Aerial Photography

**Join Us for PyData Meetup @ Melio!** Get ready for insightful sessions, networking with the PyData community, and, of course, pizza and beer! A big thanks to **Melio** for hosting us and supporting the community. **📅 Details** Date: Sunday, June 14th, 2026 Time: 18:00 - 21:00 Location: Melio Office, Hagag Towers, North Tower, Floor 32, HaArba’a St 28, Tel Aviv Language: This meetup will be held in Hebrew **🕒 Agenda** 18:00: Gathering, snacks, and drinks 🍕🍻 18:30: Welcome words 18:45: **A Match Made in Heaven: LLM Judgment at Vector-Search Speed,** Shon Mendelson, Staff AI Scientist @ Intuit 19:15: **Dr. Data: How We Learned to Stop Worrying and Love the AI Bomb**, Dr. Adi Sarid, CEO @ Sarid Research 19:45: **Cost-Efficient AI Systems in Practice,** Michael Levinger, Senior AI Engineer @ Melio **🎤 Featured Sessions** **A Match Made in Heaven: LLM Judgment at Vector-Search Speed** **Speaker: Shon Mendelson, Staff AI Scientist @ Intuit** Last year, I spent far too long chasing a stubborn data quirk: why our system couldn't see that “The Law Offices of John Miller” and “Miller, John S. PLLC” were the same entity. It led to a bigger question: can you achieve LLM-level judgment at vector-search speeds? Traditional vector search is fast, but often misses subtle context like this, while relying entirely on LLMs is too slow and costly for production at scale. In this talk, I’ll share how we bridged that gap at Intuit with a hybrid system that combines fast vector search, efficient small transformer-based models, and fine-tuned SLMs. The result is a system capable of handling millions of weekly entity comparisons, significantly boosting recall while maintaining precision levels comparable to traditional methods. **Dr. Data: How We Learned to Stop Worrying and Love the AI Bomb** **Speaker: Dr. Adi Sarid, CEO @ Sarid Research** When GenAI dropped, our quant market research agency had a beautifully naive thought: "We can finally replace all our human labelers with a simple API call!" Spoiler alert: Scaling AI without hallucinations isn't quite that simple. Join us for a brutally honest, technical look at our data science team's journey from prompt-panic to AI-powered productivity. We’ll share our biggest wins and hardest lessons regarding evaluation frameworks, the rapid obsolescence of custom packages, and the newfound "full-stack audacity" of modern data scientists. **Cost-Efficient AI Systems in Practice** **Speaker: Michael Levinger, Senior AI Engineer @ Melio** Deploying large language models and AI agents in real-world systems requires a constant trade-off between cost, latency, and performance. This talk explores how to optimize LLM- and agent-based systems using techniques such as caching, model routing/cascades, tuning, RAG, and distillation—significantly reducing costs without sacrificing quality. Through a case study of an ATO-agent system, we’ll also cover practical approaches to cost estimation, monitoring, and budgeting. In addition, we’ll compare leading industry models—such as Gemini, Claude, and GPT—focusing on differences in response speed, cost efficiency, and real-world performance, and how to choose the right model for each use case within broader agentic workflows. **🚀 RSVP** Space is limited – RSVP now to secure your spot! We look forward to seeing you there! **📍 How to find us:** Enter the North Tower in Hagag Towers (Ha'Arbaa 28), go up to floor 32, and find us there. **We highly recommend using public transport, but if you’re coming by car, [here is a list of nearby parking lots](https://docs.google.com/spreadsheets/d/15GIvUZWui78k4b0EyikjvzNMnDede4lY/edit?gid=751370004#gid=751370004).**

**Join Us for PyData Meetup @ Melio!** Get ready for insightful sessions, networking with the PyData community, and, of course, pizza and beer! A big thanks to **Melio** for hosting us and supporting the community. **📅 Details** Date: Sunday, June 14th, 2026 Time: 18:00 - 21:00 Location: Melio Office, Hagag Towers, North Tower, Floor 32, HaArba’a St 28, Tel Aviv Language: This meetup will be held in Hebrew **🕒 Agenda** 18:00: Gathering, snacks, and drinks 🍕🍻 18:30: Welcome words 18:45: **A Match Made in Heaven: LLM Judgment at Vector-Search Speed,** Shon Mendelson, Staff AI Scientist @ Intuit 19:15: **Dr. Data: How We Learned to Stop Worrying and Love the AI Bomb**, Dr. Adi Sarid, CEO @ Sarid Research 19:45: **Cost-Efficient AI Systems in Practice,** Michael Levinger, Senior AI Engineer @ Melio **🎤 Featured Sessions** **A Match Made in Heaven: LLM Judgment at Vector-Search Speed** **Speaker: Shon Mendelson, Staff AI Scientist @ Intuit** Last year, I spent far too long chasing a stubborn data quirk: why our system couldn't see that “The Law Offices of John Miller” and “Miller, John S. PLLC” were the same entity. It led to a bigger question: can you achieve LLM-level judgment at vector-search speeds? Traditional vector search is fast, but often misses subtle context like this, while relying entirely on LLMs is too slow and costly for production at scale. In this talk, I’ll share how we bridged that gap at Intuit with a hybrid system that combines fast vector search, efficient small transformer-based models, and fine-tuned SLMs. The result is a system capable of handling millions of weekly entity comparisons, significantly boosting recall while maintaining precision levels comparable to traditional methods. **Dr. Data: How We Learned to Stop Worrying and Love the AI Bomb** **Speaker: Dr. Adi Sarid, CEO @ Sarid Research** When GenAI dropped, our quant market research agency had a beautifully naive thought: "We can finally replace all our human labelers with a simple API call!" Spoiler alert: Scaling AI without hallucinations isn't quite that simple. Join us for a brutally honest, technical look at our data science team's journey from prompt-panic to AI-powered productivity. We’ll share our biggest wins and hardest lessons regarding evaluation frameworks, the rapid obsolescence of custom packages, and the newfound "full-stack audacity" of modern data scientists. **Cost-Efficient AI Systems in Practice** **Speaker: Michael Levinger, Senior AI Engineer @ Melio** Deploying large language models and AI agents in real-world systems requires a constant trade-off between cost, latency, and performance. This talk explores how to optimize LLM- and agent-based systems using techniques such as caching, model routing/cascades, tuning, RAG, and distillation—significantly reducing costs without sacrificing quality. Through a case study of an ATO-agent system, we’ll also cover practical approaches to cost estimation, monitoring, and budgeting. In addition, we’ll compare leading industry models—such as Gemini, Claude, and GPT—focusing on differences in response speed, cost efficiency, and real-world performance, and how to choose the right model for each use case within broader agentic workflows. **🚀 RSVP** Space is limited – RSVP now to secure your spot! We look forward to seeing you there! **📍 How to find us:** Enter the North Tower in Hagag Towers (Ha'Arbaa 28), go up to floor 32, and find us there. **We highly recommend using public transport, but if you’re coming by car, [here is a list of nearby parking lots](https://docs.google.com/spreadsheets/d/15GIvUZWui78k4b0EyikjvzNMnDede4lY/edit?gid=751370004#gid=751370004).**

\*\*NOTICE: The park is open for Sunrise Opening at 5:15 AM \*\* [https://www.novaparks.com/parks/meadowlark-botanical-gardens/events/sunrise-in-the-gardens-515am-opening](https://www.novaparks.com/parks/meadowlark-botanical-gardens/events/sunrise-in-the-gardens-515am-opening) From the website: Sunrise is the perfect time for a peaceful walk, birding, or nature photography. Meadowlark Botanical Gardens will open at 5:15am for guests to enjoy nature in the early morning hours. Please note: * Regular admission ($5-$9) and memberships apply. * Posed photography reservations are not available during extended hours. * These extended hours may be cancelled in the event of inclement weather. Please check [Meadowlark's Facebook page](https://www.facebook.com/MeadowlarkGardens/) or novaparks.com for an inclement weather alert or call 703-255-3631 x0. * We will meet at the visitor center. Bring Water, a tripod, comfortable shoes, fully charged batteries, and empty cards There is no specific route in this park. Folks are free to wander around the trails in the park at their own pace. Check out Rob Trek's video from May 16, 2021: [https://youtu.be/QwNR_TuxM4Y](https://youtu.be/QwNR_TuxM4Y) For breakfast, after the field trip around 8:30 AM, we will head to The Virginian Restaurant, 169 Glyndon St SE, Vienna, VA 22180 Share only your very best, most interesting shots after the field trip, and keep it down to between 5 and 10 photos. Beauty, conservation, education, and discovery flourish throughout the year at this 95-acre complex of large ornamental display gardens and unique native plant collections. Walking trails, lakes, more than twenty varieties of cherry trees, irises, peonies, an extensive shade garden, native wildflowers, gazebos, birds, butterflies, seasonal blooms, and foliage create a sanctuary of beauty and nature. https://www.nvrpa.org/park/meadowlark_botanical_gardens/ By sending in an RSVP and joining this meetup event hosted by the Virginia Beltway Photography Meetup, I am also agreeing to the terms of the following release and waiver of liability, which shall be binding on my heirs, executors, administrators, successors, and assigns. In consideration of my (and my child’s) participation in the Virginia Beltway Photography Meetup, I do hereby release, discharge, and hold harmless the Organizer, its members, officers, directors, employees, and the leader(s) of this event from any and all liability by reason of any damage, loss, expenses, or injury arising from my (and my child’s) participation in this event, including that caused solely or in part by the fault of any and all of the above-named parties.

**NOTICE: The park is open until 8:45 PM for Sunset Closing** **This is copied from the website:** Savor the beauty of Meadowlark Botanical Gardens in the soft glow of twilight. During these special extended hours, the gardens remain open until 8:45 PM, offering a peaceful and picturesque setting to unwind, take an evening stroll, or simply enjoy the changing light as day turns to dusk. **Admissions will end at 8:15 PM,** and the gardens will close promptly at 8:45 PM. Regular garden admission ($5–$9) and memberships apply. We will meet at the visitor center. Bring Water, a tripod, comfortable shoes, fully charged batteries, and empty cards There is no specific route in this park. Folks are free to wander around the trails in the park at their own pace. Check out Rob Trek's video from May 16, 2021: https://youtu.be/QwNR_TuxM4Y For dinner, after the field trip around 8:00 PM, we will head to The Virginian Restaurant, 169 Glyndon St SE, Vienna, VA 22180 Share only your very best, most interesting shots after the field trip, and keep it down to between 5 and 10 photos. Beauty, conservation, education, and discovery flourish throughout the year at this 95-acre complex of large ornamental display gardens and unique native plant collections. Walking trails, lakes, more than twenty varieties of cherry trees, irises, peonies, an extensive shade garden, native wildflowers, gazebos, birds, butterflies, seasonal blooms, and foliage create a sanctuary of beauty and nature. [https://www.nvrpa.org/park/meadowlark_botanical_gardens/](https://www.nvrpa.org/park/meadowlark_botanical_gardens/) By sending in an RSVP and joining this meetup event hosted by the Virginia Beltway Photography Meetup, I am also agreeing to the terms of the following release and waiver of liability, which shall be binding on my heirs, executors, administrators, successors, and assigns. In consideration of my (and my child’s) participation in the Virginia Beltway Photography Meetup, I do hereby release, discharge, and hold harmless the Organizer, its members, officers, directors, employees, and the leader(s) of this event from any and all liability by reason of any damage, loss, expenses, or injury arising from my (and my child’s) participation in this event, including that caused solely or in part by the fault of any and all of the above-named parties.

10:00 AM - Meet & Create - Depending on the weather we will do a walk about for nature/outdoor photography and content creation. 12noon - Lunch + Networking We’ll head to a local restaurant for lunch and continued networking and conversation.

Photography IS allowed. But no tripods. Parking fees are per car. Please visit the link to learn more! We will there as a wandering group. Ill Try and communicate via meetup to say where I am to tag up but this us an on your own experience. **Polo in the Park** Parking info - [Polo (morvenpark.org)](morvenpark.org) https://www.morvenpark.org/equestrian-center/polo-in-the-park/pologuest/polo-in-the-park.html From the website: Come join the #BestPartyInLoudoun! Polo in the Park brings fast-paced arena polo action to Loudoun on Saturday nights in July and August through the 6-week season. Multiple picnic and tailgate options are available per night or for the season. This unique event is the place to go for your date night, family outing, girls’ night out, or corporate entertaining. Gates open at 6:00 p.m. All polo guests must enter via Tutt Lane (off Route 15). The Old Waterford Road entrance will be CLOSED. Inclement Weather Policy: Polo in the Park may be postponed due to inclement weather. The rain dates are Saturday, August 20th and 27th. A postponement decision will be posted on PolointhePark.org by 4:00 p.m. on the day of a scheduled match and will be announced on the Morven Park Facebook page. We often play even if there is light rain forecasted and/or if it rains early in the evening. If postponement is not posted on the website and Facebook, then polo is still on! All sales are final. Tips for a fun Polo experience: Each night of the season features two arena polo matches, with the first starting at 7:00 p.m. and the second starting at 8:30 p.m. (approximately). Polo ends at 10:00 p.m. Pets are NOT permitted at Polo in the Park. Service animals are welcome. Polo in the Park patrons MUST be 21 years of age to consume alcoholic beverages. Alcohol must be consumed within the marked areas. Cigars, vaping, smoking, and e-cigarettes are NOT permitted. Please, no drones or portable music devices/speakers. Follow Morven Park on Facebook for updates on weather, weekly food vendors, and more. For general questions and information on sponsorship opportunities, season passes, or ticketing, email Polo@MorvenPark.org.

**Our Meetup is off to another hiking adventure! Mt Kilimanjaro, as the tallest mountain in Africa, is included in the 7 Summits of the world.** **It is a bucket-list item for all hard-core hikers and mountain lovers.** We did this trek with Meetup in the summer of 2024 and it was a true experience of a lifetime (see photos below) Let's get to some numbers. It is 5,895m/19,340ft BUT . . . our starting elevation for the trek is 3795m/12541ft As such elevation gain is 2100m/6799ft To compare Everest Base Camp trek, is about 2754m/9035ft elevation change. And Mt Whitney is about 1828m/6000ft elevation change. The key to being able to succeed in this endeavor lays in the route and the support system. We are taking the Lemosho Route via the Northern Circuit. The Northern Circuit route is the longest and newest of the seven established Kilimanjaro routes. It's one of the best routes because it has the best acclimatization profile. This results in one of the highest summit success rates. Add to that stunning views, and comparatively relaxed pace. It is also much less crowded than the other Kilimanjaro routes. As far as our support system: We will be accompanied by experienced guides, porters and cooks. They are certified, ensuring our safety and comfort. Porters will carry our gear. We will have a high ratio of guides to hikers. Our guides will go our pace and support each and everyone of us, regardless of fitness level and pace. In other words...you go your own speed and we all get there safe. More about our trek/trip. As with all our international trips, we picked the best season/time of year to go for weather and wildlife. Lemosho and Northern Circuit is a scenically spectacular and varied route. At the lower elevations it has an abundance of wildlife such as elephant, buffalo, eland and lion which come over to forage during dry season. **Each of our trips is personally crafted to offer the best places and best use of time.** *But I don't have the needed gear?!* You don't need much more than the standard trekker's equipment. We will provide you with a list of what is already included and what can be rented there. *Does this include food?* All meals on the trek potion are included and a cook travels with us! *What is lodging like?* We are sleeping in new and comfortable tents (carried during the day by porters) *I am new at this.* That's OK. We do plenty of prep Zooms before we depart. And in California we have a number of local outdoor day or weekend outings you can test out with us. *How dangerous is this? What if I get sick or hurt?* We will be walking on an established, well used trail the entire time. **Our trip INCLUDES emergency insurance.** We are also Certified Wilderness First Responders and our guides are members of (AMREF) Flying Doctor. **Plain and simple, safety is our primary goal.** *How much does this cost?* **Kilimanjaro Mountain Trek $3950 per person, double occupancy. Land only (airfare not included). Solo supplement $600** Trip Cost includes: \- 9 nights accommodation \- 3 meals everyday on the trek \- All Fees & Entrances and Taxes \- Camping equipment such as tents\, tables\, chairs\. \- Lead Guide\, Assistant Guides\, Porters and Cook *RSVP to this event shows your interest, but does not hold your space.* ***The only way to secure your spot for this trip is a $300 deposit:*** ***[CLICK HERE FOR SECURE DEPOSIT LINK](https://www.paypal.com/instantcommerce/checkout/8P9NUAVQM8UEN)*** *Deposit is refundable up to 90 days before the departure (less PayPal fees).* *IF you need an airfare quote,* [Click here to message Anna](https://secure.meetup.com/messages/?new_convo=true&member_id=131297062) For more information about this or any of our other international events, fill out this form: **[INTERNATIONAL MEETUPS INFO REQUEST](https://forms.gle/cQdqYw74gAYqphXX8)** To see pictures from our Kilimanjaro adventure in 2024 [CLICK HERE](https://photos.google.com/share/AF1QipPkfkUp6sEZVQ-xse1di_K19d1QVmSb5KOLeIjynRoWGv_XFLXI8wBfT61XxAHavg?key=U2tKajBuOGRiZkxBOUtTUG1GbUVRVmlDaERCeG5n) We do a monthly Q & A Zoom: Meet others attending, be social, or come and get any questions answered. [Click Here to RSVP to our Zoom](https://www.meetup.com/moretoexplore/events/296044209/) The MAIN location where this event is posted: [https://www.meetup.com/moretoexplore/events/302872805/](https://www.meetup.com/moretoexplore/events/302872805/) (RSVP there for any conversation and comments) This events is cross posted to several other groups and the number of RSVPs on each is not reflective. We have a set of sister groups where we post our local free, local/regional camping, and our overseas events too. [Click Here ](https://www.meetup.com/CulturalArts/Events)for our other events: Live the adventure instead of only dreaming it! SOT 200318-10

We will be hiking the loop trail, (counter clockwise) around the BeaverDam Reservoir starting at the brand new Reservoir Park VisitorsCenter. Beautiful views of the water and varied woodland areas. This is an 7.5 MILE loop hike around one of Northern Virginia's largest bodies of water. The loop is mainly flat with a tiny hill or two. I've rated the loop moderate because the distance is 7.5 miles and we will be hiking about 22 minutes per mile - just under 3 miles per hour. After the hike we'll head over to Lark Brewing. 24205 James Monroe Hwy, Aldie, VA 20105 for food and beverages. I will make every effort for your safety. You are hiking at your own risk. Dogs are welcome on the hike as long as they are good with groups, friendly and you follow all leash laws. I like kids but this is an adult event so please no kids or any one under 21. We do start on time so please plan accordingly. Meet in front of the bathrooms by the parking lot. Reservoir Park Trail on AllTrails https://www.alltrails.com/trail/us/virginia/reservoir-park-trail?sh=lkkoxr&utm_medium=trail_share&utm_source=alltrails_virality