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~Notice to all participants ~全参加者へのお知らせ *****Event seating guidelines / rules for Native Japanese speakers, and non-native Japanese speakers are entirely different ***** イベントの座席に関するガイドライン／ルールは、日本語ネイティブスピーカーと非ネイティブスピーカーで全く異なります **** This is an entirely free event for everyone! **** これは、全員にとって完全に無料のイベントです！ *** Everyone will be in a waitlist and gradually moved into the going list to balance Venue seating availability and ratio of native/non native Japanese speakers *** 全員がウェイトリストに入り、会場の座席の空き状況やネイティブ／非ネイティブの日本語話者の比率を調整するために、徐々に参加リストへ移行されます. **Please carefully read the lengthy event description below and fill out the questionnaire to participate. ** 以下の長いイベントの説明を注意深く読んで、参加するためのアンケートに記入してください ———————————————————————— ~Event guideline for Native Japanese speakers 日本語ネイティブスピーカーの皆さん、こんにちは！ このイベントでは、参加するエリアやテーブルを選ぶことで、使用したい言語を選択できます。合計2回のテーブル移動があります。最初は45分で1回目、2回目は90分で行われます。イベントの合計時間は2時間15分です（45分で移動、90分で再度移動、2時間15分で終了） 座席配置のテンプレートは以下の通りです（3つの座席） A：日本語重視。このテーブルではほぼ完全に日本語でコミュニケーションを取ります。言語比率の目安は日本語80％／英語20％（日本語が非常に堪能な学習者とコミュニケーションします） B：ミックス交流。このテーブルでは英語を練習しつつ、日本語でもコミュニケーションを取ります。言語比率の目安は日本語50％／英語50％（中級／初級の日本語学習者とコミュニケーションします） C：英語重視。英語を練習しましょう！言語比率の目安は英語90％／日本語10％（英語話者との気軽な交流や文化交流） 注意：すべてのエリアに座る義務はありません！どのエリアやテーブルに参加するか、どのように時間を過ごすかは完全にあなたの選択です。ただし、テーブルを変えて新しい友達に出会うことをお勧めします *テーブルのサイズは、その時の状況や会場の収容人数によって変動します. イベントの質を皆さんのために保つため、特別な状況では主催者が別のテーブルへ移動をお願いする場合があります。可能な限り、男性が先にお願いされることになります **暴力、ストーカー行為、ハラスメント、いじめは一切許容されません。違反者には警告が与えられ、重大度によってはグループから即時（永久に）排除される場合があります。極端な状況下では、法執行機関に連絡する義務が発生し、法の最大限の範囲で対処します ~Non native Japanese guideline Hello all non native Japanese speakers. In this event , we ask that you seat yourselves at your Japanese language PROFICIENCY level. There will be NO seating ROTATIONS for non-native Japanese once the event begins. You will remain at the same table for the entirety of the event. Only Japanese native speakers will be OPTED to change area / tables at 45m into the event and also at 90m, in which they can participate at whichever table they desire. Total event duration 2H 15m. ~Seating arrangement template is as follows A: Nihongo focus. Practice your Japanese! Only sit at this table if you have high language competency and able to almost fully communicate in Japanese. (Language Ratio approximation. Japanese %80 / English %20 B. Mixed social. Communicate in both English and Japanese. Language ratio approximation. Japanese %50 / English %50 Only sit at this table if you can somewhat socialize in Japanese (at the very least you must have decent Japanese listening skills and/or understand when spoken to in Japanese) C. English Social. Anyone and everyone is welcome to sit at this table. Just chill, culture exchange and facilitate English learning for our Japanese friends. Language ratio approximation. English %90 / Japanese %10 ATTENTION: This seating arrangement template is formed to show gratitude to our friends from Japan, and respect how they would like to use their time, so they can maximize their energy and efforts in whichever they desire to do. *Table sizes will range and vary on what’s available at the moment and by the venue occupancy. To sustain the quality of the event for everyone, event hosts may switch tables and/or place you at another table under special circumstances to help balance and supplement other tables that need more participants. **** No acts of violence, stalking, harassment and bullying will be tolerated. Violators will be given a warning, and depending on severity may be swiftly removed (permanent) from the group. Under extreme circumstances, there could be obligations to reach out to law enforcement in which we will pursue to the fullest extent of the law.

#### **This event page is for JAPANESE PEOPLE only.** **If you are not Japanese, please sign up through a different event page.** **こちらのイベントページは日本人の方向けです。** **Toronto Japanese English Language Exchangeにご興味を持っていただき、ありがとうございます！** 私たちは毎週日曜日の午前9:30から、英語と日本語の練習会を開催しています。 この会では、ペアまたは少人数のグループで、50分間の日本語練習と50分間の英語練習を行います。 使用する教材は、プロの言語教師が作成したものです。 ### **お申し込み前にご確認ください** * **イベントの詳細とミーティン中に使用する教材は、** **イベントページのコメント欄にの方のみが見れる設定で共有し、更にMeetupのメッセージ機能を通してご登録されたEmailアドレスへ土曜日ぐらいにお送りしています。** * メール受信機能がオフになっていると詳細が届きません。メール受信をオンに、そしてお知らせが届く設定にされることを推奨します。 * この会は、言語学習を目的とした方向けに開催しています。 それ以外の目的でのご参加はお断りする場合がございます。 * 安全で安心して参加できる環境を最優先に考えています。 * 迷惑行為・営業・勧誘行為があった場合、またはオーガナイザーやスタッフの指示に従わない場合は、退会していただくことがあります。 * 参加費の返金・繰越は不可です。 ### **参加費について** 参加費は以下の目的に使用されます。 ・Meetup利用料 ・当日サポートスタッフへの謝礼 ・オーガナイザーEmikoの「よさこい国際化プロジェクト」の活動費 トロントにはよさこいチームもあり、さまざまなイベントに出演しています。 ご興味のある方は、ぜひご参加ください。 ウェブサイト [https://yosakoiambassador.com/](https://yosakoiambassador.com/) パフォーマンス動画 [https://youtu.be/2z8f4p6DJkw](https://youtu.be/2z8f4p6DJkw) 皆さまのご参加をお待ちしております！

#### **This event page is for English speakers only.** **こちらのイベントページは英語話者の方向けです。** **日本人の方は、別のイベントページからお申し込みください！** *** We host a Japanese & English language exchange meeting every Sunday at 9:30 AM. Participants practice in pairs or small groups, with 50 minutes of Japanese practice and 50 minutes of English practice. The study materials used in our sessions are created by professional language teachers. ### **Before Signing Up, Please Read the Following** * **Please make sure to check the comments section of the event page, as all event details and materials will be shared there around Saturday.** * This meeting is intended for people who are genuinely interested in language learning. Participants joining for other purposes may be asked to leave. * We prioritize creating a safe and comfortable environment for all attendees. * Disruptive behavior, solicitation, or sales activities are not allowed. Anyone who does not follow the instructions of the organizer or staff may be removed from the group. * **Participation fee : Refunds and carryovers are not available.** ### **Participation Fee & Donation** Your participation fee will be used by Emiko Tanaka, a Yosakoi Ambassador, to promote Yosakoi Naruko Dance from Kochi, Japan, to the world. For more details, please visit our website: [Yosakoi Ambassador Project](https://yosakoiambassador.com/) We look forward to seeing you at the event!

Join our WhatsApp group [https://chat.whatsapp.com/F7838OJWfkiAlMEyNffVfZ](https://chat.whatsapp.com/F7838OJWfkiAlMEyNffVfZ) Welcome to beach volleyball All Level Learn and Play Event in Spanish Banks. If you never play before but want to, no worry, you can learn basic skills over here. All the equipment is prepared. This event is for come to meet new friends, improve your volleyball skill and build your team. **Only 20 spots** * People will **learn basic skills and rules from** **Our Host Yana** in the first hour. * In the next hour, we will be divided into the different teams to play on the court. * People who purchase the summer pass will be put into the same team, play with your same team players and build your team. **Drop In $10.** **Flash Sale 2026 All summer Pass $69** May 17 2026 - Sep 6 2026 Sunday (No Events in Holiday or Raining) [https://www.extremelyshy.com/toronto&RAP1VF](https://www.extremelyshy.com/toronto&RAP1VF) **Book online only**, **you will receive details and contact information in your confirmation email**. Show your QR code to our host Yana to verify. Legal Stuff - Liabilities, Obligations, and Responsibilities * We are a group composed of volunteers. We are NOT a professional organization or pro trail guides and/or pro event organizers. However, as a group of friends and acquaintances, we will look out for each other. * The organizer and any/all assistant organizers and other attendees are in no way responsible and liable for your personal safety and health state, before, during, and at any time after this event. By RSVPing "Yes", for this event, * You acknowledge that you fully understand and accept the aforementioned conditions and following event attendance conditions and, you are solely responsible for your health, safety, and well-being before, during, and at any time after the event as stated previously. All attendees shall forever hold harmless the organizers and other attendees and unconditionally waive any liabilities resulting from attending and/or participating in this event

¡Hola! Welcome, and welcome back! We meet in the North York Centre, at 5150 Yonge St. (subway: North York), in the Food Court, every Sunday from 3:30 pm to 5:30 pm. Angela will be your hostess. ¡Hasta luego!

Need at least 12 players signed up for this event to be played. This will be a 5 vs 5 format. The event has no set end time and will usually go beyond the posted times. You are expected to stay for at least the posted event time. $6 Payment by cash only Low Intermediate level is for players looking to continue to improve their game and play a more structured game. You have experience playing volleyball recently and have some ball control and want to and can play 3 hit volleyball. Intermediate does NOT play beach rules volleyball. Please answer all RSVP questions to attend this event. 3 hit volleyball [https://betteratvolleyball.com/the-3-types-of-hits-in-volleyball/](https://betteratvolleyball.com/the-3-types-of-hits-in-volleyball/) Please note that you MUST answer the RSVP question and provide your first name and email address to confirm your rsvp. If you do not answer the question and provide this your RSVP will be removed Since this is a team sport event, the proper number of players is very important. RSVP changes less than 72 hrs before any event that is full/has waitlist or 48 hrs before any events not full will to be considered a late bail-out. Late bail outs or no shows will be assessed a "strike" 2 strikes and you will be suspended from participating in group events. If the event is full, put yourself on the waiting list. Spots can free up the week of the event as people change their minds.

Smaller group on a small field, recreational, low level, only very small group. It's a smaller field, usually, we play 4 on 4 or max 5 on 5. No subs. Outdoor turf and free soccer event, . The event is none competitive soccer for low levels only, the game should be easy and fun, so we can get little bit sweat while enjoy the weather. This is no contact soccer, We should have have another what's app group of friends joining us on the soccer field, all you need to bring is good spirit and your own water. should be lots parking around the school and it's few mins walk from the subway station, once you get there, we will be gathered on the field. If we cancel the event, I will post on the event board here. If the game is cancelled, I will post on the comment board. This event is sponsored by Harbord Bakery (http://www.harbordbakery.ca/), Bakery on Mavis(http://www.bakeryonmavis.ca/) Brazil Bakery (http://brazilbakerypastry.ca/) Kensington Natural Bakery (http://kensingtonnaturalbakery.ca/) and EJoyCity.ca (https://www.ejoycity.ca/), iBake (http://i-bake.ca/), La Novita Bakery(http://lanovitabakery.ca) Absolute Bakery(http://absolutecafe.ca) they will give 10% off on everything. Simply, just tell them you are here for the meetup event.

{ This performance on Sunday July 5th is **SOLD-OUT** } Can you join us at ***FRINGE***--early July?? We'll attend 'just' three performances. $19 tickets. Details below. ### June 30-July 12, 2026 Welcome to the **38th annual Toronto Fringe Festival**, Toronto's place for indie theatre and performance. With [123 shows](https://fringetoronto.com/fringe/shows) at [27 venues](https://fringetoronto.com/accessibility/access-at-venues/venues) across the city! Sunday July 5th (2pm-4pm) ***TANGO After Midnight-- (55 minutes)*** As night falls, a new dance emerges... PointeTango—winner of the Toronto Fringe Patrons’ Pick and the B Street Collaborative Dance Award—ignites the stage with a striking fusion of pointe shoes and stilettos. This electrifying production blends Argentine tango with classical ballet, interwoven with cinematic projections filmed on location in Buenos Aires. Fast-paced and visually arresting, the work features innovative lighting and sound design, alongside world-class performers and 2025 Canadian Tango Champions Erin Scott-Kafadar and Alexander Richardson. **A 15-time Fringe Award–winning company.** ★★★★★ “Breathtaking artistry” –Winnipeg Free Press ★★★★★ “They dance as one body, with grace and precision” –Monday Magazine **Ticket link here**--(our group will attend Sunday July 5th) https://fringetoronto.com/fringe/show/tango-after-midnight Don't delay--Fringe tickets sell out quickly! $19 per person.

This will be a 4 v 4 format. You will play 4s with beach rules but you’ll be playing against Low Int 5s or Mid 4s This event is for those currently playing Low Int 5s and want to transition to Mid Int 4s level and transitioning to playing with beach rules. You should be amongst the strongest players at the Low Int 5s level to play this level. Please note that you must know FULL beach rules. You MUST answer the RSVP question to play this event. If your answer is wrong or you do not answer then you will be removed from the event. The question or your response may not show up when using some apps so please RSVP from a computer. Beach Rules - [#1 Beach Volleyball and Social Group Discussions](https://www.meetup.com/beach-vball/discussions/) Please note that you MUST answer the RSVP question and provide your email address and correctly answer the beach rules question to confirm your rsvp. If you do not answer the question and provide this your RSVP will be removed Beach Rules - http://www.meetup.com/beach-vball/messages/boards/thread/6679875 Requests to play together must be submitted in your RSVP answers when you sign up and must be requested by each player. You can request to play with 1 other player. Beyond one player is not guaranteed Since this is a team sport event, the proper number of players is very important. RSVP changes less than 72 hrs before any event that is full/has waitlist or 48 hrs before any events not full will to be considered a late bail-out. Late bail outs or no shows will be assessed a "strike" 2 strikes and you will be suspended from participating in group events. PLEASE DO NOT SIGN UP FOR THIS LEVEL IF YOU ARE A RECREATIONAL PLAYER AND ARE NOT CAPABLE OF CONTROLLING THE BALL TO PASS, SET AND SPIKE. PLEASE DO NOT SIGN UP FOR A HIGHER LEVEL IF LOWER LEVEL EVENTS ARE FULL. If the event is full, put yourself on the waiting list. Spots always free up the week of the event as people change their minds.

**NO MUSICAL EXPERIENCE REQUIRED** **About Drum & Soul** Drum & Soul is a participatory community space that combines drumming, singing, reflection and conversation in one shared experience. Through rhythms from different cultures, collective music making and meaningful discussion around a focused theme, we practise qualities that strengthen both the individual and the community. This is more than a drumming circle. It is a space where people can grow in expression, presence, listening, and contribution, while learning how these same qualities can be carried into everyday life and relationships. --- ... **Why come** Come if you want to grow your expressive capacity, feel more at ease participating with others, and be part of a growing space that celebrates the human in us. Everyone is welcome, regardless of age, background or musical experience. If you feel shy in groups, that is completely natural. Many people arrive unsure and leave feeling surprisingly at home. --- ... **How it works** --- We begin with a short breathing and centring exercise, followed by simple rhythm demonstration and call and response drumming. We then move into smaller group discussion around a shared theme. From there we shift into collective jamming and improvisation, and end with a potluck meal and informal connection. --- ... **Typical meeting flow** 1. 🫱🏽‍🫲🏻 Arrival & social time – 15 min 2. 🙋🏻‍♀️ Welcome, check in and centring – 15 min 3. 🪘 Call & Respond **Drumming & demo** – 20 min 4. 💬 Facilitated **Discussion** on the Theme (groups of five-or so) – 20 min 5. 🕺🏽 Open **Jamming** with multiple instruments – 30 min 6. 🦋 Potluck **dinner** & social time afterwards – 60 min *This outline is flexible and may shift to suit the group and the space.* --- ... **Logistics & what to bring** Our next Drum & Soul gathering will be held outdoors in the park. If the weather turns rainy, we will move the gathering to our usual indoor location (you'll be notified in the comment section of any changes). Since outdoor seating is limited, please bring a lawn chair or picnic blanket if you can. Drums are available on a first come, first served basis, and we will also provide plenty of small percussion instruments so every hand can play. You are welcome to bring your own drum or instrument. We end the evening with a shared **potluck meal**, an extension of the circle where conversation and connection continue. Since the event is free, we warmly ask everyone to bring a small item to share if they are able. Simple finger foods and easy to serve savoury items are especially helpful, such as fruit, veggies and dip, wraps, sandwiches, hummus and pita, samosas, spring rolls, crackers and cheese, or other meal friendly bites. Sweet items are welcome too, but meal friendly contributions are especially appreciated. --- ... **Cost & contributions** --- This is a free event. If you are unable to bring food, you are welcome to make an optional contribution toward refreshments and materials by e-transfer to **hooshmandnyc@gmail.com** --- ... **Helpful notes** --- No prep needed. Doors open at 3:45 p.m. Please arrive by then so we can start at 4:00 p.m. sharp and keep the flow. Location and any last minute updates are posted on Meetup and in our WhatsApp group. We recommend joining the WhatsApp group (ask us for the link at the venue) for quick notices. --- ... **Life Between Gatherings** Drum & Soul does not begin and end with the monthly session. For those who want to continue beyond the gatherings and go deeper, we also have: • **Advanced sessions** for those who want to go further in drumming technique and explore the discussion themes more deeply in a smaller group • **Home or café meetups** for simple in-person connection, where a few participants can continue the conversation more personally and naturally • **Ongoing contact** so the spirit of the gathering can carry into everyday life through our own reflection, friendship and mutual encouragement Over time, these smaller spaces help strengthen connection, shared learning, and community life between sessions. Ask us about these features for more detail. --- ... **Why this matters** Our world is like a sick body, and is aching for a lasting remedy. We believe our special mission here is to nurture one another, define our roles in service to our fellow humans, and become living temples of unity. A meaningful growth unfolds through both self‑discovery and collective effort, and one cannot truly flourish without the other. Come open and prepared to learn, to offer your gifts, and to be strengthened by the power of community. *This ad is also posted in other groups* 📷 Follow us on [Instagram](https://www.instagram.com/artsoultoronto/) 🎥 [A glimpse from one of our sessions](https://youtu.be/ejfeV1PF-0k)

\*These classes are not a language exchange, but instead are meant to be a step in between so that students feel confident maintaining in depth and grammatically correct oral conversations outside of class\* \***Meetup event numbers only tend to show new students registering and do not include returning students attending class.** **Per class, there is an average of students.** The first 2 classes are free and then only cost between $18 and $45 depending on which type of class you want to continue with\*\* These Spanish, English (For Spanish and French speakers only), and French classes are primarily meant for adults who are travellers, or who are planning to live in a French, English, or Spanish-speaking country. The classes are primarily oral-based through guided conversations. They will teach you how to handle conversations in situations such as **"Going to the Convenience Store"**, **"Making Plans"**, **"Negotiating Prices"**, and **"Going out for a Drink"**. To ensure that students get used to using the language automatically, students will learn to maintain contextual conversations with timing before moving on to the next lesson. **Program is also offered in private and online classes**. Call (647)787-9953, e-mail us info@monkeylingo.ca, or visit monkeylingo.ca for more information! **Online and private classes are also available!** No other language classes are as oral as these ones. We guarantee it! Group classes are hosted at **600 Bay Street** every Sunday, Monday, and Tuesday. Call (647)904-5285 upon arrival if no one is there to let you in, and someone will come down to let you in. Cheap parking can be found using the "Spot Hero" app.

Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you! **What to Expect at the Intro Circle** \~\~\~\~\~\~\~\~\~\~\~\~\~ Near the beginning of the event (1:30 pm), we do a standup: * Organizer announcements, updates, and logistics Round 1 - (7 secs max): * Your name * What you're working on * What you can help others with Round 2: * Community events you wanna plug. If none, that's cool too. Round 3: * Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool. After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!

We have moved to guild.host. Look us up there. https://guild.host/events/buckeye-cocoaheads-rcavwd

Our monthly PHP meetup. A virtual shindig courtesy of Zoom. Check back here for the details around 6:15 pm

**Latest Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9

💖 𝐌𝐚𝐫𝐫𝐢𝐚𝐠𝐞-𝐌𝐢𝐧𝐝𝐞𝐝 𝐒𝐢𝐧𝐠𝐥𝐞𝐬 💖 𝐁𝐞𝐠𝐢𝐧𝐧𝐞𝐫 𝐁𝐚𝐜𝐡𝐚𝐭𝐚 𝐃𝐚𝐧𝐜𝐞 𝐂𝐥𝐚𝐬𝐬! 𝐒𝐮𝐧𝐝𝐚𝐲, 𝐉𝐮𝐥𝐲 𝟏𝟗, 𝟐𝟎𝟐𝟔 𝟕 𝐩𝐦 – 𝟗 𝐩𝐦 𝐀𝐠𝐞𝐬 𝟐𝟓-𝟒𝟎 💖 𝐓𝐡𝐞 𝐋𝐨𝐯𝐞 𝐨𝐟 𝐘𝐨𝐮𝐫 𝐋𝐢𝐟𝐞 𝐂𝐨𝐮𝐥𝐝 𝐁𝐞 💖 𝐉𝐮𝐬𝐭 𝐎𝐧𝐞 𝐃𝐚𝐧𝐜𝐞 𝐀𝐰𝐚𝐲! 👉 Are you tired of wasting time on people who aren’t serious? 👉 Are you all swiped-left and swiped-right out? 👉 Are you tired of false starts and situationships? If you answered yes to any of the above, then this event was created with YOU in mind! 𝐃𝐨𝐧’𝐭 𝐦𝐢𝐬𝐬 𝐭𝐡𝐢𝐬 𝐅𝐔𝐍 𝐨𝐩𝐩𝐨𝐫𝐭𝐮𝐧𝐢𝐭𝐲 𝐭𝐨 𝐦𝐞𝐞𝐭 𝐢𝐧𝐭𝐞𝐧𝐭𝐢𝐨𝐧𝐚𝐥 𝐩𝐞𝐨𝐩𝐥𝐞, 𝐦𝐚𝐤𝐞 𝐧𝐞𝐰 𝐟𝐫𝐢𝐞𝐧𝐝𝐬, 𝐠𝐞𝐭 𝐲𝐨𝐮𝐫 𝐝𝐚𝐧𝐜𝐞 𝐨𝐧, 𝐛𝐮𝐫𝐧 𝐬𝐨𝐦𝐞 𝐜𝐚𝐥𝐨𝐫𝐢𝐞𝐬, 𝐚𝐧𝐝 𝐦𝐚𝐲𝐛𝐞 𝐞𝐯𝐞𝐧 𝐦𝐞𝐞𝐭 “𝐲𝐨𝐮𝐫 𝐩𝐞𝐫𝐬𝐨𝐧!” The dance class is for BEGINNERS, so therefore no dance experience is required or expected! If you do have experience dancing bachata, then we won’t hold that against you, either! 😂 We will be rotating partners CONTINUOUSLY, so you will have the opportunity to meet and converse with everyone! 𝐓𝐡𝐢𝐬 𝐨𝐧𝐞-𝐨𝐟-𝐚-𝐤𝐢𝐧𝐝, 𝐁𝐞𝐭𝐭𝐞𝐫-𝐓𝐡𝐚𝐧-𝐒𝐩𝐞𝐞𝐝-𝐃𝐚𝐭𝐢𝐧𝐠 𝐞𝐯𝐞𝐧𝐭 𝐰𝐢𝐥𝐥 𝐜𝐨𝐧𝐬𝐢𝐬𝐭 𝐨𝐟: ✅1. Registration and Meet-And-Greet ✅2. Beginner Bachata Dance Class ✅3. Dance Practice and Mutual Matching 𝐑𝐄𝐆𝐈𝐒𝐓𝐑𝐀𝐓𝐈𝐎𝐍 𝐈𝐒 𝐑𝐄𝐐𝐔𝐈𝐑𝐄𝐃! 👉𝐕𝐢𝐬𝐢𝐭 𝐭𝐡𝐞 𝐥𝐢𝐧𝐤 𝐛𝐞𝐥𝐨𝐰 𝐭𝐨 𝐫𝐞𝐠𝐢𝐬𝐭er: MarriageMindedSinglesDance.com Questions? Text Todd Smith 614-774-8146

Most people use LLMs by feel: ask a question, read the answer, decide whether it “seems good,” and move on. That works for casual use. It does not work when you are building software, automating workflows, writing important documents, or relying on AI for anything that needs to be repeatable. In this talk, we’ll look at how to improve and evaluate the inputs and outputs of LLMs using practical measurement techniques. We’ll cover how prompt changes affect results, how to compare outputs, how to build simple evaluation sets, and how math-based methods like similarity scoring can help you move beyond guesswork. This will be beginner-friendly, so even if you don't know anything about AI, you should get something out of it. However, this will be a little more technical than our intro talks. You do not need to be an AI researcher, but programmers and technically curious attendees will get a lot out of it. We’ll cover: * Why “it looks good” is not enough * How to improve prompts by changing the input, context, and constraints * How to compare LLM outputs more systematically * Basic evaluation techniques for accuracy, consistency, and usefulness * How embeddings, cosine similarity, and scoring can help evaluate results * Where automated evaluation works — and where humans still need to stay in the loop By the end, you’ll have a practical mental model for treating LLMs less like magic and more like systems you can test, measure, and improve. LOGISTICS AND PARKING: The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks! The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.

Topic to be announced. **CALL FOR SPEAKERS** Learn more: https://www.awscolumbus.com/get-involved/ **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: https://www.veeam.com/ **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **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