th edition of the AI-ML MeetUp. **Please note this is an in-person meeting and light refreshments/food will be provided.** **Title:** Practical Applications of Model Context Protocol (MCP) (Feb 2026 Edition) **Description:** This session explores how the Model Context Protocol (MCP) can be used to connect AI models with real-world tools and data. Attendees will learn practical patterns for implementing MCP in production workflows and applications. Through examples and use cases, the session highlights how MCP enables more capable, context-aware AI systems. **Location:** The meeting will be hosted in the Applied Information Sciences ( AIS ) office in Reston, at 11440 Commerce Park Dr # 600 · Reston, VA. The location is also right off the Silver Line metro's Wiehle-Reston Metro Station. **Parking:** Parking is paid and can be validated at the AIS office reception. We will meet in Room Lake Anne. We hope to see you all there!!!!

We’re excited to continue building AI in Practice with our monthly social! 🎉 Each month, we’ll host an informal happy hour and dinner at Upside on Moore in Rosslyn. Come join fellow AI builders, professionals, and curious minds for a relaxed evening of conversation, connection, and community. Whether you’re working on AI systems, advising on responsible adoption, or just interested in how AI is shaping law, compliance, finance, healthcare, defense, software, mission-driven organizations, or public service — this is a chance to meet like-minded people and help shape what this community becomes. 🍸 Drinks and food are available for purchase at the venue. 🤝 No formal agenda — just introductions, networking, and sharing what excites us about AI in practice. We’re so grateful for the early enthusiasm, and we look forward to seeing you each month as this community grows! **Date, Time & Location** 5:30 PM – 7:30 PM Thursday 23 October 2025 Upside on Moore 1831 Moore Street Arlington, VA 22209

### **What’s Unhappy Hour Breathwork, you ask? It’s our conscious breathing session to embrace our discomfort, sip some soothing tea, and dive deep into the beautiful chaos that is our childhood trauma, daddy issues, mommy issues, work stress, and those oh-so-fun failed relationships. Think of it as a cozy gathering where we can unpack our baggage together, all while sharing a laugh or two (or maybe a few tears).** Let’s be real life isn’t always sunshine and rainbows, and that’s perfectly okay.**We will give ourselves permission to be gloriously miserable for a full 90 minutes to** release the weight of our struggles. By using our own conscious breathing we’ll transform our experiences into something powerful and healing. Session will end with a soothing sound bath. Tea will be provided! Mark your calendars for this weekly dose of camaraderie and self-discovery. **What is Breathwork?** Breathwork falls under an umbrella term with many different marketing names and techniques. For this session we will be focusing in one technique while laying down on our back. This is NOT your typical relaxing breathing and it DOES NOT INVOLVE ANY YOGA movement. Breathwork takes us deep into the subconscious mind to make necessary changes and improve our lives by releasing emotional baggage and healing emotional wounds. When we tap into deep states of consciousness emotional release may take the shape of crying, laughing, even screaming. Many people like to call it years of therapy in one single session. It is very common to experience moments of clarity, bliss and many Aha moments during this session. Each person will experience something different with every session. All you need is an open mind and your own breathing to achieve results with no prior experience. Please note breathwork cautions before booking. **What you may experience during this session:** -Deep healing of emotional wounds, grief and traumas -Ability to connect to your higher self, Ancestors and the divine -Release anxiety -Improve emotional balance -Increased feelings of joy, happiness, and inner peace -Ability to create self-love and improve relationships **What to bring:** -Your own water bottle -A pen and notebook -A Yoga mat (or use one at the studio) -A blanket ( or use one at the studio) -Eye mask (if you have one) -Comfortable clothes to breathe and lay down **About Jenny Perez Curandera:** Jenny is a Curandera Shamanic Healer born into the Curanderismo Tradition. Her core values are to LIVE IN HARMONY with great spirit, the elements, nature, animals and people. DO NO HARM TO OTHER PEOPLE, PLANTS OR ANIMALS. In the traditional Curanderismo that Jenny practices the foundation is LOVE AND RESPECT to the spirit world, towards animals,plants, people,free will and the elders who guard the curanderismo tradition (Los Abulitos de la tradicion). Private bookings are available for ancestral healings,energy clearing , energy balancing and tarot readings. If you would like to book a private energy session or tarot reading before/after breathwork send an email to [healing@curanderasheart.com](mailto:healing@curanderasheart.com) or text (703)531-7046 ( Visit our site for more information on our upcoming ancestral healing ceremonies, trauma release ceremonies, cacao ceremonies, full moon ceremonies, women circles, breathwork sessions and energy clearing ceremonies to bring balance to mind, body and spirit) Stay connected via IG @curanderasheart **Address: Address: 5852 Washington Blvd unit#5 Arlington VA 22205 (We are located on the second floor above trade roots coffee shop. Must enter on the side of the building and go upstairs) Our studio is located in the westover village in Arlignton VA a walkable neighborhood with plenty of street parking.(Please arrive early to set up your spot we will start on time, space is limited allowing all of our events to have an intimate vibe)** **Energy Exchange: $60** **Time: Tuesday 6pm-7:30pm** **(Space is limited make sure to register early and read breathwork cautions. Please arrive early to set up your spot we will start on time)** **Info: [Healing@curanderasheart.com](mailto:Healing@curanderasheart.com) call or text (703)531-7046** ### **CAUTION: BREATHWORK IS NOT ADVISED FOR persons with severe mental illness or seizure disorders or for persons using major medications. Pregnant women are advised against practicing Breathwork without first consulting and getting approval from their primary care physician. Breathwork can result in intense physical and emotional release. Therefore it is not advised for persons with a history of cardiovascular disease, osteoporosis, or significant recent physical injuries or surgery.** ### **Cancellation Policy: There are no refunds for missed or canceled reservations\*\*\*\***

**🐍 🛢️ How To Sell Snake Oil (& Your Best Ideas)** Persuasive Speech Patterns with Dr. Ed Tori ***‼️In person at room 401-D at the Martin Luther King Jr. Memorial Library, 901 G St NW, Washington, DC*** **How do you get your ideas to land?** Have you ever heard phrases like “there’s no buy-in,” “they’re resistant,” or “this group will not move.” But what if resistance is not the problem? What if the issue is the way we communicate? In this lively, participatory workshop, **Dr. Ed Tori** will introduce you to a set of practical and surprisingly playful **persuasive speech patterns** drawn from his work in influence, hypnosis, storytelling, and behavior change. You will learn how people naturally shift into more persuasive communication when pressure is removed and creativity is sparked. At the center of the experience is a hilarious improvisational game inspired by the card game Snake Oil. Participants take on imaginative roles like zombies, pirates, or kindergarteners. Others must invent and pitch made-up products on the spot. The role-play creates immediate psychological safety and unlocks natural persuasive instincts you may not realize you have. Ed uses these moments to teach simple, powerful patterns you can apply to real conversations. **What you will explore** * Why people communicate more confidently and creatively when the stakes feel low * How persuasive speech patterns can transform conversations in facilitation, coaching, leadership, and team settings * Why resistance is often a signal of mismatched framing rather than unwillingness * How to speak to the human behind the role, label, or stereotype * How playful practice builds shared language, humor, and camaraderie among intact teams * How these patterns apply across contexts: healthcare, corporate environments, education, and family systems **What you will experience** * A fast-paced, interactive group exercise that helps you practice persuasive communication through play * Step-by-step teaching of speech patterns you can start using immediately * Opportunities to experiment, reflect, and compare approaches * Practical tools you can adapt for your own clients, teams, or classrooms **Who this is for** * Anyone who works with groups and wants their ideas to be heard. * Ideal for facilitators, coaches, consultants, organizational development practitioners, educators, designers, and leaders at any level. This session is especially helpful for people who work in environments where “resistance,” “lack of buy-in,” and “difficult stakeholders” are common refrains. **About the presenter** * Dr. Ed Tori is a physician, educator, and expert in influence and communication whose work blends behavioral science, improvisation, and hypnotic language patterns. He teaches leaders, clinicians, and teams how to help others think, feel, and act differently through ethical persuasion and intentional communication. His sessions are energetic, funny, experiential, and unforgettable. * NOVA Scribes has entered into a partnership with the IFVP: the International Forum of Visual Practitioners! This workshop is an IFVP Learning Lab. All IFVP members have access to Learning Labs at https://ifvpforum.circle.so/c/learning-hub/ This workshop will be recorded and posted on YouTube for anyone who cannot attend. You can find the YouTube link in the Comments section of this NOVA Scribes Meetup event once the workshop video has been uploaded to YouTube. You can find previously recorded videos at https://www.youtube.com/playlist?list=PLJfInZHmS8prj2_DUaJ35CYY8n7SzoPMJ We’re not charging for this workshop, but we will be asking for donations! Donations cover the costs of hosting events on Meetup, to honorariums for new graphic recorders, and scholarships. Please be sure you are registered on Meetup! If your Zoom name doesn’t match your name on Meetup, you will not be admitted. (We’ve had Zoom bombers.)

Monthly meeting: Second Saturday of the month International House of Pancakes (IHOP) 775 Rockville Pike, Rockville, MD 20852 7:00 PM – 10 PM. Late arrivals always welcome. Look for the table with someone wearing a red hat. Questions, please call 1-240-644-5230 Agenda: What are more things we can do to wake people up? What can we do to get more people involved? Other things people would like to talk about. This will be a joint meeting with: DC 9/11 Truth [https://dc911truth.org/](https://dc911truth.org/) dc911truth Facebook page [https://www.facebook.com/groups/dc911truth/](https://www.facebook.com/groups/dc911truth/) 911 Meetup Group [https://www.meetup.com/meetup-group-kyegaoqu/](https://www.meetup.com/meetup-group-kyegaoqu/) Central Bank Digital Currencies CBDC Meetup Group [https://www.meetup.com/central-bank-digital-currencies-cbdc/](https://www.meetup.com/central-bank-digital-currencies-cbdc/) Freedom of Speech Meetup Group [https://www.meetup.com/silver-spring-freedom-of-speech-meetup-group/](https://www.meetup.com/silver-spring-freedom-of-speech-meetup-group/) One way to make it more difficult for them them to impose a digital currency on us is to use cash. Central Bank Digital Currency (CBDC) With Digital Currency they can: Have a complete government dossier on every detail of your life. Use your purchase history to maintain a detailed social credit score for every person. Provide tax breaks to corporations who hire people with admirable social credit scores. Only grant government contracts to corporations with employees with admirable social credit scores. Adjust health insurance premiums to incentivize people to develop admirable social credit scores. Connect your social credit score with a digital ID to encourage you to look at only approved web sites when surfing the internet. Viewing conspiracy web sites could lower your Social Credit Score and make it difficult to get a job. With their electronic chain around your neck, they can control where, when, how you travel, what food you are allowed to buy etc. They will love the power to only allow you to use your digital money only where they want you to shop and allow you to buy only what they prefer you to buy. Require you to have to have a license to use your money. They will call it a Digital Currency License. Require you to take any vaccine they want you to take to maintain your digital currency license. Tax you in ways we have not even imagined. Adjust your income tax rate based on your social credit score. Use AI to increase your income tax rate if you eat too many hamburgers because they will tell you eating too many hamburgers will increase global warming. This is just one example of many behaviors they might not approve of. Adjust individual prices for different individuals. They will be able to make you pay more per pound for hamburger if you purchased too much red meat during the past 30 days. Require you to buy so many pounds of soy burger for every pound of hamburger to save the planet and increase the profits for the soy burger manufacturers. Turn off the digital money of people they consider to be spreading misinformation. Turn off the digital money of people they consider to be dangerous conspiracy theorists. Turn off your money at 8 PM if they want a curfew at 8 PM Turn off your money in another state if they do not want you to drive to another state without permission. Turn off your money when buying guns or ammo if they do not want you to buy guns or ammo. Turn off your digital money more than three miles away from your home if they want you to stay within three miles of your home during the next epidemic. Etc. etc. etc. From the standpoint of the government, one beauty of digital money is that your money is one “state emergency” away from being the government’s money. All they have to do is to take your digital money out of your Central Bank Digital Account for the “good of all”. It is not as easy for them to do this with physical cash, gold, stocks, or silver etc. Anything they **can** do, they will do. The essence of slavery is control. Digital Currency will enable them to make you, their slave. (in a global digital concentration camp). .

Curious about Bitcoin but don’t know where to start? The headlines say one thing, the charts say another—but what’s the actual deal? Join us for Bitcoin Office Hours at PubKey DC this Wednesday from 4–6 PM. John Balkam (CMO at [Sovreign](https://www.sovreign.io/)) will be on hand to cut through the noise and answer the questions you’ve been hesitant to ask, such as: * What is Bitcoin, what does it mean to be truly scarce, and why is Bitcoin fundamentally different than all other cryptos? * How do you actually buy it? And do you really have to buy a whole coin? (Spoiler: You can start with as little as $1). * What is a wallet, and what does it mean to actually own your money through self-custody? Drop in any time between 4 and 6 PM to get your questions answered. Just mention "Bitcoin Office Hours" to the bartender and they’ll point you in the right direction. **Getting There:** * ​🔵🟠⚪ Federal Triangle + 10 min walk * ​🟢🟡 Archives-Navy Memorial-Penn Quarter + 2 min walk * ​🔴 Judiciary Square or Metro Center + 8 min walk * ​There is limited street parking and several nearby paid garages Not financial advice. Do your own research.

SUMMARY: The DEF CON Group 443, also known as DC443, is an interest group designed to discuss general hacking and its culture, information security (InfoSec), and related topics. Our group’s interests include InfoSec, SDR, Hackathons, Speaker Events (MiniCons), Capture The Flags (CTFs), Binary Reversing/Exploitation, Ham Radio, Lock Picking, Micro Electronics, Web Development, etc. We plan to meet every other week on Fridays at Unallocated space. Meetings can include Talks, projects, trivia nights, workshops, or contests and CTFs. Website: [https://dc443.org](https://dc443.org/) Twitter: [https://twitter.com/dc443_](https://twitter.com/dc443_) GOAL: Learn about new and existing interests and grow the Unallocated Space community. THINGS TO BRING: Yourself and friends SKILL LEVEL: Any PRESENTER: Adam (Digital Tinker)

**[Bitcoin District](https://bitcoindistrict.org/)** is a community of Bitcoiners living & working in the greater DMV metro area. Join us for a "Coffee & Bitcoin" meetup where we'll talk about what's happening in the world of Bitcoin. We highly encourage anyone who is new to Bitcoin or just a little curious to come and ask questions... don't be shy! 🚗 Ample parking at the shopping center 🚆🚍 METRO + Bus: Dunn Loring Station (orange line) + bus to Lee Hwy & Lee Oaks Ct stop Be sure to check out the special [Bitcoin Blend](https://www.compasscoffee.com/products/bitcoin-blend), an El Salvador single-origin roast from our host [Compass Coffee](https://www.compasscoffee.com/). You can order from their website and you can even pay in Bitcoin! **Our events are Bitcoin focused and we generally avoid discussing other coins & tokens. Nothing discussed during this meetup is financial advice. Always do your own research.**

Note: RSVPs for this meetup open when our last meetup ends. For February, we are reading Theft by Abdulrazak Gurnah. The book was first published in 2025 and the hardcover version runs 296 pages. The GoodReads blurb is In his first new novel since winning the 2021 Nobel Prize, a master storyteller captures a time of dizzying global change. At the turn of the twenty-first century, three young people come of age in Tanzania. Karim returns to his sleepy hometown after university with new swagger and ambition. Fauzia glimpses in him a chance at escape from a smothering upbringing. The two of them offer a haven to Badar, a poor boy still unsure if the future holds anything for him at all. As tourism, technology, and unexpected opportunities and perils reach their quiet corner of the world, bringing, each arrives at a different understanding of what it means to take your fate into your own hands.

• What we'll do On https://blackecon101.podbean.com/ Thursdays at 6 pm. discussing the economy....

**People Analytics 101: Making Sense of Compensation Data** Compensation data is one of the most widely used and widely misunderstood forms of people analytics. The session will cover where compensation data comes from, including market pricing data, internal payroll data, and benchmarking sources, and how companies think about structuring and analyzing that information. We will explore how compensation data is leveraged to set salary ranges, manage internal equity, support hiring and retention, and align pay with business strategy. A portion of the session will address common data challenges and limitations, such as market noise, inconsistent job matching, and incomplete datasets, while keeping the primary focus on practical use rather than technical depth. The session will also look ahead at where the space is going, including the growing impact of pay transparency laws, expanding pay equity requirements, and emerging regulations in the US and Europe that require organizations to report on gender and pay gaps. The goal is to give attendees a clear mental model for how compensation analytics works today and why getting it right is becoming increasingly critical. (note: we are back at Rev1 this month!) **About Our Speaker** [Alex Moore](https://www.linkedin.com/in/alexscottmoore/) is the founder of [Moore Cooperative](https://moorecooperative.com/), where he advises organizations on compensation strategy, pay equity, and people analytics. His work focuses on helping organizations like the Ohio Supreme Court design, analyze, and communicate compensation systems that are data-informed, defensible, and aligned with organizational goals. Alex lives in Granville, Ohio and has three little kiddos. More info at [cbusdaw.com](https://cbusdaw.com)

Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/cbus-hug-2026/

**Important note about the retirement of the OWASP Meetup platform** Fellow OWASP Toronto members, We are making an important announcement regarding an upcoming transition. The OWASP Foundation has announced that they will be retiring their Meetup Pro subscription effective January 31, 2026: https://owasp.org/blog/2026/01/13/retiring-meetup.html This means that our OWASP Toronto Meetup group may be removed in the coming days. We understand this may be short notice, so we want to make this announcement before we lose access. You are an important part of our chapter community. Many attendees I have spoken to have discovered OWASP Toronto via Meetup. To continue engaging with the community while using a platform that enables discoverability, we will moving to the [Evenbrite](https://owasp-toronto-chapter.eventbrite.com/) for publishing our events. You can continue to follow us via our [Google Group mailing list](https://groups.google.com/a/owasp.org/g/toronto-chapter), our [Chapter page](https://owasp.org/www-chapter-toronto/), our [LinkedIn group](https://www.linkedin.com/showcase/owasp-toronto-chapter/), our [YouTube channel](https://www.youtube.com/channel/UCqmBl-u_4cOEiH3OXWE3sPg), our Slack channel ([#owasp-toronto-chapter](https://owasp.slack.com/archives/C075DRCB1PZ), does not require an OWASP membership), as well as on our new [Discord channel](https://discord.gg/eg3upJ6N). Please see below for details of our February 12 event. Visit our [Eventbrite](https://www.eventbrite.ca/e/owasp-toronto-february-2026-tickets-1982057078076) page for more information! \*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\* **Dual Talk Event: Raising Cyber Awareness Through Electronic Word of Mouth \| When AI Becomes Application Logic: Securing Shadow AI** Presentation #1: Raising Cybersecurity Awareness Through Electronic Word of Mouth: A Data-Driven Assessment Awareness of the many cybersecurity threats, vulnerabilities, and solutions to mitigate these threats/vulnerabilities is instrumental in improving basic cybersecurity behaviours. A healthy body of knowledge has been devoted to exploring how to better increase awareness, in any given topic, among members of the general public which have explored the role of word of mouth (WOM) and electronic word of mouth (eWOM) in spreading awareness. In recent years, the rise of social media platforms as an alternative communication channel has created efforts to promote cybersecurity awareness online regarding the numerous cybersecurity threats. However, little research attention has been devoted to exploring eWOM communication on social media surrounding cybersecurity awareness. Moreover, no research to date has considered the impact of the COVID-19 pandemic on these eWOM discussions related to cybersecurity awareness. To address these literature gaps, this research collected 227, 270 relevant tweets surrounding cybersecurity awareness from 2018 to 2022 conducting an exploratory analysis of the corpus using social network analyses, topic modelling and semantic similarity analysis. The results found topics rose in prominence and then dissipated as newer topics emerged while information was found to spread incredibly far despite a high degree of community forming, suggesting the online discourse is very open and evolving over time. These findings illustrate the potential of social media as an effective tool for raising cybersecurity awareness. The impact of COVID-19 observed an increase in the reach of information in addition to new specific topics emerging in the discourse, but the effects appear to be temporary. Speaker: Dane Vanderkooi Dane Vanderkooi is a fifth-year Doctoral Candidate in management science at TorontoMet University who specializes in researching cybersecurity and digital privacy behaviours. He completed his bachelor's of commerce at Uottawa and holds a master's in management science degree from Ryerson University. Dane has published his research in academic journals, conferences and industry reports. Dane has also presented his research at various conferences including HC2P, SERENE-RISC, HCII, CyberToronto, ASAC and SocialMedia+Society, AMCIS, and ICIS. Dane is certified in cybersecurity (CC) from ISC2 and has practical experience working in the field of cybersecurity with private industry, non-for-profits, and the public sector including the Canadian Armed Forces, Public Health and Safety Canada, Justice Canada, Innovation Science and Economic Development (ISED), Bell, BMO, Desjardins, Ritchie Bros and Achev. \*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\* Presentation #2: When AI Becomes Application Logic: Securing Shadow AI AI is entering production faster than security teams can see it. From “simple” chatbot integrations to LLMs wired directly into business logic — and agents running entire application flows — organizations are accumulating Shadow AI: untracked, ungoverned, and often dangerously over-privileged. This talk shows how AI quietly changes application behavior at runtime: expanding trust boundaries, introducing non-deterministic authorization paths, and creating blast radiuses that static inventories and policy checklists cannot capture. Using real-world architectural patterns and runtime signals, we’ll demonstrate how security teams can identify where AI is actually used, what it can access, and how attackers abuse AI-driven logic to exploit new classes of vulnerabilities. Attendees will leave with a practical framework for securing AI-powered applications — grounded in runtime behavior and evidence, not assumptions. Speaker: Daniel Shechter Daniel Shechter is the CEO and Co-Founder of Miggo, an Application Detection and Response platform. Shechter has an impressive background in both threat intelligence and within the security industry. Before founding Miggo he was leading cyber security teams in Israel's elite cyber intelligence division, Unit 8200. He later joined McKinsey, a strategy and management consulting company, where he provided guidance on acquisition, developing new business strategies and more. Shechter is an industry expert in security, incident detection and response, threat intelligence, and attack observability.

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 **Abstract** TBD **YouTube Link** TBA

**NEW LOCATION: Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: * 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. * 6:30 to 8:00 pm. Main meeting and presentation(s). See the handy Parking Map - we recommend street parking. [Street Parking Map](https://docs.google.com/presentation/d/1u2A4fLNlxwLJn0KA_hKc8bnFlFHLvsHBDh-_8wzX_tk/edit?usp=sharing) We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact centralohpython@gmail.com

**Our February novel is: Julia by Sandra Newman** **This month is a classic, dystopian, fiction, literary fiction, women’s fiction, and science fiction novel. The book is 394 pages in print and 14 hours and 20 minutes on audiobook.** **An imaginative, feminist, and brilliantly relevant-to-today retelling of Orwell’s 1984, from the point of view of Winston Smith’s lover, Julia, by critically acclaimed novelist Sandra Newman.** Julia Worthing is a mechanic, working in the Fiction Department at the Ministry of Truth. It’s 1984, and Britain (now called Airstrip One) has long been absorbed into the larger trans-Atlantic nation of Oceania. Oceania has been at war for as long as anyone can remember, and is ruled by an ultra-totalitarian Party, whose leader is a quasi-mythical figure called Big Brother. In short, everything about this world is as it is in Orwell’s 1984. All her life, Julia has known only Oceania, and, until she meets Winston Smith, she has never imagined anything else. She is an ideal citizen: cheerfully cynical, always ready with a bribe, piously repeating every political slogan while believing in nothing. She routinely breaks the rules, but also collaborates with the regime when necessary. Everyone likes Julia. Then one day she finds herself walking toward Winston Smith in a corridor and impulsively slips him a note, setting in motion the devastating, unforgettable events of the classic story. Julia takes us on a surprising journey through Orwell’s now-iconic dystopia, with twists that reveal unexpected sides not only to Julia, but to other familiar figures in the 1984 universe. This unique perspective lays bare our own world in haunting and provocative ways, just as the original did almost seventy-five years ago.

NFT's are here to stay folks! This is a group for like minded people interested in understanding, leveraging, using, creating for, profiting from, trading too i suppose, NFT's.. everything around them, complexity, fear and exploits, best practices and more. **PLUS** This group will talk AI ART tools, techniques, artists, video, audio, prototypes and more in the AI assisted production space- ART specifically, but we can get into any aspect of some of the cooler things happening in AI in general.