Analytics: Outcomes, Experimentation Intelligence

LFU looks deceptively close to LRU: both caches evict the "least useful" item. We'll look at how the ordering rule affects data structure design. We'll discuss the algorithmic tradeoffs behind LFU and compare different implementation strategies, ending with benchmarks in C++ and Rust. Date and time: **25th of June (Thursday), 6 pm** Location: **Beograđanka, Vidikovac, 22nd floor** Address: **Masarikova 5** Online: **[C++ Serbia YouTube](https://www.youtube.com/watch?v=PwmFvXE_K9I)** To join the community discussions, we are on: * [Discord](https://discord.gg/VDUn8YtHw8) * [Telegram](https://t.me/+l7NS0GrslBMwNzI0) * [Website](https://www.cppserbia.org/) See you!

📊 **Profit from Predictions – Polymarket Strategy** Stop guessing on Polymarket. Learn the analytical system that generates real profit. ⚠️ Complete registration below — RSVP alone doesn't reserve your spot. ### [🔗 CLAIM YOUR SPOT](https://aiventurelab.org/product/Polymarket?city=Columbus&groupurlname=network-of-book-lovers-and-discussion-meetups&startgmtdatetime=2026-06-30T22:00:00Z) --- What you'll learn: - A systematic approach to forecasting outcomes - How to identify high-value markets before the crowd - Polymarket strategies that generate consistent daily profit *The forecasters who win have a system. Get yours.* 🎯

📌 **Prediction Market Masterclass — Polymarket Income Strategy — The forecasters who win have a system. Get yours.** *Built for analytical minds who want consistent income not occasional wins* For anyone who wants to stop reacting to markets and start anticipating them systematically, this masterclass turns analytical instinct into a structured, repeatable system. Through a practical strategy session, you finish with a data-driven strategy that makes Polymarket income more predictable. --- **What the masterclass delivers:** - A system for categorising markets by where your edge is strongest - How to avoid the psychological traps that erode Polymarket profits - The specific market types where analytical edge consistently outperforms the crowd - A compounding framework for growing Polymarket profits over months not days **⚠️ Spot not held yet:** This rsvp does not equal a confirmed seat, so follow the link below and complete registration to get your confirmed spot — registration closes once spots fill so act fast, and your seat is only secure once registration is complete. ### [🔗 SIGN UP NOW](https://aiventurelab.org/product/Polymarket?city=Columbus&groupurlname=cafe-conversation-and-french-films-for-our-community&startgmtdatetime=2026-06-30T22:00:00Z) Polymarket income is not random for people who have the method — claim your seat and transform your prediction market approach into a repeatable system, as everything produced in the session is immediately usable. 🔍 *See what others miss. Profit from the difference.*

Most people still use AI like a search box: type one question, get one answer, repeat. But the next step is AI agents: systems that can take a goal, break it into steps, use tools, remember context, and produce useful work for a human to review. In this beginner-friendly session, we’ll demystify what AI agents actually are — without hype or jargon. We’ll walk through practical examples of how agents can help with research, planning, writing, coding, operations, and personal productivity. We’ll cover: * What makes an AI “agent” instead of just a chatbot * How agents break tasks into steps * Where agents are genuinely useful today * Where they fail, hallucinate, or need human review * How to design simple AI workflows for your own work * A live demo of an AI agent-style workflow from start to finish No coding experience required. This is for anyone who wants to understand where AI tools are going and how to use them more effectively right now. 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.

Need more solid referrals for new clients? Join us for lunch and meet our networking group - we act as a sales team for each other. Bring your business cards and tell us your story. We have passed over $2.7 million dollars to each other! Our speaker this week is **Deb Dolbow, doTerra Wellness Advocate.** Deb is extremely knowledgeable in the natural ways to stay healthy and vibrant. Her presentation always let's us know about what we are doing right and what and how we can improve our health and well-being. All visitors are welcome. Any questions contact [pmarchio@farmersagent.com](mailto:pmarchio@farmersagent.com)

🤖 **Create a Working AI Agent – OpenClaw Workshop** Create a working AI agent from your browser in one session. No prior coding needed. ⚠️ Register via the link below to secure your place — RSVP won't do it. ### [🔗 CLAIM YOUR PLACE](https://aiventurelab.org/product/OpenClawMasterclass?city=Columbus&groupurlname=network-of-book-lovers-and-discussion-meetups&startgmtdatetime=2026-06-30T22:00:00Z) --- What you get: - A real, working AI agent by the end of the session - A browser-based setup you can use immediately - Hands-on experience building AI workflows from scratch *Don't just use AI. Build it.* 🤖

💳 **AI eCommerce Masterclass — Passive Income Blueprint — Set it up once. Earn every day.** *Built around AI tools that are available and affordable today* **What you produce in this session:** - A marketing funnel that runs on autopilot from day one - Passive income infrastructure built around AI automation - AI-driven product research tools that find winning products automatically For professionals who want to add a passive revenue stream without a second full-time job, this blueprint session removes the manual complexity entirely. With a guided end-to-end store build, you produce a passive income vehicle — an AI store that runs while you do other things. **⚠️ Quick note:** Your rsvp here is not a registration confirmation, so click below to register — completing that form is what holds your seat — spots run out faster than you expect so register now, and full registration is what holds your seat not the RSVP. ### [🔗 BOOK YOUR SPOT](https://aiventurelab.org/product/AIEcommerce?city=Columbus&groupurlname=cafe-conversation-and-french-films-for-our-community&startgmtdatetime=2026-06-30T22:00:00Z) --- Passive eCommerce income is a build-once earn-always model — grab your place and learn to build a store AI can run for you, and everything you build is yours to keep and scale. 📦 *The store that earns while you sleep starts here.*

**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: This month Chris Pazsint will be talking about Agentic Coding. How does one use CLI Based Agents, and Agentic IDEs such as Cursor, Kiro, Antigravity? How to include agentic coding plugins for IDEs you already love such as Visual Studio Code. 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