Security Industry

**Register now to attend! =>** [https://konfhub.com/ksug-au-2026-02-04](https://konfhub.com/ksug-au-2026-02-04) **<=** **Latest promotions** discovered by our community! * **50%** off [Linux Foundation](https://gk.ksug.ai) EXPIRED, [Get Notified](https://ksug.ai/?notify&ref=meet) for next BIG one! * **30%** off [KubeCon Europe](https://ksug.ai/events/?ref=meet) 2026 using code **KSAI** * Up to **30%** off popular [Books](https://ksug.ai/books/?ref=meet) and [Events](https://ksug.ai/events/?ref=meet) We're excited to welcome you to the upcoming **KSUG.AI Australia Meetup** — happening both in-person at at Amazon and online via [Zoom](https://linktr.ee/ksug.ai)! 🎉 We're actively seeking more awesome AI topic speakers! 👉 [https://speaker.ksug.ai](https://speaker.ksug.ai) **Agenda and topics preview:** * Food, drinks and Socializing * Welcome / Introductions by the Organizers @**[KSUG.AI](https://ksug.ai/?ref=meet)** * **Topic 1:** Use mirrord to cut your dev loop from hours to seconds by **[Dan Baker](https://www.linkedin.com/in/dan-baker-12023a37/)**, Solutions Engineer @[MetalBear](https://metalbear.com/) * **Topic 2:** From Copilot to Autopilot: Navigating the New Era of AI Coding Agents by [Yongkang He](https://linkedin.com/in/yongkanghe "https://linkedin.com/in/yongkanghe"), Founder @[KSUG.AI](https://ksug.ai/?ref=email "https://ksug.ai/?ref=email") * **Quiz time:** nice swags giveaways Food and drinks will be provided between **5.30 and 6 pm** on a first-come, first-served basis. This is a great opportunity to learn and network with our peers. Thanks to our sponsors @**[Amazon](https://aws.com/)**, @**[KodeKloud](https://kodekloud.com/k8sug)**! **[Register here](https://konfhub.com/ksug-au-2026-02-04) to secure your spot!** See you all there! **Location:** Amazon MEL12, Level 13.304 [555 Collins St, Melbourne VIC 3000](https://maps.app.goo.gl/Kbi13GZqj2zDqDz2A) Join **[#Discord](https://discord.com/invite/Rp9WzYyKua)** for latest update 👉 [https://discord.com/invite/Rp9WzYyKua](https://discord.com/invite/Rp9WzYyKua) 🔖 𝐎𝐧𝐠𝐨𝐢𝐧𝐠 𝐃𝐢𝐬𝐜𝐨𝐮𝐧𝐭𝐬: ☸ 30% OFF **[Kubernetes](https://lf.ksug.ai/)** Certs - Code: **30K8SUG** ☸ 37% OFF **[KodeKloud](https://ksug.ai/kk/?ref=meet)** Plans - Code: **K8SUGKK** 𝐖𝐡𝐲 𝐖𝐞 𝐃𝐨 𝐓𝐡𝐢𝐬: ✅ Learn 𝐅𝐀𝐒𝐓𝐄𝐑 ⚡ ✅ Certify 𝐒𝐌𝐀𝐑𝐓𝐄𝐑 💰 ✅ Grow 𝐒𝐓𝐑𝐎𝐍𝐆𝐄𝐑 💪 𝟏𝟖𝟎,𝟎𝟎𝟎+ follow **[KSUG.AI](https://ksug.ai/?ref=meet)** 🔥 [linktr.ee/ksug.ai](https://linktr.ee/ksug.ai) *By registering, you consent to the management of your personal information in accordance with KSUG.AI Meetup's [Privacy Policy](https://k8sug.ai/privacy). Additionally, you agree that our sponsors may contact you.* **[KSUG.AI](https://ksug.ai/?ref=meet)** is an independent community and not affiliated with or endorsed by CNCF. Kubernetes, K8s, Kubestronaut are registered trademarks of The Linux Foundation.

Ever had an idea? Do you look at things and say "I can do that better"? If this is you then you will find our monthly inventor's meetings a great place to visit. For just $20 payable at the door you can attend a meeting from 7:15pm to 9:30pm at Mount Waverley Youth Centre, 45 Miller Crescent, Mount Waverley. See someone present their invention and learn how they did it, listen to an interesting guest speaker and pick up tips for your own inventions. Join 35+ other inventors for an interesting and informative meeting. Ends with great finger food and coffee. Members enjoy other services including invention evaluation, mentoring, Free patent searching tool, YouTube video of their product, product showcase webpage, "Inventor" name badge, inventing guide and more. Cost of membership is $200 with renewal each year of $80 and meeting evening cost of $5. Discount for country and tertiary student members. Need patenting information? Before each meeting there is a patent attorney answering questions from 6.30pm to 7.20pm (pay your visitor fee at the door first) who will help you understand patenting and other intellectual property options. Ask any question, learn about patenting costs, pitfalls, advantages. This also covers registered designs.

Hi everyone, Stella & Tarrant here 😃 It's board game and dinner time every 2nd Wednesdays! Everyone's welcome, new or experienced board gamer. Let's play board games together, meet new friends if you want, and also supporting local restaurant buying their food and drink, coz the event is free. 𝐏𝐥𝐞𝐚𝐬𝐞 𝐑𝐒𝐕𝐏, 𝐜𝐚𝐧𝐜𝐞𝐥 𝐢𝐟 𝐲𝐨𝐮 𝐜𝐚𝐧'𝐭 𝐠𝐨 𝐬𝐨 𝐨𝐭𝐡𝐞𝐫𝐬 𝐜𝐚𝐧 𝐜𝐨𝐦𝐞 𝐢𝐧𝐬𝐭𝐞𝐚𝐝, 𝐜𝐨𝐳 𝐬𝐩𝐚𝐜𝐞 𝐢𝐬 𝐥𝐢𝐦𝐢𝐭𝐞𝐝 Meetup will be in the separate room at the back of their venue! 𝗧𝗜𝗠𝗘: 6pm - 10pm (but the pub is open till later if you want to stay around) 𝗪𝗛𝗔𝗧 𝗧𝗢 𝗘𝗫𝗣𝗘𝗖𝗧: Meetup for dinner & drink while playing board games. Here's a one page PDF document explaining how it works - https://loom.ly/hTHo2cM. Basically, find some friends or make some new ones. 𝗕𝗥𝗜𝗡𝗚: Bring your own games or play our growing board games library, teach others or join others games. We have flag system to help you find people to play with you. Here is the list of our growing games library, categories and with short description - https://loom.ly/fOKuaM4 𝗙𝗘𝗘: Zero. Nada. It's a casual get together, we're helping facilitating the meetup. All I asked is to please order food & drink from the venue, don't bring your own food and eat there, as the venue is a pub, they are providing the venue for free So please help local business 😃 𝗢𝗥𝗚𝗔𝗡𝗜𝗦𝗘: Feel free to post in the comment if you have games you want to bring and teach others, try to organise people to play. Or if you want to join other people's game. We have a group via Aftergame (app/website) where you can organise a game as well here - https://aftergame.app/groups/we-play-board-games-melbourne-meetup-by-meeple-university-1386 𝗛𝗢𝗪 𝗧𝗢 𝗚𝗘𝗧 𝗧𝗛𝗘𝗥𝗘: Melbourne Central, level 3. Melbourne Central station underneath. There are various public carpark Wilson 300 LaTrobe and Secure Parking in the city. Or the Wilson carpark under Melbourne Central, entry is a set price after 5pm (at the time of writing). And then plenty of public transport in the city 🙂 To connect more to fellow board gamers, you can join the Facebook group that started the event here - https://www.facebook.com/groups/WePlayBoardGames Thank you and hope to see you all then! Stella & Tarrant

This session is an invitation to people who would like to continue this meetup. The event will be a face to face, mainly social event with a view to Craig handing off stewardship to a new team of facilitators and contributors. \*\* Note; Venue change to Lanes Edge bar - beer garden part\*\*

## Business Owners Networking – Casual Catch-Up (2026 Kick-Off) We’re kicking off our Business Owners Networking events for 2026 with a relaxed and informal catch-up at **Riverland Bar**, right next to Federation Square. This is **not a formal networking event** and there are **no presentations**. The idea is simple — bring business owners together for genuine conversations, connections, and a casual discussion around growth for the year ahead. This event is ideal for business owners who: * Want to grow their business through **networking and referrals** * Are planning ahead for **2026 business growth** * Prefer relaxed, real conversations over structured pitches * Are open to collaboration and long-term relationships ### What to Expect * Easy, no-pressure networking in a casual setting * Conversations around referral marketing and relationship-based growth * An opportunity to share ideas and help shape how future monthly catch-ups will run * A chance to meet like-minded business owners in Melbourne Grab a drink, meet new people, and be part of shaping a business networking community that actually works. ### Who Should Attend * Small business owners * Solo operators and consultants * Entrepreneurs looking to grow through referrals and partnerships ### Contact If you have any questions or want to check if this event is right for you, feel free to reach out: **Rakesh Singh** Business Coach 📞 0423 804 123

Jewellers can hire a desk in our workshop to make or finish off their own pieces. This workshop is self run, you need to attend a health and safety induction before working daily unattended. Basic jewellery making tools are provided and some consumables such as flux, borax, tumbling polish, lathe polish and some drill bits. Aprons and safety glasses are provided, tie up loose hair, wear enclosed shoes. Please email claw.creative.studios@gmail.com for any questions or inquiries. Clara Carija, Director CLAW CREATIVE.

Let's have fun while watching the night view with our friends! 🏃‍♂️Training menu🏃‍♂️ Every Wednesday 6:00p.m~ Fed Square Assembly 【https://maps.app.goo.gl/zmPQ6U533pUDcNSA9?g_st=ic】 If you have luggage, please consider using the lockers at the station. 💥40~60 min Jog+Walk Pace: Easy pace, suitable for beginners. If you got tired, let's walk together. 【schedule】 6:00 p.m Gathering 6:10 p.m Start 7:00 p.m End of training Challengers we are waiting for you 😊

Welcome to Elixir Melbourne's monthly meetup. Where we go over Elixir ecosystem news, listen to great talks, and socialise with other Elixir developers of all levels. We’re rebooting the meetup after a hiatus with new (and old) organisers, a new venue and emphasis on more time to socialise. There are still speaking spots open. If you want to talk about anything Elixir related, get in touch. **Agenda** * 6:00pm - Arrive, socialise * 6:30pm - Welcome; introduction; “who’s hiring” pitches. * 6:45pm - Nathan Yam (title TBC, but about $callers handling) * 7:15pm - Food, socialise * 7:45pm - Maybe another talk (speaking spot open!) * 8:15pm - Finish up and head to Saint & Rogue (down the street from SuperAPI at 582 Little Collins St, Melbourne) **Sponsor** Huge thanks to [SuperAPI](https://superapi.com.au/) for catering and venue.

**This is a *free event*, but registration via *[Humanitix](https://events.humanitix.com/the-web-meetup-first-edition-for-2026)* is essential to help us manage capacity for all attendees.** 🚀 **The Web Meetup – First Event of 2026!** 📅 **5 February 2026 - 5:30pm start** 📍 **Rooftop, The Metropolitan Hotel (Melbourne CBD)** 🎟 **Free – Registration essential via the Humanitix link below** We’re kicking off 2026 very differently. Instead of the usual panel or long-form talks, this time we’ve locked in 10+ speakers, standout thinkers, and innovators who will go head-to-head in fast, fiery, and fun mini-debates on topics like: * You can create a healthy team in a dysfunctional company * Returning to the office is amazing * AI changed my life in 2025 … and many more Expect short, sharp opinions, plenty of laughs, and a few takes that might flip your perspective. Come hang out on the rooftop, grab a drink, meet new folks, reconnect with that ex-colleague you secretly miss, and start 2026 in a community that’s curious, collaborative and inclusive. **Register now via** [Humanitix](https://events.humanitix.com/the-web-meetup-first-edition-for-2026)**, tickets are free, but spots are limited!** **This event is brought to you by [Melbourne CTO School](https://www.meetup.com/cto-school-melbourne/),** [The Web Meetup](https://www.meetup.com/the-web/) **and [Forward talent](https://www.linkedin.com/company/forward-talent-group)**

Join us at our first event back for the year for our networking drinks at **Goldy’s Tavern, Collingwood.** Welcoming all professional visionaries, creators and artists in the Melbourne entrepreneur and creative scene. You may be a musician, writer, photographer, designer, model, dancer, comedian or perhaps you run a business in the creative field or anything in between. The Creative Hustle is a social events group aimed at providing a hub for the professional artists, creatives and entrepreneurs of the Melbourne creative and arts scenes! **(Please only attend if you fall in to these categories! There are plenty of other social meetups for people who do not have a creative hustle.)** You know those conversations that just light you up? Make you remember why you started this journey and inspire you? This is where you’ll find them. This group is more than just networking, it’s about meeting people who are on a similar journey to you where you can share your experiences to support each other, make genuine friends and perhaps find some people to collaborate with too! Creativity can be bombarded by digital interactions, and require us to spend hours alone to work on our craft, often leading many people to mental health issues and feelings of isolation and loneliness. The Creative Hustle believes in the power of genuine friendships and human connection. As creatives, we know that some of our greatest inspirations and collaborations stem from the bonds we form with one another. This group is equally about social networking as it is business. It’s time to stretch outside the comfort zone to forge new pathways in your profession all while building lasting friendships that enrich our lives in ways that only real connections can. This format is very loose! Sometimes we follow, sometimes we let the conversation flow - it largely depends on sound levels at the venue: 15 min - General networking & social chat 30 min - 45 min - Round table intros: space for each person to share their creative endeavour for 1 min 15 min - Conversation & discussion cues (let’s chat on some deep topics with a stranger 😉) 15 min - general networking & social chat I’m excited to meet you all! I know that coming to a meetup and meeting new people can feel scary for some people but we are a very welcoming and open group and can’t wait to meet new people. Most people that come to our events don’t know anyone! Life is better with great people in it! Shoot me a message if you have any questions or just want a point of contact before your first meetup 🤗 **Definition of a Creative Hustle:** Something that you are pursuing either as a side business, full time business or professional/semi professional that involves you creating something from nothing. If you are a: Musician, Dancer, Fashion Designer, Photographer, Videographer, Graphic Designer, Actor, Interior Designer, freelancer, business owner, work for a company within the arts industry, or anything else I have missed that qualifies as creative, then this Meetup is for you. Please respect that this is a group for people who put their heart and souls in to their work, and not just a group anyone can come to for networking unless you fall into the above categories. Please message if unsure. Look forward to meeting you at our next event! \*\*\* **CODE OF CONDUCT:** 1. You have a creative hustle which means you are pursuing something which requires you to create, and you are pursuing this professionally as your full time business, side business, you work in a creative industry or because you love it. 2. All members will show respect to other members and patrons in the meetup/event/venue. Respect can be shown by not boxing people out of conversations, welcoming all new and old members, not continuously interrupting people, not continuously speaking over the top of others, respecting someone’s personal space and boundaries. 3. You must consider others in conversation and ensure it is two-sided, you may equally talk about your creative hustle as much as you are willing to ask somebody about theirs. 4. We encourage each other on our journeys and ask someone if they are open to advice before giving it. No one likes being told what they should do! 5. This is not a group or event to be used for dating. Contacts can be made on the basis of friendship or networking. 6. If anyone is made to feel uncomfortable for any of the above reasons, they should contact me directly. 7. People will not attend who are unwell, even if it is just a cold. People in this group rely on their health to show up to self-employed work, please do not put that at risk by showing up unwell. 8. Anyone who is understood to be breaching any of the above rules may be removed or banned from the group within reason. Some people may be given a warning, or if more serious, no warning will be given and people will be instantly removed. Thank you all for your understanding and I look forward to seeing you at the next event.

Join Edward Sinclair, Theosophist, Astrologer & Numerologist at the Melbourne Theosophical Society, at 1:30pm on Saturday 7 February 2026 for a talk on past & current astrological trends emerging in the new year. Discover a new perspective on the often unseen influences which can affect one’s life, particularly relevant in these turbulent times. Edward, who trained & worked as a chemical engineer, is a long-time member, as well as a past & current officer, of the Melbourne Theosophical Society who brings his own unique perspective to this talk & discussion. All are welcome to come to join this gathering & our growing vibrant community. Non-members will be asked to donate $5 at the door, Members are free.

### Looking for something more real than dating apps? Meet someone you actually click with. No apps. No Swiping! NOTE: THIS IS A TICKETED EVENT. LINK TO BUY BELOW 👇 . RSVP ON MEETUP DOESN’T GUARANTEE YOUR SPOT. This is a curated, in-person dating experience for singles who want **genuine connection**, not endless swiping or forced small talk. You’ll meet a small number of people through **intentional, personality-based matching**, so the conversations feel natural and the chemistry has room to build. This is not speed dating. This is not a loud mixer. Unlike speed dating, this experience isn’t about racing through conversations or meeting as many people as possible. It’s about meeting the *right* people, with enough time and structure for genuine connection to unfold. ### **How it works** 1. **Before the event** You’ll complete a short personality quiz (5–7 minutes). 2. **At the event** You’ll have a series of guided one-on-one conversations with thoughtfully matched men/women in a comfortable, hosted setting. 3. **After the event** You’ll privately submit your matches. Mutual matches receive each other’s contact details so you can take it forward naturally. **Spots are limited** to keep matches intentional. Book early to secure your place **Tickets :** https://www.eventbrite.com.au/e/personality-matched-dating-event-27-42yrs-singles-event-tickets-1980604739091?aff=oddtdtcreator

OWASP is ending use of Meetup, so I built an eventbrite for the event. https://www.eventbrite.com/e/ai-development-risk-case-studies-and-how-agentic-ai-is-the-future-of-appsec-tickets-1981450622150?aff=oddtdtcreator AI is transforming how software is designed, developed, and deployed, dramatically accelerating velocity while introducing new categories of risk. As organizations adopt AI-assisted coding, autonomous agents, and increasingly complex model interactions, traditional application security approaches struggle to keep pace. This talk examines emerging AI-driven risks through real case studies from the field, highlighting issues such as insecure code generation, data-leakage pathways, model manipulation, and evolving supply-chain threats. We will explore how engineering teams must adapt their people, processes, and governance models to secure AI-augmented development workflows effectively. The session will then introduce agentic AI as the next evolution in application security—autonomous systems capable of continuous analysis, multi-step reasoning, and real-time remediation. Attendees will learn how combining agentic AI with modern practices can reduce developer friction, improve coverage, and create a future-ready application security strategy designed for the demands of AI-native software development

**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)

**How to take control of your subconscious and harness its power!** Join us for an eye-opening lecture where the speaker will break down complex ideas in a clear and practical way. You’ll gain insights into: ✅ The true definition of the subconscious ✅ How it generates unwanted emotions ✅ Its real purpose and function ✅ What determines the pressure it exerts on you And the most important topic: **How do you take control of your subconscious!** But this isn’t just another lecture where you sit and listen passively. It’s interactive and engaging—you can ask questions at any time. 📅 Reserve your spot now! Seats are limited, so don’t wait too long to sign up. Location: 1266 Dublin Rd, Columbus, OH 43215 Hosted by the Hubbard Dianetics Foundation

Join members of the local UX and Digital Design community for a casual monthly breakfast. There _might_ be a little snow, but there _will_ be effectively infinite serve-yourself coffee, so it evens out if you ask me. Just a reminder, while the other locations are great too, we’re at the Lane Ave one this time.

**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.

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.

### Tools in your AI's Toolbox : An introduction to MCP Servers The generative AI revolution has unlocked unprecedented capabilities, but the next frontier is agency: empowering models to interact with, query, and act upon the world. The current challenge is the “N x M integration problem,” where every AI model requires a custom, brittle integration for each external tool or data source. This approach simply doesn’t scale. How can we give an AI access to our sales leads, code repositories, or IoT devices in a standardized, secure, and reusable way? This session introduces Anthropic’s Model Context Protocol (MCP), the open-source framework designed to solve this challenge and become the universal connector—the USB-C port—for AI. MCP standardizes how AI models discover and use external tools, moving beyond simple function-calling to a robust, client-server architecture. We will dive into how this open protocol is creating a new ecosystem for building powerful, context-aware AI agents. Join this session for a developer-focused introduction where you will learn how to: Understand the core concepts of the open-source Model Context Protocol and its architecture. Utilize pre-built, open-source MCP servers to instantly connect AI to tools like Git, Slack, and databases. Build a custom MCP server to securely expose your own proprietary data and APIs as tools for any compliant AI. Move beyond bespoke integrations and contribute to a standardized, collaborative, and open ecosystem. Stop building one-off connectors and start building intelligent agents. This session will give you the practical knowledge to leverage MCP and create the next generation of AI that doesn’t just talk, but does. Want to be a speaker? submit your talk to our Call for Presenters!!! [https://sessionize.com/azure-cbus-2026/](https://sessionize.com/azure-cbus-2026/)