Product Lifecycle Management
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Product Lifecycle Management Events Today
Join in-person Product Lifecycle Management events happening right now
How to Structure AI Prompts Effectively
**This event is taking place online.**
You write a prompt. You get something back that's almost right, or completely off, or weirdly generic. You tweak it. You try again. Sound familiar?
Better prompts aren't about magic phrases, they're about giving the model what it can't guess: who you are, who this is for, what shape the output should take, and what it needs to do.
This session shows you the difference on a real example, gives you time to try it on something from your own work, and covers some prompting best practices along the way.
17:00 — Intro & live demo
17:20 — What made the difference? A discussion round
17:35 — Test your own prompt against a shared document 17:50 — What we noticed, what to keep, and where to go next
Optional but great: Bring something you've tried to use AI for and hasn't quite landed.
Facilitator: Anca Trif
Meet Link: https://meet.google.com/mxp-fnzd-ioi
The Improv Showcase
A showcase of Berlin's freshest improv troupes! It's a full night of English-language improv featuring three up & coming groups. Hosted by Destructive Creation, performing the magic of the Cat's Cradle!
Doors: 19:30, Show: 20:00
Limited tickets available, get yours in advance to avoid disappointment: https://www.improvworksberlin.com/shows
How to start a Startup: The owner Trap
Every first Friday of the month (except January), people from diverse disciplines and cultures meet to share experiences, business contacts and wine.
**AGENDA**:
1. Boarding time: 18.00-18:30
2. Intro-Round 1-2 min p.p. and "Book of the month"
3. Pause
4. Part 1: The Owner Trap: How to finally Step Out of Your Own Business by Milap Singh
5. Pause
6. Diskussion-Round
finish the wine and network
\*\*\*
**DETAILS**:
From Founder-Dependent to System-Driven - A2 - Hour Workshop Sprint
Is your business running you, instead of the other way around?
If you are a founder or small business owner who can't take a week off without things falling apart - this session is for you. In just two hours, we'll use a hands-on Service Blueprint sprint
to map how your business actually works, identify hidden bottlenecks
and build a clear plan to run it without you in the loop for every decision.
No slides. No theory. Just sticky notes, honest conversations and a map of your business you can immediate act on.
This workshop is for you, if you are:
A service-based business owner (agency, studio, salon, clinic, coach) with a small team
A founder who feels like the business would stop if you stepped away for two weeks
A startup operator ready to move from "figuring it out" to build repeatable systems.
Facilitated by Milap - Founder of Aspire Digital Design Agency, UX Researcher & service Designer based in Berlin.
Connect with Milap on Linkedin:
https://www.linkedin.com/in/singhmilap
\*\*\*
All events are free of charge. Please bring Wine/Snacks instead
berlinCreators Werkstattabend
Unser Verein berlinCreators e.V. trifft sich jeden Freitag ab 18 Uhr im Makerspace.
Wir haben Gruppen rund um Elektronik, 3D-Druck, Nähen, Programmieren, Retro Computer. Egal ob Anfänger oder Profi – hier seid Ihr Willkommen. Ihr könnt mit anderen fachsimpeln, Euch inspirieren lassen oder auch mit unserer Hilfe Eure ersten Projekte starten.
Wenn Ihr Euch bei uns wohlfühlt und Mitglieder bei den berlinCreators werden möchtest, freuen wir uns.
Kommt vorbei, lernt den Space, uns und die Möglichkeiten kennen.
Vom Pechvogel zum Glückspilz?
Hast du dich schon einmal gefragt, wie es sein kann, dass manche Menschen scheinbar mehr Glück im Leben haben als andere? Vielleicht sogar mehr als man selbst? Während andere wie vom Pech verfolgt durchs Leben laufen und von einem Unglück ins nächste stürzen?
Glück ist erlernbar und NLP kann dir dabei helfen.
Komm zu uns ins Studio Jablonski und lass dich gemeinsam mit deiner Begleitung von uns verzaubern. 😊
Wer weiß? Vielleicht ist genau dieser Abend der Beginn einer positiven Veränderung oder macht dein Leben einfach noch ein Stück glücklicher.
Wann:
Freitag, den 03.07.2026
Uhrzeit:
18:30–21:00 Uhr
Ort:
Jablonskistraße 25
10405 Berlin
Wir freuen uns auf dich und deine Begleitung 😊
Korean & German Language Exchange, Berlin
## 🇩🇪 Berlin Korean-German Language Exchange 🇰🇷
## [베를린 한국어-독일어 언어교환 모임]
정신없고 비싸기만 한 언어교환은 이제 그만! 체계적이고 친절한 환경 속에서 편안하게 친구들을 만들며 자연스럽게 언어를 배우는 시간을 가져보세요.
Stop attending chaotic and overpriced meetups! We pursue a structured, friendly environment where you can make friends and practice languages naturally and comfortably.
***
### ⏰ **TIME & SYSTEM (일시 및 운영 방식)**
* **When:** **Every Friday and Saturday** at 4:00 PM – 5:30 PM (1.5 hours)
* **언제:** **매주 금요일, 토요일** 오후 4:00 – 5:30 (총 1시간 30분)
* **System:** \* 3 rounds of German (15 mins each) + 3 rounds of Korean (15 mins each)
* **Partner swap every 15 minutes!** You will meet a new partner for every round.
* **운영 방식:** \* 독일어 15분씩 3라운드 + 한국어 15분씩 3라운드 진행
* **15분마다 파트너를 교체**하여 다양한 분들과 대화할 수 있습니다.💬 **For Shy & New Members (초보 및 내성적인 분들을 위해)**
* **Ice-breaking cards on every table!** Each table has a list of fun and easy topics to talk about. No need to worry about what to say next!
* **Don't worry if you are shy!** Even if you are an introvert or new to language exchanges, our structured system and friendly atmosphere will help you fit right in.
* **테이블마다 준비된 아이스브레이킹 주제!** 각 테이블에는 대화를 도와줄 재미있고 쉬운 질문지(쪽지)가 비치되어 있습니다. 다음 대화 주제를 고민할 걱정이 없어요!
* **내성적이어도 걱정 마세요!** 이런 활동이 처음이거나 낯을 가리는 분들도 걱정하지 마세요. 체계적인 시스템과 친절한 분위기 속에서 자연스럽게 어울리실 수 있습니다.
***
### 📍 **LOCATION (장소)**
* **Venue:** Petit Brunch
* **Address:** Schönhauser Allee 140a, 10437 Berlin
* **Note:** The venue is subject to change. **Please check our Instagram Story for any location updates before you come!**
* **장소:** Petit Brunch
* **주소:** Schönhauser Allee 140a, 10437 Berlin
* **참고:** 장소는 변동될 가능성이 있습니다. **방문 전 인스타그램 스토리 공지를 반드시 확인해 주세요!**
* **How to find us:** Please look for **'Aiden Park** once you arrive.
* **찾아오시는 법:** 카페에 들어오셔서 \*\*에이든 박'\*\*를 찾아주세요.
***
### 💡 **DETAILS (참여 안내)**
* **Language Level:** A2 – C2 / 독일어 또는 한국어 실력 A2\~C2 권장
* **Age Limit:** 20+ years old / **만 20세 이상**
* **Entrance Fee:** **5€** (Cash or Bank transfer only / Pay on-site)
* **입장료:** **5유로** (현금 혹은 계좌이체만 가능 / 현장 지불)
* **1 drink per person is mandatory** (Cafe drinks are separate).
* 카페 음료비는 별도이며, **1인 1주문은 필수**입니다.
***
### 💬 **CONTACT & RSVP (연락처 및 신청)**
* If you suddenly cannot attend, please let us know via **Instagram DM**.
* Even if the RSVP is closed, feel free to stop by! If there's an extra seat, you might be able to join at a discounted price.
* 갑작스러운 불참 시 **인스타그램 DM**으로 알려주세요!
* 모집이 마감되었더라도 자리가 있다면 조금 더 저렴하게 참여 가능할 수도 있으니 편하게 들러보세요.
***
### ⚠️ **NOTICE (주의사항)**
* Any participant who joins with intentions other than language exchange and makes others uncomfortable may be removed from the group based on a majority vote.
* 언어 교환이 아닌 다른 목적으로 입장하여 다른 파트너를 불편하게 만든다면, 다수결에 의해 강제 퇴장 조치될 수 있음을 알려드립니다.
***
**[Organizer Contact]**
* **Instagram:** @kr.de.language.exchange.berlin
Neurodivergent Workshop with Futurium: What the future holds
This interactive workshop offers participants a unique opportunity to actively engage with and reflect upon the possibilities of tomorrow.
**Organized in collaboration with [Futurium](https://futurium.de/en)**[,](https://futurium.de/en) the session is designed to be participatory, blending reflection, discussion, and creative hands-on activities.
**Location:** **[Futurium](https://maps.app.goo.gl/uqRAq7npeFKubvbu5)**, see the workshop room on the map attached in this event.
📸 We will be documenting the event. However, we will fully anonymize all participants by covering faces with stickers in the final media. If you’d prefer not to be in any shot at all, you are welcome to step away briefly during those moments.
**What to expect:**
* **Introduction (approx. 20 minutes)**
We begin with a journey into the past—examining historical postcards from the 19th and early 20th centuries that depict imagined futures. Participants are invited to explore and discuss these images together, considering what feels surprising, what turned out to be accurate, and how past visions compare to the technologies we know today.
**Optionally,** we will also screen a short video featuring young people from 1966 sharing their predictions for the year 2000—offering an additional prompt for reflecting on how future visions are shaped by their historical and cultural context.
* **Interactive Exchange (approx. 20 minutes)**
Next, participants take part in a guided “opinion swap” exercise using prompt cards. This dynamic format encourages movement, discussion, and the exchange of diverse perspectives within the group—making space for a wide range of voices and viewpoints.
* **Creative Activity (approx. 20 minutes)**
To close, the group will collaborate on designing an “object from the future.” This hands-on exercise invites participants to imagine possible developments and express their ideas creatively—turning abstract speculation into tangible, shared visions.
**About the Organizers:**
This workshop is organized by[ Futurium](https://futurium.de/en) in collaboration with the Berlin Neurodivergent Community. Please keep in mind that all of berlin neurodivegrent community organizers are neurodivergent volunteers who contribute their time, energy, and resources to make this event possible. We kindly ask for your patience, kindness, and mutual respect throughout the session—we are here to learn, share, and create together in a supportive environment.
We look forward to welcoming you and exploring the future—together!
Product Lifecycle Management Events This Week
Discover what is happening in the next few days
MUSIC PRODUCTION CLASS
**Melodic Masterpieces**
*an open Music Creation Session for Producers, Singers & Songwriters*
This program is structured into a repeating 4-week cycle, with each week focusing on a key stage of the music creation process—from initial inspiration to a fully mixed production.
At the end of each month, the cycle resets back to Module 1. This allows for continuous repetition, progressive skill-building, and flexible entry at any stage of the cycle.
The workshop is led by **experienced producers who have worked with major artists, record labels, management teams, and global brands**, bringing real-world industry insight into the creative process.
This workshop is designed for **beginners / intermediate-level participants.**
> Connect with fellow Musicians, develop & turn Your ideas into finished tracks.
**Module 1: Music Theory, Sample Selection & Sound Design**
This module covers the core foundations of music creation. Participants learn essential music theory concepts, how to choose effective samples & how to design original sounds. The focus is on building a strong sonic and musical foundation for ideas & tracks.
**Module 2: Beat & Groove Programming**
Development of rhythm, drum patterns, and groove-based elements. This module focuses on timing, swing, layering, and creating dynamic, modern beats that support vocals, songwriting & production ideas.
**Module 3: Vision, Songwriting & Recording**
This module focuses on artistic direction and expression. Participants develop song ideas, lyrics, and structure, and (if applicable) record vocals or musical ideas. The goal is to transform creative concepts into tangible recordings.
**Module 4: Arrangement & Mixing**
The final stage of the process. This module focuses on arranging the full track into a coherent structure and applying mixing techniques such as EQ, compression, spatial processing & balance to create a polished, release-ready sound.
**Feedback & Review Session**
At the end of each cycle, there is a dedicated feedback round where participants receive constructive critique on their work or ask questions. This session focuses on identifying strengths, improving technical and creative aspects & giving clear direction for the next iteration of their projects.
> It’s a great way to connect with fellow Artists, Producers & Songwriters in Berlin
**SIGN UP & TICKETS:**
No registration needed. Simply come by & get Your ticket at the box office before the class.
**LEVEL:**
Beginners / Intermediate
**COSTS:**
€15 regular (available at the Box Office)
\- Free for Members
> You've started. Now go further.
See You soon.
With Love,
DNA.
Sunday Tech Coffee Meetup
Welcome to Sunday Tech Coffee. This is a **networking** event for those in the tech industry in Berlin.
We are usually inside and to the right. Ask the barista/bartender if you can't find us.
Cycle & dine - Rathenow to Brandenburg
**ATTENTION - This tour is postponed now to the 4 July due to the heat to be expected this Sat.**
**But everything else stays the same.**
========== FACTS ==========
ROUTE: Rathenow > Milow > Kirchmöser > Brandenburg/H
LEVEL: Intermediate
DISTANCE: 45ish kms
MEETING POINT: 09:20 - Berlin Südkreuz
========== FACTS ==========
========= DETAILS =========
**ROUTE:**
Starting in Rathenow we have a very flat tour ahead of us. The first stop is planned after some 10km at the [GastHof Milow](https://gasthof-milow.com/) which is known for serving very delicious fish. Just in case there might not be enough seats available we will head further to Plaue, passing the Plauer See and then have plenty of other opportunities to sit down, look across the water and enjoy some food and a drink… or two.
The final route depends on mood and weather!
After \~45km we will arrive the main train station in Brandenburg/H where we can hop into any RE1 coming.
**SPEED:**
Leisurely around 14 km/h, at least if the wind doesn't come from the front.
This is like "Being able to see the details on the side of the road and enjoying the view in general… and have a chat."
**DISTANCE AND TERRAIN:**
This is an about 45ish km ride, with mainly solid but also some soft ground.
In general: Bikes with thin tyres (Race bikes, Road bikes, Fixies), rented bikes (Uber, Swapfiets) or any special bikes (Folding bikes, BMX etc.) are not suitable! You won't have fun, trust me!
And if you want to bring Kids or Animals please get in touch before!
**MEETING POINT:**
09:20 - Berlin Südkreuz, at the NORTHERN ticket machine (facing the TV tower) on platform 6.
I have a blue Villiger Trekking bike.
But you can hop in at any other station if you want (and dare).
**TICKET:**
It is 23,60 both ways / person, so this time it does make much sense to organise a BBT. I will get one if at least one other person wants to join me!
And don't forget your "[24-hour ticket bicycle VBB network](https://www.vbb.de/en/tickets/tickets-for-your-bicycle/24-hour-ticket-bicycle/)" ticket which is about 7,50 EUR.
**WAY OUT:**
09:44 - dep. Berlin Südkreuz, platform 6, taking RE4 to Stendal Hbf
10:04 - arr. Rathenow, platform 1
**WAY BACK:**
17:04 - dep. Brandenburg/H, platform 3, RE1 to Frankfurt/Oder
17:38 - arr. Berlin Wannsee, (ME) switching trains to S2
18:01 - arr. Berlin Friedrichstrasse
OR any other train at :04 or :44
**RECOMMENDATIONS:**
Check the train schedule in the morning! The DB loves to stir up the plans by changing trains on short notice! If anything happens the Meeting point is the starting point of the cycling.
While we'll stop somewhere for a lunch and/or coffee please always bring your snacks but especially some drinks along!
And, PLEASE make sure your bike is in a proper state! Check your tyre pressure and oil the chain! Does your light work?
Having a toolset is highly recommended and a spare inner tube to fix a flat tyre a big plus! While we might be able to help in some circumstances please think about what happens if we can't! Thank you!
Bringing special equipment (Helmet, safety vest etc.) is NOT required but welcome if you feel more safe using it.
And in case you need special medical treatment please make me aware of that upfront. Even if everyone is responsible for themselves I'd like to be able to handle it if necessary.
========= DETAILS =========
Chitta Walks - Awareness in Motion
Chitta Walks is for people whose days move fast, while the mind never fully lands. Thoughts keep looping even when nothing is urgent. The body moves, but attention is elsewhere. Over time, this disconnect drains clarity and ease.
This walk is a simple reset.
We meet in Berlin’s Tiergarten and walk at a gentle pace. Parts of the walk are in silence, with light guidance and a few short prompts. The walk itself is the practice, bringing body and mind back into the same moment.
No apps. No performance. Just a clear space to slow down and notice what is happening.
If you want to slow down without withdrawing from life, join a Chitta Walk.
✨ **What to expect (approx. 90 minutes):**
* A short arrival and orientation
* A guided silent walk (phones off, no conversation)
* One concise science-based impulse on attention or stress
* Optional reflection in pairs or small groups
* A simple takeaway or experiment for daily life
🚶**Who this is for:**
* Professionals, creatives, and people in transition.
* People who feel mentally busy and want more clarity and balance.
* Those curious about mindfulness, but grounded and practical.
* Anyone comfortable with silence and gentle self observation.
🔔 **Practical notes:**
* Duration: 60-90 minutes
* Wear comfortable shoes and weather-appropriate clothing
* No prior experience needed
* Group size is limited to keep the space quiet and focused
🧭 **Facilitator:**
My name is Partha Sarathi, you can call me PS. I have lived in Berlin for over 12 years. With a background in physics and materials science, my interest in mindfulness grew through personal experience with stress and health challenges. I facilitate the space and structure of the walk, inviting shared exploration rather than instruction.
🤔 **Why Chitta Walks?**
Chitta is a Sanskrit word referring to the mind or field of awareness, used here in a practical, non-religious sense.
Chitta Walks is about noticing how the mind works by slowing down and walking together. Mindful walking makes thought patterns visible in real time, while moving and sensing in the world.
The name points to a simple capacity: noticing what is happening in the mind without immediately trying to fix, judge, or optimize it.
🌿 **Possible effects:**
A calmer nervous system.
Clearer attention.
A felt sense of being more present in your body.
Subtle insights into how your mind reacts under everyday conditions.
A quieter, more grounded way of moving through the city.
**Come as you are. Walk. Notice. Leave with a little more space inside.**
Founders & Builders - Co-Working Session (Deep Work + Social)
Hey everyone, I’m organising a structured co-working event for those who are tired of grinding at home alone.
To ensure that we have both **socialising** + **working**, we'll be using the “Pomodoro” technique:
**50min of deep work** (silent), followed by **10min of break** to socialise. Then repeat! If you get into flow, you're also welcome to skip the breaks.
——————————————————-
AGENDA:
* **15min Intros -** Get to know everyone, talk about what you will work on today
* **Pomodoro Session** - *Each Pomodoro session consists* *of...*
* ...**50min** of uninterrupted “deep work” (no talking, no interruptions, no phones)
* ...**10min** of break: share your progress with others, talk about what you are stuck on etc.
* Repeat x3
* **15min** Conclude and celebrate your progress
Share your progress, socialise and meet new people. Or just get some work done :)
————
We'll be at the Social Hub Berlin (they have a food menu in case you get hungry). After the structured part ends, you're welcome to stay longer. See you there 🩵
**\*\*We'll be at the long table. Please update your RSVP in advance if you can't attend!\*\***
Founders Running Club :: Berlin
**Founders Running Club** (FRC) brings founders, investors, tech, creative people and startup enthusiasts together for weekly easy runs and networking.
Every Saturday morning we gather together and run through Tiergarten.
Join us in one of these 3 routes:
\* **5K** – for new & beginner runners
\* **7K** – for regular runners
\* **11K** – for more experienced runners
**OBS**: We are usually around 30 people, between regulars and newcomers (from here and from Luma), so don't be scared if there are not a lot of people confirmed on the event here.
The pace is chill and conversational, around **6:30**.
On the 7k and 11k some people like to push a bit more, but no one gets left behind.
We finish with a nice coffee and amazing conversations.
The vibe is always great.
Pets, friends, family, are welcome.
More about **FRC**:
🗓️ Launched in San Francisco, July 16, 2022
🌍 Now in 50+ cities
📅 Running + Networking events + Community
**Join the community** [http://foundersrc.com/chats](http://foundersrc.com/chats?utm_source=luma)
Berlin Instagram [http://instagram.com/frcberlin](http://instagram.com/frcberlin?utm_source=luma)
**Global FRC**:
Instagram [http://instagram.com/foundersrc/](http://instagram.com/foundersrc/?utm_source=luma)
LinkedIn [http://linkedin.com/company/foundersrc/](http://linkedin.com/company/foundersrc/?utm_source=luma)
Strava [http://strava.com/clubs/foundersRC](http://strava.com/clubs/foundersRC?utm_source=luma)
Website [http://foundersrc.com/](http://foundersrc.com/?utm_source=luma)
GATHERING OF ANIMATED SHORTS
You want to make animated short film, collaborate on, or be part of the creation process; this meetup is for you!
From animators, storytellers, character designers, 3D modellers, sound designers or voice actors, join in and share your work.
We present our creations and work processes, share our knowledge and skills, give and receive honest constructive feedback.
This regular meet-up is there to set a structure in our creation process, initiate the opportunity to collaborate and to be a source of inspiration.
The goal is the process.
Let us enjoy the animations we want to make!
PS: The café has another floor, take some time to look upstairs ;)
Product Lifecycle Management Events Near You
Connect with your local Product Lifecycle Management community
Odoo Business Show - Columbus, OH
Where innovation meets practicality. Join us in **Columbus, OH** for our **immersive event** featuring dynamic, audience-driven demonstrations showcasing the groundbreaking features of our software.
We'll cover a wide range of topics, from Manufacturing and Accounting to Inventory Management, Sales/CRM, and eCommerce, as we **delve into the capabilities of Odoo 19**. Discover how it can transform your business processes and support your journey towards digital transformation!
Attend for FREE -[ ](https://www.odoo.com/r/dKG)**[Register now!](https://www.odoo.com/r/QU4)**
For any inquiries, feel free to reach out to us at ellee@odoo.com
Conquer Negative Emotion To Have a Happier Life!
Do you want more Self Confidence, less Self Doubt, more Happiness, less Anxiety, and more Love? This event is an introduction to how to handle irrational emotion. How often are yours or another's emotions out of control? What is that about??? I have asked these questions and after much search have found answers and am sharing.
Maybe you have suffered a traumatic experience, a deep loss or been through a painful breakup? After that, you try to move on but you just can't. Possibly you have a thought or emotion that hangs around for days and you just can't shake it. What is all this stress, anxiety, depression, and self doubt? It's just crazy! It's not the real you. You can find out what is at the root of all this.
This is a local event.
Areas you can change with the right information:
* Control of unwanted emotions
* Lack of confidence
* Grief
* Anxiety
* Anger management
* Creating ideal relationships
* Memory
* and more...
This is a local meeting that can start you on the way to a better life, more confidence and less negativity. All the happiness you have lies within you. Let's find it!
Be sure to click on the red "Attend" button below to come to this local event. We look forward to seeing you there.
This group is created by the Dianetics and Scientology life improvement center.
ServiceNow AI Deep Dive: Hands-On Learning Session
We're planning a hands-on technical session focused on building AI solutions in ServiceNow - think skills, agents, and real-world use cases. If you’re curious about AI on the platform, RSVP now and stay tuned for more details. Let's build together!
Free Seminar: How to Improve Your Self Confidence & Social Life
Come attend a free in-person seminar where you will find out why you:
-Feel isolated
-Can't express yourself openly
-Get nervous or anxious in front of people
-Run out of things to say or feel tongue-tied
-Feel introverted
-Don't feel comfortable in any social setting
-Can't make more friends
-Are shy and miss opportunities to connect in a meaningful way
And we cover what you can do about any one, some or all of the above.
This seminar is the weapon against loneliness, isolation and boredom, come join us!
COME TO THIS SEMINAR AND LEARN THE SECRETS TODAY
This seminar is brought to you by the Dianetics & Scientology Life Improvement Center.
1266 Dublin Road, Columbus, Ohio 43215
IxDA Chat n Pancakes
You can sleep in on the Sesquicentennial (observed), we’re shifting to the following Friday.
But join the local UX community for a chat and some biscuits to catch up. If you were in CA for Figma Config, tell us all the lines and you can tell me how I can animate an SVG without coding it by hand, and why I’d even want to.
Thanks to the team at Nationwide of supporting the group.
Humanist Program
This presentation will be by Ben Iten, humanist chaplain and HCCO Board Member. Speaking on expressing Humanism values in American democracy.
This meetings will be hybrid. You can meet us in-person or attend online. The formal presentation will start at noon.
Food and drinks will be provided at the event. Feel free to show up a little bit early to hang out and talk.
The Humanist Monthly Program is our longest running event and still a community favorite. In the old days it used to be called "Going to HCCO" and we still like to think of it as our flagship event.
Join Zoom Meeting
[https://us02web.zoom.us/j/87836564953?pwd=4Mi57ElZkDIFlb1fnlNwOJ0NiOK4tP.1](https://us02web.zoom.us/j/87836564953?pwd=4Mi57ElZkDIFlb1fnlNwOJ0NiOK4tP.1)
Meeting ID: 878 3656 4953
Passcode: 760812
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Stop Guessing: How to Measure and Improve LLM Outputs
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.






















