Data Science

**Latinas in STEM: From Expertise to Influence** **Join us this 2026 International Women’s Day for an inspiring panel conversation celebrating Latina professionals who are leading, innovating, and shaping the future of STEM.** **Latinas in STEM: From Expertise to Influence will spotlight accomplished Latinas working across science, technology, engineering, and math as they share their career journeys, contributions, and insights on building influence in traditionally underrepresented spaces.** **✨ Stay after the panel to connect and network with fellow Latina professionals. Light refreshments will be provided.** **👉 Register now to save your spot and be part of this powerful conversation. Spaces are limited.** https://www.eventbrite.ca/e/1981936337939?aff=oddtdtcreator

This is a ticketed event. Please register at [this link](https://luma.com/q7t43ncn). ​Diana Issatayeva will provide an overview of the physical network architectures underling AI training and inference. Then, we will explore how these architectures influence governance options. ​​​**Event Schedule** 6:00 to 6:30 - Food and introductions 6:30 to 7:30 - Presentation and Q&A 7:30 to 9:00 - Open Discussions ​​​​If you can't attend in person, join our live stream starting at 6:30 pm via [this link.](https://www.youtube.com/@Trajectory-Labs/live)

# **Full Moon Mystery Meditation in Pisces** Date of meeting: **Wed, March 4th, 2026 at 7:00 PM EST** Join us in-person: Toronto Theosophical Society, 792 Glencairn Ave., Or, join us via Zoom: [https://us04web.zoom.us/j/6273280590](https://us04web.zoom.us/j/6273280590) Field of Group Work: **The Mystery of the Holy Trinity** Keynote: **“ I LEAVE THE FATHER’S HOME, AND TURNING BACK I SAVE”** The theme for this field of activity represents the third aspect of divinity - bringing heaven to earth, embodying the mystery of incarnation and the salvation for all forms. ## **Major Themes of Pisces** ### **World Savior and Redemption** Pisces embodies the Christ consciousness that descends into matter to redeem and save all forms, completing the zodiacal journey with sacrificial service ### **Death of the Separated Self** The culmination of the spiritual path where the personality dies and the soul is released from captivity, ending the illusion of separation ### **Compassion and Sacrifice** Profound sensitivity and self-sacrifice characterize Pisces, as the initiate willingly enters the depths of human suffering to serve and uplift humanity ## **Planetary Rulers** **Exoteric Ruler (Personality): Jupiter -** The benevolent expander, bringing opportunity, growth, and the principle of fusion that unifies the pairs of opposites **Esoteric Ruler (Soul): Pluto -** The death-dealer and initiator, transforming consciousness and revealing the power of the soul **Hierarchical Ruler (Spiritual): Pluto -** Governing from the highest level, Pluto brings death to desire and the birth of spiritual will ***Note:* Neptune** focuses Pisces energy for mass humanity, conferring exquisite sensitivity, profound compassion, and complete merging in spiritual identification. ### **Positive Qualities** * **Profound Sensitivity:** Deep sensitivity and compassion for all life and suffering. * **Intuitive Understanding:** Psychic receptivity and intuitive perception beyond the rational mind. * **Self-Sacrifice and Service:** The capacity to sacrifice personal desires for the service of humanity. * **Mystical Vision:** Spiritual aspiration and the ability to perceive higher realities. * **Mediating Power:** The power to mediate between heaven and earth, bridging spirit and matter. ### **Negative Qualities** * **Excessive Emotionalism:** Overwhelming emotions and psychic confusion that cloud judgment and clarity. * **Escapism and Delusion:** Tendency toward escapism, delusion, and self-deception to avoid facing reality. * **Mediumistic Susceptibility:** Vulnerability to lower psychic influences and negative energies without discrimination. * **Victim Consciousness:** Self-pity and victimhood consciousness that prevents empowerment and action. * **Personality-Soul Conflict:** Indecision and wavering between the demands of the soul and the personality. # **The Labour of Hercules \~*The Capture of the Red Cattle at Geryon*** In this final labor, Hercules must journey to the island of Erytheia to capture the red cattle of the three-bodied monster Geryon. This labor symbolizes the **gathering and salvaging of desire-nature and its transformation into** **aspiration**. The three bodies of Geryon represent the integrated personality (physical, emotional, mental), while the red cattle symbolize the lower desires that must be *rounded up and driven toward the light*. Hercules accomplishes this task by slaying Geryon, demonstrating that **the disciple must overcome the illusion of separation.** Through this labor, Pisces learns that *all must be saved, nothing can be lost, and that service to the whole requires the redemption of matter itself*. It is the completion of the zodiacal journey—the death of the personal self and the birth of the World Savior. **Read the full text here (free PDF): [https://www.bailey.it/files/Labours-of-Hercules.pdf](https://www.bailey.it/files/Labours-of-Hercules.pdf)** *** Thank you for participating in the Open Heart meditations 💙 \~ Love is never wasted

**We will discuss day trading, swing trading strategies and tools.** This will not be a presentation format. We will discuss options trading and investing strategies, as well as the skills needed to start. It is a **casual meetup to meet people who are interested in trading or building a career around it, especially algorithmically. No "financial gurus" are welcome.** Join us for a meetup where we share trading ideas, and connect with others who share a common interest in investing. Algorithmic trading is commonly used by large institutional investors and market makers, but it is also accessible to retail traders. It offers several advantages over manual or discretionary approaches—particularly in minimizing psychological errors that often impact human traders. Some of the topics we usually discuss: \- Reasons for investing \- Limitations of being a retail trader \- Practical tools: brokers\, APIs\, data sources\, real\-time implementation \- Brainstorming ideas: strategies that may be working today **Note this even is not sponsored or endorsed by any business where we are meeting. We are just using their space for casual meetup event.** **Please no promotion of MLM, pyramid schemes, self promotion to paid services, affiliate promotion, paid subscriptions or similar stuff.** **Useful Links** * Notion page of [Algo Trading Resources](https://systemetic.notion.site/Algorithmic-Trading-Resources-fe400c5258e440fd8a4d63770d08bc13) **Telegram group for quicker communication:** [https://t.me/+m8BMRABGX74xNmZh](https://t.me/+m8BMRABGX74xNmZh) **Disclaimer:** This meetup is for educational and informational purposes only and should not be construed as professional financial advice. The discussions and materials presented at this meetup are provided as general information and are not intended to be a substitute for professional financial, legal, or tax advice. All participants are encouraged to consult their financial advisor or qualified professionals regarding specific financial issues. None of the organizers, speakers, or participants at this meetup are liable for any financial loss or damage incurred as a result of trading activities or decisions based on the information shared during this event. Trading stocks and other financial instruments involves risk and may not be suitable for all individuals. **CFTC Rule 4.41:** Futures, foreign currency and options trading contains substantial risk and is not for every investor. An investor could potentially lose all or more than the initial investment. Risk capital is money that can be lost without jeopardizing one’s financial security or lifestyle. Only risk capital should be used for trading and only those with sufficient risk capital should consider trading. Past performance is not necessarily indicative of future results. **Non-Endorsement**: References to specific securities, investment strategies, or any financial instruments during the meetup are for illustrative purposes only and do not constitute a recommendation, endorsement, or investment advice by the organizers or speakers. **No Guarantees**: There is no guarantee that the investment strategies discussed will be profitable or protect against loss. All investments involve the risk of loss. **Conflict of Interest**: Presenters or organizers may hold or intend to acquire positions in securities discussed during the meetup, which may create a conflict of interest.

8.00pm-9.00pm Salsa Intermediate Instructor :David Drop in = $15 You are welcome with or without partner. We are switching partner so you will have some one to practice during the class . There is also Bachata Class starting from 9.00 for an hour after this class. Address: 39 Glen Cameron Thornhill, unit 1 647-504-9876

\*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 7 students.** The first 2 classes are free and then only cost between $15 and $35 depending on which type of class you want to continue with\* These French, English (For Spanish and French speakers only), and Spanish 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. 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 conversational as these ones. We guarantee it! Cheap parking can be found using the "Spot Hero" app.

9.00pm-10.00pm Bachata intermediate Instructor :David We switch partners so it's ok if you don't have partner Drop in = $15 You can enjoy unlimited classes any days any time and learn variety of Dances Waltz, ChaCha, Salsa, Bachata Monthly plan = $100 for new members first month Address: 39 Glen Cameron Thornhill, unit 1 647-504-9876 Cell:647-504-9876

**Note: This is a Waiting-List-Only Event: There is a $5 Meetup fee that must be e-Transferred to me before your spot can be confirmed.** **• *Please be on time* \- we're looking forward to hitting the buffet as soon as it opens\, to give us maximum opportunities to network and engage with our group members\!** I’ve made a reservation for a group of 14 people at **Bangkok Garden** (18 Elm St) for an intentional networking lunch. This session is strictly for **AI Professionals (AIP)**: founders and practitioners in the AI space. Whether you're deep into Machine Language, deep learning, data science, blockchain, GenAI or training your own LLM, this is your opportunity to actually meet some of your peers out in the real world, to have some high-level technical and strategic conversations. **THE EXPERIENCE:** * **The Venue - Bangkok Garden:** A soaring, high-ceilinged Thai "oasis" near Dundas Station. * **The Meal:** A full Thai lunch buffet. * **The Cost:** You are responsible for your own buffet bill at the restaurant (approx. **$24.00 + tax + 18% gratuity**, totalling roughly **$32.00**). **HOW TO SECURE YOUR SEAT:** 1. **Join the Waitlist.** 2. I will DM the first 20 people on the waitlist with e-Transfer details. 3. A **$5.00 non-refundable commitment fee** is required to move from the Waitlist to the "Going" list. 4. Your seat is only confirmed once the fee is received. Unpaid spots will be offered to the next person on the waitlist after 2 hours. **THE GOAL:** To cut through the noise and meet the actual builders in the Toronto AI scene. No generic "small talk" needed - this is just a group of 15 AI practitioners discussing all things AI, from LLM implementation to agentic workflows, the latest GenAI models, and the future of the stack.

**Note: This is a Waiting-List-Only Event: There is a $5 Meetup fee that must be e-Transferred to me before your spot can be confirmed.** **• *Please be on time* \- we're looking forward to hitting the buffet as soon as it opens\, to give us maximum opportunities to network and engage with our group members\!** I’ve made a reservation for a group of 14 people at **Bangkok Garden** (18 Elm St) for an intentional networking lunch. This session is strictly for **AI Professionals (AIP)**: founders and practitioners in the AI space. Whether you're deep into Machine Language, deep learning, data science, blockchain, GenAI or training your own LLM, this is your opportunity to actually meet some of your peers out in the real world, to have some high-level technical and strategic conversations. **THE EXPERIENCE:** * **The Venue - Bangkok Garden:** A soaring, high-ceilinged Thai "oasis" near Dundas Station. * **The Meal:** A full Thai lunch buffet. * **The Cost:** You are responsible for your own buffet bill at the restaurant (approx. **$24.00 + tax + 18% gratuity**, totalling roughly **$32.00**). **HOW TO SECURE YOUR SEAT:** 1. **Join the Waitlist.** 2. I will DM the first 20 people on the waitlist with e-Transfer details. 3. A **$5.00 non-refundable commitment fee** is required to move from the Waitlist to the "Going" list. 4. Your seat is only confirmed once the fee is received. Unpaid spots will be offered to the next person on the waitlist after 2 hours. **THE GOAL:** To cut through the noise and meet the actual builders in the Toronto AI scene. No generic "small talk" needed - this is just a group of 15 AI practitioners discussing all things AI, from LLM implementation to agentic workflows, the latest GenAI models, and the future of the stack.

Welcome to the profound depths of the Ancient Kabbalah, an esoteric tradition open to all who sincerely seek to know. For thousands of years, its eternal mysteries have been transmitted through an oral tradition known as Kabbalah, meaning “to receive ”. This group systematically explores the authentic doctrines and writings of the sages, providing students with a conceptual understanding of the universe’s structure, including its internal worlds, aspects and dimensions. This understanding is the foundation for all practical applications of the wisdom, which include meditation, unification, alchemical self-transformation, and ultimately, leading the student towards a direct knowledge of the Soul and the actual experience of the Upper Worlds. Our studies delve into foundational cryptic texts such as *The Zohar*, *Sepher Yetzirah* (The Book of Formation), and *The Tree of Life*, alongside spiritual doctrines from diverse traditions throughout history—including both the Old and New Testaments. For the dedicated seeker, the mysteries reveal the golden thread that weaves together all wisdom traditions, sciences, and the very fabric of the universe into a single luminous and shining garment. **Meetings are held every Thursday from 7:00 PM to 10:00 PM.**

### **“Conscious Living”** **An Experiential Community Program for Embodied Consciousness** **Ongoing until April 30, 2026** (except for March Break) **Thursdays, 7:00–9:30 PM (in person)** **Facilitator:** Sophia Barna, M.Ed., M.S.W. **Location: Toronto Theosophical Society,** 792 Glencairn Ave., Toronto, ON **(Basement Room)** “Conscious Living” is a weekly experiential program that bridges the study of consciousness with the practical realities of everyday life. Rooted in the *Map of Consciousness* developed by David R. Hawkins and *A Course in Miracles (ACIM)*, this program invites participants to move beyond theory into lived, embodied awareness. Together, we explore what it means to live “in the world, but not of it” — grounded, present, and engaged, while rooted in higher awareness. The Map of Consciousness serves as our reference point. Each meeting focuses on a specific state of consciousness, blending study and practice so participants not only understand these states intellectually, but also learn to embody and live them in daily life. In addition to the Map of Consciousness, A Course in Miracles (ACIM) provides a complementary framework for the program. ACIM offers practical spiritual principles for transforming perception, cultivating forgiveness, and recognizing the inner guidance of love and truth. Its teachings emphasize the shift from fear to love, the release of judgment, and the practice of conscious choice in every moment. Our gatherings are grounded in the states of Love, Joy, and Gratitude, corresponding to the elevated energy field of 540 on the Map of Consciousness. From this frequency of openness and lightness, we come together to uplift, inspire, and grow in awareness — individually and collectively. ### **✨A Potluck for the Body, Heart, Mind & Soul🌈** Each session is designed as a holistic experience — nourishing all dimensions of being: * **🪷 Food for the Soul:** Guided meditation, self-reflection, and self-inquiry * **🧠 Food for the Mind:** Lectures, presentations, and meaningful group discussions * **✨ Food for the Body:** Embodied practices (movement and dance meditations), singing, chanting, and sharing bread together (please bring a food offering for sharing) * **💗 Food for the Heart:** Love-centered connecting and sharing ### **🌸What to Expect** Together, we will explore different states of consciousness through: * Lectures and presentations * Guided meditation * Self-reflection * Group discussions * Movement and dance meditation * Singing and chanting * Sharing bread together in community ### **🌸What to Bring** 1. Coloured clothes — each week a specific colour (ROGVAIV rainbow sequence: Red, Orange, Yellow, Green, Blue, Indigo, Violet). *This is an encouraged part of the experience, not mandatory.* 2. Silk or large dancing scarf/veil 3. Notebook, journal, or paper with pens, crayons, markers 4. Simple, healthy food offering to share 5. Your highest vibrational presence in love, joy, and gratitude This is a space where learning becomes lived experience — where insight meets embodiment. *To uphold universal brotherhood without distinction and freedom of thought, all elements of the evening are invitational. Participants may opt out of any component and still be welcome, as long as we engage with one another respectfully.* *This is a participatory series with optional components. In keeping with TTS values, you are welcome to opt in or opt out of any element, and the central expectation is mutual respect.* ### **Reference Texts** 1. Hawkins, D. R. (2012). Letting Go: The Pathway of Surrender. Carlsbad, CA: Hay House. 2. Foundation for Inner Peace. (1976). A Course in Miracles. Mill Valley, CA: Foundation for Inner Peace. 3. Barna, S. (2025). Flying Home: Soul Stories for the Little One Within. Toronto: LightPath Publishing. **Registration:** TTS Study Groups, ts.study.to@gmail.com Registration **optional** (for updates and materials). Walk-ins welcome. ### **About the Facilitator:** **Sophia Barna** is an educator and facilitator with a long-standing interest in the relationship between inner life and everyday life: how spiritual principles become livable, embodied realities rather than abstract ideas. Her work bridges consciousness research, reflective inquiry, and practical methods for self-observation and inner transformation. Her background includes graduate training in education and social work, and advanced professional training in EMDR. In “Conscious Living,” she draws on the Map of Consciousness (as developed by David R. Hawkins) and the spiritual psychology of A Course in Miracles, inviting participants to explore themes such as presence, perception, forgiveness, and the cultivation of love, joy, and gratitude through shared practice and dialogue. Her facilitation style is heart-centered, clear, and experiential, with space for participants to learn through reflection, discussion, and embodied exercises. ***Important distinction:*** While Sophia’s clinical experience, education, and skills shape how she holds the space and communicates, this series does not constitute EMDR therapy, psychotherapy or a clinical solution for mental or emotional problems. It is a group experience offered in the spirit of service and public learning, and it should not replace care from a licensed provider in a private and confidential therapeutic relationship.

There is a rich philosophical literature on skills (e.g., chess, ballet, cricket) which focuses both on the mental states of performers (e.g., what is the phenomenology of doing something well?) and on the evaluative dimension of skill and talent (e.g., what makes skilled achievements valuable?). Within this literature, there is a glaring omission of any discussion of skills acquired and expressed in standard workplace contexts, from cafés to warehouses. This talk considers the significance of that omission, both for our philosophical conception of skill and our understanding of action in the workplace. I argue that the phenomenology of workplace skill (which should account for feelings like boredom and fear) complicates our evaluative notions about skill and talent, mainly because it elucidates and reveals as untenable certain assumptions within the philosophy of skill about the evaluative implications of phenomenological states. Zara Anwarzai https://www.sfu.ca/philosophy/people/profiles/zanwarza/ Assistant Professor Department of Philosophy Simon Fraser University **About the Speaker:** I received my PhD from Indiana University in Philosophy and in Cognitive Science in 2024. My current work focuses on the social dimension of skill and expertise. Specifically, I'm interested in how to apply traditional inquiry into the cognitive and epistemological mechanisms involved in skill (which mainly focuses on individual skilled performers) to skills acquired and expressed by pairs or groups, like team sports or ensemble performances. I have done empirical work on the evolution of human tool use and manufacture. I also have broad interests in social ontology (e.g., the nature of collectives, shared agency, and group dynamics) and the philosophy of work (e.g., the phenomenology of automaticity in the workplace, the structure of skilled action at work, the relationship between standards of expertise and capital). I am co-organizing the upcoming workshop, ["Can Social Ontology Change the World?"](https://sites.google.com/view/social-ontology-and-the-world/home) in October 2026. **\* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \*** This is a talk with audience Q&A presented by the University of Toronto's Centre for Ethics that is free to attend and open to the public. The talk will also be streamed online with live chat here [to be posted]. About the Centre for Ethics (http://ethics.utoronto.ca): The Centre for Ethics is an interdisciplinary centre aimed at advancing research and teaching in the field of ethics, broadly defined. The Centre seeks to bring together the theoretical and practical knowledge of diverse scholars, students, public servants and social leaders in order to increase understanding of the ethical dimensions of individual, social, and political life. In pursuit of its interdisciplinary mission, the Centre fosters lines of inquiry such as (1) foundations of ethics, which encompasses the history of ethics and core concepts in the philosophical study of ethics; (2) ethics in action, which relates theory to practice in key domains of social life, including bioethics, business ethics, and ethics in the public sphere; and (3) ethics in translation, which draws upon the rich multiculturalism of the City of Toronto and addresses the ethics of multicultural societies, ethical discourse across religious and cultural boundaries, and the ethics of international society. The Ethics of A.I. Lab at the Centre For Ethics recently appeared on a list of 10 organizations leading the way in ethical A.I.: https://ocean.sagepub.com/blog/10-organizations-leading-the-way-in-ethical-ai

Let’s do some coding together at a cafe! No more working alone in the weekend. Here, we write code together. And I mean together together. Not occupying-the-same-space-but-separate together. Here’s how it works: Jennifer brings her mobile app project, tells everyone that it is like Pinterest for recipes and she’d like to work on the nav bar. Paul and Chloe think Jennifer's project is fascinating, and they join the group. They gather around Jennifer’s laptop and work on the nav bar for 2 hours. Jennifer is the one typing out the code while Paul and Chloe research, brainstorm, and offer suggestions. If you’re feeling stuck on your own project or need a motivation boost, bring it to mob programming! Want to learn by watching how others code and solve problems? Join someone else’s project at this event! Oh and we love your half-done projects that you are a bit embarrassed to share. Absolutely bring those to the event! **Discord**: We use Discord to share screen & code snippets during the event. Also feel free to share your projects here before the event! https://discord.gg/Da9fZFxPfs **Event policy**: * We have 0 tolerance for harassment. * We don’t allow the projects that are not meant to be shared in public such as school assignments, interview tasks, or trade secrets. * The goal is to write code. We discourage you from pitching business ideas here, doing code reviews, or spending the whole event on planning what to do. * Please buy a drink, and tip the barista well.

[Summary] This meetup is for those who are interested in code, web development, design, cloud, or AI. All levels are welcome, so feel free to bring your laptop and discuss what you are working on or what you are learning. You can share your projects and ideas with other participants freely. There are outlets and WiFi, drinks are about $5 for tea, they take card only. [Price] Attendance is FREE. But you need to buy something from the venue. [Policies] \- We do not tolerate harassment of our members \- We remind users that that this meetup is intended for networking and hobby development\, and any attempts at using this meetup event as a dating platform will not be not be tolerated Further information: https://torontostack.exchange/

**Google Analytics Alternatives** Is it finally time to make the switch away from Google Analytics? Two-and-a-half years ago Jason Packer asked this question at Columbus Web Analytics Wednesday. Since then: Google’s Universal Analytics has been sunset, we’ve changed our name to Columbus Data & Analytics Wednesday, and Jason has released two editions of his book “Google Analytics Alternatives”. Fresh off the release of the 2nd edition of his book, we thought it was time to re-open this conversation. While people love to complain about it, GA’s market share has remained relatively constant (at least in the United States). Why is that? You won’t find any complaints about GA4 in this talk, but rather an overview of what’s currently available in the market and how to frame your decision-making process. We’ll also be giving out some free copies of Jason’s book! So even if you’ve got a “GA4Lyfe” tattoo (no judgement), there’s free books to go with the free pizza and beer. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)

Window functions have nothing to do with the Windows operating system but provide a “window” to a result set when used in SQL queries. They are powerful, set-based methods to view data in unexpected ways. Window functions provide easy, set-based solutions to solve some common problems: * Using running totals * Performing operations in intervals * Identifying data gaps and islands * Performing aggregates without losing detail Many people are confused by window functions and do not know how to use them properly. This session will explore window functions, how they work, and how to use them. Demonstrations with several examples will solidify how window functions can simplify queries and make them more powerful.

**New Dojo Location!** **Draft Day Columbus** 1130 Dublin Road Columbus, OH 43215 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 topic suggestions and people interested in presenting at our monthly meetings. To this end we've set up a survey form at [https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc](https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc)

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

**Details:** This talk reviews the fundamental academic research literature in financial economics, distilling key findings with rigor while debunking suboptimal investing decisions. It draws on decades of empirical research and statistical analysis with the aim of guiding how to think about sound investing. **Audience Takeaway:** Attendees will gain a practical, research-based approach to assessing investments, interpreting risk, and making choices that support long-term financial independence, informed by decades of published financial studies. **Zoom: This is a *hybrid* event. To attend online, join us on Zoom here at 6pm:** https://iit-edu.zoom.us/j/87434065239?pwd=mK8gkDO6FTL2NBCXrgnViDwVJU14YT.1 Meeting ID: 874 3406 5239 Passcode: 826532 **Sponsor:** **[Tegus by AlphaSense](https://www.tegus.com) will provide the meeting site, as well as pizza and soft drinks for the onsite participants.** * **Address:** 200 N. LaSalle Street. Suite 1100. Chicago, IL 60601 * **Tegus by AlphaSense's Overview:** Tegus by AlphaSense is the leading market intelligence platform for key decision makers. We power some of the world’s most well-respected institutional investors, corporations, and consultancies through the largest and most comprehensive database of primary and market information. Our products and services enable clients to discover unmatched insights and answers to the most challenging questions they face to help them make better informed decisions. We are an end-to-end investment intelligence and research platform that modernizes the research processes. With an ecosystem that combines at-cost, on-demand expert calls with a 55K+ transcript library; quantitative financial workflows that streamline research across company disclosures, management presentations, earnings calls and filings; and 4K+ fully-drivable financial models and company benchmarking data, including every KPI and comparison that matters, Tegus by AlphaSense enables investors to move faster, gather deep research and surface high-quality insights to drive better decisions. The company serves customers worldwide, including investment analysts, portfolio managers and key decision makers across public and private businesses in markets of all sizes. * **Logistics**: To access the Tegus by AlphaSense building, we require **first and last names** of those who RSVP'd by Mar 18. Attendees will then present their **IDs** when they arrive at the front desk (right when they enter the building). They will be sent up in the elevator to the 11th floor where we will be.

We will show a variety of methods for building agents that run in Microsoft Foundry. This covers the different types of agents: Prompt, Multi, and Hosted, as well as the development lifecycle using evals and traces.

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