Mozilla

“**A mentor is someone who allows you to see the hope inside yourself.**” – Oprah Winfrey ✨ And that’s the whole truth! 🥸 At the event **“The Power of Mentorship in My Career,”** Maria Saykova, VP Product Support 👩, will tell us more about the role her mentors have played in her career path 🤝, the lessons she has learned 📖, how to properly navigate the path of mentorship 🚀, and what AI mentoring is all about 🤖. The event is free, but **prior registration is required -** [https://luma.com/25egpx1d](https://luma.com/25egpx1d?fbclid=IwZXh0bgNhZW0CMTAAYnJpZBEwWExlUkhYT3Y3SkVrVUc0SXNydGMGYXBwX2lkEDIyMjAzOTE3ODgyMDA4OTIAAR7i3nm8kC9n59ctarjyMXUlPlaD7HLthTigYvnr-PDwrxWIjArB3opCy7BiXg_aem_HBLFO9T_OM8lufotC4VnCA)

📌 Let's meet in **Sofia** on **March 19th 2026** for an interactive conference and an enriching networking session! Come and discover Odoo, the all-in-one integrated software that will simplify your day-to-day business. Say goodbye to double coding, lost invoices and budgets; create your website in a few clicks... Odoo offers you a wide range of tools built for IT.🧐 🔎 **AGENDA** 🔍 18h00: Welcome! 18h15: Conference - Interactive demo & tips to digitize your company. 20h00: Networking - Snacks and drinks. ➡️ Are you convinced? You can subscribe at the following link: https://www.odoo.com/r/RfP The event is free, but registration is mandatory.❗ **Important:** 📍 Where? Sofia Grand Hotel - 1, General Gurko St str, 1000 Sofia, Bulgaria 📅 Date? Thursday, March 19th , 2026 📝 Registration? https://www.odoo.com/r/RfP 💰 Price? FREE! Hope to see you soon!

📣 #45 [Cyber Security Talks Bulgaria](https://www.linkedin.com/company/cyber-security-talks-bulgaria/ "https://www.linkedin.com/company/cyber-security-talks-bulgaria/") е готов. 📣 Този път ще говорим за Cloud security, Governance, Quantum threats and something more. 🚨 Подгответе се за едно страхотно събитие в офиса на нашия домакин - KPMG Delivery Network Bulgaria. Темите на събитието: * **Using AWS native solutions for compliance checks (Security hub CSPM and AWS Config) on scale** - *Светломир Балевски* – DevSecOps architect at KPMG Delivery Network Bulgaria (*talk in bulgarian*) * **Passwords, encryption and the quantum threat -** *Alon Rotem* – Manager of Solution Architecture at KPMG Delivery Network (talk in english) * **Cloud security posture and governance -** *Иванка Кабранова* – Identity Architect at KPMG Delivery Network Bulgaria (*talk in bulgarian*) 🆓Както всеки път, входът е безплатен, но се изисква регистрация: 📅ДАТА : 17 март ⏰ЧАС: 19:00 часа 📍КЪДЕ : Офис на KPMG Delivery Network Bulgaria, Бизнес Парк София, сграда 15А, етаж 3

We are hosting our next meetup in Sofia! **Address:** Barter Community Hub \| Puzl\, 47 Cherni Vrah BLVD\, Sofia\, Bulgaria https://www.barter-hub.com **Agenda:** 17.45: Doors open, join us for snacks and drinks 18:15: Building Data Products with Logstash 19.00: How Elastic Streams Simplifies Log Data Management 19.45: Networking 20.00: Close **Talks:** **Building Data Products with Logstash** This talk will demonstrate how Logstash can be used to pull data, perform cleanup and enrichment, and create a data product (e.g., asset tracking) visualized in Kibana. *Speaker: Tsvetan Paskov, Full-stack Developer, DevOps, Founder @Move2Chat* **How Elastic Streams Simplifies Log Data Management** Learn how to manage log data more efficiently using Elastic Streams. This talk covers the challenges of unstructured logs, the benefits of schema-on-ingest, and new stream processing capabilities for transforming and structuring log messages. You’ll see how to use AI-assisted Grok pattern suggestions, conditional processing, and the schema editor to map fields accurately. We also explore how to monitor data quality through degraded and failed document tracking, and how to set custom retention policies. Finally, you’ll get an overview of Wired Streams, Elastic’s unified log ingestion model that simplifies routing and stream partitioning post-ingestion. *Speakers: Boris Kirov (Observability - Senior Product Designer) and Giorgos Bamparopoulos (Senior Manager Software Engineering) @Elastic*

Our next meet-up is scheduled for March 18th....and we promise it will be a blast! ​Join us for a no-fluff, practitioner-led deep dive into two critical LLM challenges with focus on quantization and cheat-proof evaluations . ​This time we will handle a pannel discussion with two experts in the area - David Kоchoanov and Yordan Darakchiev. ​Pannel 1: Smarter AI at lower cost: How quantization makes LLMs more efficient? ​What can you expect? ​LLMs guzzle RAM and GPU like crazy. Quick rundown: inference modes, bottlenecks, the math behind it. ​Hands-on: when to use each and how to benchmark properly. ​The talk will provide a quick review of LLM inference modes, current bottlenecks, and numerics. The main goal is to explain post-training quantization methods that are most commonly supported by modern software and hardware, and give practical recommendations for their use and model benchmarking. We'll also provide a brief summary of the academic literature and discuss quantization-aware training and distillation. ​Who will present? ​David Kochanov has over 10 years of experience in computer vision research and development. In his current role at CARIAD (Volkswagen Group), he works on autonomous driving and driver assistance systems, with a focus on model deployment for real-time inference, including quantization and architectural optimizations. ​Pannel 2: Everybody Lies: How Language Models (and People) Cheat ​What can you expect? ​Teaching computers and people have the same temptations - students game grades, LLMs game benchmarks. We grade LLMs like exams: bad criteria reward test-taking tricks, not truth. The talk will present specially built for the pannel small BI-style benchmark (SQL, data summaries, and insight generation) with multiple LLM "judges" grade multiple models. With only couple of stress tests on the judges with small changes to the grading scheme all were broken - creating pure chaos! ​Rankings flip depending on who grades, response length beats correctness, and judges favour familiar model "accents". ​We'll end with an "academic integrity" toolkit for LLM evaluation: ensembles, invariance checks, length controls, and lightweight human calibration to make our LLM metrics harder to cheat on, and easier to trust. ​Who will present? ​Yordan Darakchiev is a data scientst and technical trainer. He has helped various teams turn data and ML into modern, measureable, production systems. His specialty are vision and language models, with a sharp focus on evaluation - fairness, privacy, trustworthiness, and robustness. He also teaches math and machine learning and has helped kickstart the career of more than 1000 data and ML professionals. ​Our next meet-up is scheduled for March 18th....and we promise it will be a blast! ​Join us for a no-fluff, practitioner-led deep dive into two critical LLM challenges with focus on quantization and cheat-proof evaluations . ​This time we will handle a pannel discussion with two experts in the area - David Kоchoanov and Yordan Darakchiev. ​Pannel 1: Smarter AI at lower cost: How quantization makes LLMs more efficient? ​What can you expect? ​LLMs guzzle RAM and GPU like crazy. Quick rundown: inference modes, bottlenecks, the math behind it. ​Hands-on: when to use each and how to benchmark properly. ​The talk will provide a quick review of LLM inference modes, current bottlenecks, and numerics. The main goal is to explain post-training quantization methods that are most commonly supported by modern software and hardware, and give practical recommendations for their use and model benchmarking. We'll also provide a brief summary of the academic literature and discuss quantization-aware training and distillation. ​Who will present? ​David Kochanov has over 10 years of experience in computer vision research and development. In his current role at CARIAD (Volkswagen Group), he works on autonomous driving and driver assistance systems, with a focus on model deployment for real-time inference, including quantization and architectural optimizations. ​Pannel 2: Everybody Lies: How Language Models (and People) Cheat ​What can you expect? ​Teaching computers and people have the same temptations - students game grades, LLMs game benchmarks. We grade LLMs like exams: bad criteria reward test-taking tricks, not truth. The talk will present specially built for the pannel small BI-style benchmark (SQL, data summaries, and insight generation) with multiple LLM "judges" grade multiple models. With only couple of stress tests on the judges with small changes to the grading scheme all were broken - creating pure chaos! ​Rankings flip depending on who grades, response length beats correctness, and judges favour familiar model "accents". ​We'll end with an "academic integrity" toolkit for LLM evaluation: ensembles, invariance checks, length controls, and lightweight human calibration to make our LLM metrics harder to cheat on, and easier to trust. ​Who will present? ​Yordan Darakchiev is a data scientst and technical trainer. He has helped various teams turn data and ML into modern, measureable, production systems. His specialty are vision and language models, with a sharp focus on evaluation - fairness, privacy, trustworthiness, and robustness. He also teaches math and machine learning and has helped kickstart the career of more than 1000 data and ML professionals. Agenda: 18:30-19:00 - Welcome drinks 19:00-20:00 - Pannel 1 & Pannel 2 20:00-20:30 - Q&A 20:30-21:30 - Networking ​Note: Event will be handled in English. ​Event is free but registration is mandatory: https://luma.com/8bbbxx1t

**Founders Running Club** (FRC) brings founders, investors, tech, creative people and startup enthusiasts together for weekly easy runs and networking. We like to be comfortable when we run and finish with coffee and conversations. Choose your pace or follow a pacer—pets, friends, family, are welcome. 🗓️ Launched in San Francisco, July 16, 2022 🌍 Now in 35+ cities 📅 Running + Networking events + Community **Join the community** [http://foundersrc.com/chats](http://foundersrc.com/chats) **Stay updated**: Instagram [http://instagram.com/foundersrc/](http://instagram.com/foundersrc/) Podcast [http://podcast.foundersrc.com/](http://podcast.foundersrc.com/) LinkedIn [http://linkedin.com/company/foundersrc/](http://linkedin.com/company/foundersrc/) Strava [http://strava.com/clubs/foundersRC](http://strava.com/clubs/foundersRC) Website [http://foundersrc.com/](http://foundersrc.com/)

Discover Kiro, AWS’s innovative development environment that adapts to your workflow. Whether you prefer specification-driven development or a more intuitive, vibe-based approach, Kiro empowers you to build applications your way. In this session, speakers will explore Kiro’s core functionality and its evolution through re:Invent 2025, along with demonstrations of prompts used to create APIs, hooks, and steering documents. In the latter part of the session, watch as we build a complete example from scratch, showcasing Kiro’s agentic AI workflow in action for spec-driven development and vibe coding. What You'll Learn - Core Kiro concepts and development philosophy Feature evolution: pre and post re:Invent 2025 Practical examples: API creation, hooks, and steering docs Live coding demonstration with real-time problem solving Who Should Attend - Developers, solutions architects, and technical leaders interested in modern AWS development tools and AI-assisted coding workflows. **Speakers Bio:** Matthew Jorat: Matthew Jorat is a Customer Solutions Manager at AWS with nearly three decades of expertise in AI, cloud transformation, migration, modernization, IT, technology, and business. His career spans infrastructure engineer, solutions architect, security auditor, customer success director, support and services director, and operations officer. He was an early adopter of AWS services as a customer, and his current role at AWS uniquely blends his technical and business skills as he partners with executive teams to translate strategic priorities into measurable business outcomes through cloud adoption, AI implementation, and operational excellence. Matt leads end-to-end AI initiatives for enterprise customers, identifying high-impact use cases and maintaining relentless focus on measurable ROI. He holds eight AWS certifications and serves as Adjunct Professor at Franklin University teaching cloud computing and AWS architecture. His expertise encompasses GenAI, agentic AI systems, migration, modernization, and optimization strategies that drive transformation at scale. [https://www.linkedin.com/in/mattjorat/](https://www.linkedin.com/in/mattjorat/) Girish Bhatia: Girish Bhatia is a seasoned technology delivery leader with deep expertise in cross-domain program management. He holds multiple AWS certifications, including AWS Certified Solutions Architect – Associate, AWS Certified Developer – Associate, and AWS Generative AI Practitioner, and is also an AWS Community Builder. Girish brings over two decades of experience in the information technology industry. Throughout his career, Girish has led major technology-driven business transformation from modernizing on-premises applications to driving large-scale cloud migrations. His work includes API-based integration platforms, data-center and mainframe modernization, and enterprise cloud adoption initiatives. Based in Columbus, Ohio, Girish works at a tech-forward fintech company. He is passionate about AWS serverless architectures, Generative AI and emerging cloud technologies. An avid learner and builder, he continues to explore and apply the latest innovations in AWS to help organizations accelerate their digital transformation. https://www.linkedin.com/in/girishbhatia/[https://www.linkedin.com/in/girishbhatia/](https://www.linkedin.com/in/girishbhatia/) **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

Click Here For More Videos: https://www.facebook.com/share/r/17vTa7EuwG/ ********************************* The Biggest Salsa Night to hit your mid-week is happening at Latin City Wednesdays. Get the feel of the Latin Beat as your hips and feet groove the right way. This Wednesday we give homage to Willie Colón. RIP ********************************* Viva Dance Columbus (2809 Festival Lane Dublin, OH 43017) 830pm-930pm Cuban Salsa Lessons 930pm-Midnight Open Latin Dance Party $15 With Lesson $10 Just Open Dance ********************************** Free Parking, No Need to Bring a dance partner, No Sandals Please and Plenty of Space to Move Around.

**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). Topic: Type Annotations with John Cassidy 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 Central OH Python at centralohpython@gmail.com

Join us as we get together for a Discount Tuesday / Choose Your Movie event to see your choice of the top-reviewed indie drama TOW or the action-comedy-horror THEY WILL KILL YOU! A winner either way! Here are details, trailer and plan for this event: TOW: This drama follows a homeless Seattle woman who fights her way out of tow-company hell to reclaim her life and the car that held it all together after receiving a tow bill for $21,634. The film is directed by Stephanie Laing and stars Rose Byrne, Dominic Sessa, Demi Lovato, Ariana DeBose, Octavia Spencer, Simon Rex, Elsie Fisher and Corbin Bernsen. Tow premiered to rave reviews at the 2025 Tribeca Film Festival where critics declared, “Tow is a winner” and called the film “a story of perseverance, heart, and real fight, the kind of small human story we see less frequently these days, but need now more than ever!” TRAILER: https://www.youtube.com/watch?v=kiUtqgeDVI8 THEY WILL KILL YOU: A woman takes a job as a housekeeper in a NYC high-rise, unaware of the building's history of disappearances. She soon realizes the community is shrouded in mystery. The film is directed by Kirill Sokolov and Zadie Beetz, Myha'la, Paterson Joseph, Tom Felton, Heather Graham, and Patricia Arquette. The film is being released immediately following its premiere at this year’s SXSW Festival earlier this month. TRAILER: https://www.youtube.com/watch?v=XYqQPiXpi4w PLAN: We’ll plan for a 7pm-ish showing of both films and will meet in the upstairs lobby area about 30 minutes before showtime! Once showtimes are announced, advance ticket purchase via the GFC website is advised! Once you have yours, please list your movie of choice and seat number in the Comments section of this event. Complete details will be confirmed/announced as the date gets closer. PARKING: Close, convenient parking is available in the nearby garage (located between 9th and 11th, just off High St). Bring your ticket with you and have it validated at the theater and for $2, you’re covered for the night! Look forward to seeing you there, Dan

**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

**Self-Proclaimed Trivia Master, Paul, has all the questions AND answers**: All YOU have to do is bring the answers. Easy? Let's find out. Let's warm up with the question that I like to ask to establish your age range and IQ. Don't be shy. Shout this one out. What's Jenny's number? (warm up questions answer is posted at the bottom) Okay, not bad. I heard that. RSVP and form up into teams of up to 4 people when you show up. Compete for prizes so large we had to park them at the airport. Prizes will be awarded for 1st, 2nd, 3rd place and Dead Last (that one's more of a remedial learning aid, but it will be fun. I promise). **On Freestyle night** \- just bring a bottle to share\. There is NO formal wine tasting like on other weeks\. Door charge is $10 \(cash or Venmo only please\)\. We may have some left over wines to clear out\! Glasses are provided\. Take Care\. See you there\. **Parking**: There are several public parking lots near the Alive614 hall. Please be careful to NOT park in private parking lots. They do tow. Check Google maps to scope out your space. Anyone who is early could easily find a parking space on the street nearby. I am told that the Chase parking lot is safe after hours. **Glasses**: …will be provided. Please note that after the wine tasting, the EMPTY glasses need to be returned to the boxes at the service table. Please do not make me hunt down your empty glass. Please be gentle, our glasses are fragile. Uh, they are made of glass! (ps - empty the glasses into the sink, not the trash ... please) **Food**: You are welcome to bring a snack to share. It is not required. Most people do though. If no one brings anything, there will be nothing. **Code of Conduct**: Though mostly understood, it’s still worth mentioning. We don’t have rules per se, but we highly discourage the following topics of discussion because they are likely to incite anti-social responses - Sex, Politics, Religion. Please don’t mistake this as an attempt to limit your free speech rights but rather a guide to a place and time for appropriate discussions. **After the lights go out**: After the last sip of wine, when we clean up and turn the lights out, if you still haven’t had enough of us, it is typical for a group to get together and go to a local eatery for food and/or drinks or coffee. Again, We look forward to meeting new members and reuniting with old friends. Sincerely, ***Paul Uttermohlen***, **Red 1 Realty** *Your Hilliard Wine Club Host* **Answer**: *867-5309* / You Knew It! Even if you were not bold enough to shout it out. If you didn't know it, that's okay. Not all of the questions will be aimed at octogenarians.

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