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Frequently Asked Questions
Yes! Check out api events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the api events taking place this week here. Plan ahead and join exciting meetups throughout the week.
Absolutely! Find api events near your location here. Connect with your local community and discover events within your area.
API Events Today
Join in-person API events happening right now
Nature Walk and Bird Watching at Albert Park Lake with Coffee & Conversation
Join me for a relaxed walk and bird watching at Albert Park Lake, an extraordinary wetland habitat that is home to nearly two hundred species of birds. Created from a lagoon and originally part of the extensive Yarra River Delta, the lake and its surrounds are a popular parkland for locals and visitors alike.
Together we can enjoy conversation and make new friends as we follow the path beside the water's edge and look out for gulls and cormorants roosting on the wharves. We'll wind our way around the lake and pass Gunn Island, a tranquil sanctuary and a safe nesting environment for local and migratory birds.
Further around the lake we'll see waterbirds such as stilts, swamphens and coots among the reed beds. When we reach the southern end of the lake we can stop to enjoy the magnificent views of the city skyline across the water. This is a great spot for photography.
We'll return to relax and socialise together in the Coots Picnic area and enjoy a snack and a drink. You can pick up a coffee and something to eat at the nearby Sir Albert Cafe or bring your own drinks and snacks.
**Agenda**
I will meet you at 10am on the lakeside of the Light Rail Tram Stop No.129 Melbourne Sports and Aquatic Centre.
We'll set off at 10.10am and follow the path beside the Melbourne Aquatic Centre and through the picnic area to the lake.
From there we'll stroll past the wharves and Gunn Island, follow the long stretch of reed beds and walk to the southernmost point of the lake to take in the stunning views of the city skyline.
We'll then make our way back to the Coots Picnic area to enjoy a snack and a drink together.
This is an easy walk on flat pathways and the distance will be about 5.5km all up. It will take us around 1hr 45mins at a leisurely pace with stops along the way to enjoy and photograph the birdlife.
**Location**
Albert Park Lake is located in the suburb of Albert Park, 3km from the Melbourne CBD. The No.96 tram/light rail runs from the Melbourne CBD down past Albert Park Lake.
There is free street parking available on Canterbury Road which runs beside the tram/light rail. Parking Fees apply to all car parks within Albert Park.
When you RSVP, please click Attend on the event page and I will be in touch via Direct Messages about the details. I will also be available in the Event Comments on the day.
NuCalm - Brain Health
NuCalm is a patented, drug-free neuroscience technology designed to rapidly reduce stress, improve sleep quality, and aid recovery by shifting the body from a "fight-or-flight" state to a deeply relaxed parasympathetic state within minutes.
[https://stamina.xosialx.com/nucalm.html](https://stamina.xosialx.com/nucalm.html)
It uses neuroacoustic software, a biosignal processing disc, and light-blocking eye masks to guide brain waves from active beta states down to alpha/theta (relaxation/meditation) levels
NuCalm uses a patented, clinically proven pitch and frequency matrix with non-linear oscillating algorithms to safely present your brain with precise signals, prompting what is known as a frequency-following response. Your brain synchronizes with the incoming NuCalm signals helping you naturally and effortlessly manage your state of mind by speeding up or slowing down your brain wave frequencies.
NuCalm has mapped all of your brain wave frequency zones and created products to safely and predictably guide you to whatever mental state you desire.
The amazing thing is, NuCalm is all-natural and works every time you use it within minutes.
The best thing to do now is to watch the video on the website and download the NuCalm app.
All you need is a headset and eye mask. This app purchase is covered with a 30-day money-back guarantee. Get started today and FEEL the difference even 15 minutes can make.
WATCH THE VIDEO ON THE WEBSITE.
[https://stamina.xosialx.com/nucalm.html](https://stamina.xosialx.com/nucalm.html)
Walk and lunch - St Kilda 20 attending
Join us for a walk and lunch in St Kilda.
Meeting 10:30am, on corner of Fitzroy St and Nepean HWY. Making our way to Albert Park Lake at 10:45am. Giving ourselves 1 hour for the walk, to take our time, take in the fresh air and to connect!
Throughout event, I'll mix and move you around so we can all connect with each other. Walking also helps our nervous system.
Then heading to a local cafe or pub (most likely the Prince Hotel). See comments on day for exact location.
Dogs welcomed. Looking like a lovely day.
Women & Gender Diverse Filmmakers/Actors Networking Night
Calling all \*\*female-identifying, non-binary and gender diverse \*\* filmmakers, actors, and film enthusiasts!
Join us at **5pm** **Monday Apr 6 (the first Monday of every month)** in the Emporium food court (located behind Grill’d Burger Restaurant) for a chance to build relationships in the film community. **From 7pm onwards, we will continue the evening with drinks and/or a meal at The Lions Hotel - Melbourne Central.**
This event is an expansion of the very successful **Movie Mutuals Wednesday Night Networking group** which has grown remarkably, with a weekly turnout of over 50 participants, blending newcomers with regulars to create a vibrant, diverse community.
Whether you’re a writer, actor, animator, or independent filmmaker, come share your experiences, discuss current projects, or chat about favourite films. This event fosters connections among like-minded women, non-binary and gender diverse people, encourages friendships, and opens doors for collaboration.
**RSVP** to help us gauge attendance. You will become part of a growing network of film professionals and enthusiasts.
**What to Expect:**
*There’s no set theme, workshop, or speaker. It’s a relaxed gathering where filmmakers, actors, and creatives can connect, discuss projects, share needs, and learn from each other. Beyond this networking event, we also host weekly Wednesday night meetups, exclusive events such as table reads, cinematography workshops with Panasonic, member screenings, and more.*
\*Note: Our community emphasizes collaboration, friendship, and goodwill rather than promotional activities. If you wish to promote a workshop, course, screening, or similar event, please contact the organizers first. Promotional privileges are generally reserved for trusted, long-standing members.
Delectable Social Stroll: Full Yarra Bend Circuit 12km - Dights Falls - Moderate
**🌞 Delectable Summer Social Stroll: Full Yarra Bend Circuit About 12 km Moderate to Difficult**
**Easter Monday 6 April- 12 PM..Arrive at 11.45 AM please**
Join us for a long, lazy, laughter‑filled Autumn social stroll tracing the full Yarra Bend circuit — a gorgeous loop of river bends, bushland, boardwalks, and iconic Melbourne nooks. This is our expanded version of the smaller Yarra Bend walk many of you enjoyed, now stretched into a full, flirty, scenic adventure. This has a couple of difficult sections where you may need to use your hands.
***+++Ensure you read the rules at the end before joining. Registering = agreeing to them+++***
We’ll begin at the Abbotsford Convent, (or more specifically st the Collingwood children's farm entrance), wander past Dights Falls, pause for snacks at the Studley Park Boathouse, and follow the river’s contours through some of the most beautiful natural pockets in inner Melbourne. Expect birdsong, breezes, shady gums, and plenty of social mingling along the way.
Bonus or not, we'll be going through the section where the many thousands of flying foxes roost during the day.
We will also make a diversion to the golf course cafe which is much more manageable to get a snack.
You can choose your own finale:
- 11 km Full Yarra Bend Circuit ending back at the Convent, or
- 14 km Extended Merri Creek Trail Option finishing at Rushall Station for those who want a little extra autumn sparkle in their step.
🕙 **Timing**
The Convent Bakery is rumoured to have ice‑cold smoothies worth writing home about, and we’ll swing by at the end for anyone who wants a refreshing treat.
- Meet at 11:45 a.m. at the gates of the Collingwood Children’s Farm (about 50m from the Convent entrance at the end of the road).
**- Walk begins at 12:00 p.m. sharp. Prior to the heat of the day**. Arrive by 11.45 a.m.
- Expect 3–4 hours depending on pace, weather, silly jokes, banter, and snack enthusiasm. My priority is having a relaxing time so I'm not following a strict timetable.
**☕ Mid‑Walk Pause**
We’ll stop at the golf course cafe for coffee, cold drinks, or a light bite. Bring a little cash or card if you’d like to indulge. Hopefully it's open, much better than stopping at Studley Park boathouse.
**🚶 Route Highlights**
- The leafy bends of the Yarra
- Dights Falls lookout
- Riverbank boardwalks and shaded bushland
Abbotsford Convent
- Studley Park Boathouse
- Optional Merri Creek extension to Rushall Station
- Plenty of photo spots, conversation pockets, and nature‑soaked moments
**🚆 Getting There**
- Train to Victoria Park Station is the easiest option, followed by a short walk to the Convent.
- Parking at the Convent can be a gamble on weekends — arrive early if you’re trying your luck or choose elsewhere.
**🌿 What to Bring**
- Comfortable walking shoes
- Suitable clothes for a lengthy walk
- Water 2 litres
- Sunscreen and a hat
- A light snack if you like
- Curiosity, good humour, and your best summer social energy
**⚠️ Group Rules and Event Etiquette ⚠️**
These are basic, commonsense standards that keep events safe, smooth, and enjoyable for everyone.
**Fitness Requirements**:
This should be a moderate to difficult walk for people with average fitness.
There are ssmall ections requiring easy scrambles requiring the use of your hands.
Ensure you can walk around 4km/hr for about 4 hours with breaks. Walk 15km comfortably with a small pack.
We walk at a relaxed pace. Please ensure you meet the fitness level for the event. If the group is forced to wait excessively, you may be asked to leave the event.
**⛹️ Pace: Too Fast or Too Slow**
Small social group events rely on staying together. If you prefer a very different pace, consider attending solo, joining a faster/slower group, or choosing events that match your fitness..
**👩💼 Time Constraints**
If you’re on a tight schedule, this may not be the right event. Social activities rarely run exactly on time
**⚠️ CRITICAL EXPECTATIONS ⚠️**
**👻 No‑Shows**
No‑shows block waitlisted people from attending and disrupt small-group events.
- Remove yourself at least 24 hours before the event.
- No‑shows will likely be removed and blocked from the group.
- Last‑minute cancellations (“flaking”) may also result in removal, especially when there is a waitlist.
**👀 Attending Without Being on the Going List**
This is a security issue.
**Do NOT turn up unannounced**.
If you’re not on the Going list and haven’t arranged it with the organiser beforehand, you will be asked to leave. Event check‑ins are being introduced
**⏰ Late Arrivals**
If you’re late, the group will not wait.
- You may be marked as a No‑Show and removed from the group.
- It’s your responsibility to communicate and catch up—this may not be possible for some events.
**🎲 Second Chances**
If something goes wrong, attempt to communicate with the organiser. Silence + poor behaviour = removal. Communication + accountability = second chances.
This may not be possible during the event as the organiser is busy organising.
API Events This Week
Discover what is happening in the next few days
Building Serverless APIs with Powertools for AWS Lambda
Welcome to Serverless Sushi, the hottest new restaurant in town!
As their newly hired developer, you've been tasked with revolutionizing their online ordering system. Let's embark on this exciting journey of building a robust, scalable API using Powertools for AWS Lambda.
Powertools for AWS Lambda is a developer toolkit to implement Serverless best practices and increase developer velocity. It’s an open-source project that helps implement well architected best practices earlier in the development lifecycle.
Learn how to build production ready AWS Serverless APIs that will instantly work at scale and learn about Powertools for AWS Lambda.
**A laptop is required to participate.**
IN PERSON! Apache Kafka® Meetup (Apr 2026)
Hello everyone! Join us for an Apache Kafka® x Apache Flink® meetup on **Apr 9th from 5:30pm**, in Melbourne!
The address, agenda, and speaker information can be found below. See you there!
**📍Venue**:
394 High Street Northcote, Victoria 3070
\*\*\*
**🗓 Agenda:**
* 5:30pm: Doors open
* 5:30pm - 6:00pm: Pizza, Drinks, and Networking
* 6:00pm - 6:30pm: Chad Harris, Solutions Architect, Factor House
* 6:30pm - 7:00pm: Stephen Ermann, Senior Customer Success Technical Architect
* 7:00pm - 7:30pm: Additional Networking
\*\*\*
**💡 Speaker:**
Chad Harris, Solutions Architect, Factor House
**Talk:**
Things that go bump in the night: Kafka Operational Issues and How to Survive Them
**Abstract:**
Most Kafka talks focus on how things should work—this one is about what actually happens in production.
We’ll walk through real-world operational issues encountered with Apache Kafka and its clients, from subtle misconfigurations to full “why is everything on fire?” moments. Along the way, we’ll break down how to identify what’s going wrong, which signals actually matter, and how to approach debugging when the system doesn’t behave the way you expect.
This talk will also touch on observability, common failure patterns, and practical mitigation strategies you can apply immediately. Expect a mix of technical deep dives, debugging workflows, and a few war stories (including some questionable decisions and log-staring sessions). If you’ve ever wondered whether it’s just you? It's not!
**Bio:**
Chad Harris is a streaming data specialist and Solutions Architect at Factor House, where he helps organisations design, scale, and operate Apache Kafka platforms using industry-leading tooling.
With experience scaling Kafka across organisations ranging from small startups to some of Silicon Valley's largest companies, Chad has been working with Kafka since its early days. He brings deep expertise across both real-time streaming and data-at-rest systems, with a strong focus on practical, production-ready architectures.
\-\-\-\-\-
**💡 Speaker:**
Stephen Ermann, Senior Customer Success Technical Architect
**Talk:**
From Lag to Smooth Sailing: How Queues for Kafka (KIP-932) Fix Slow Consumers
**Abstract:**
Slow or bursty consumers are one of the most common reasons Kafka applications end up fighting lag, over-provisioning, and operational fire drills. Traditional Kafka consumer groups work brilliantly for high-throughput stream processing, but they can make it hard to serve heterogeneous consumers, apply backpressure cleanly, or guarantee fair access when some consumers fall behind.
In this talk, we’ll explore **Queues for Kafka**, the new KIP-932 feature that introduces native queue semantics on top of Kafka’s battle-tested log foundation. We’ll look at how queues decouple producer and consumer throughput, isolate slow consumers without penalising fast ones, and provide more predictable delivery and scaling behaviour for “task” and “work queue” style workloads.
You’ll walk away with:
* A clear mental model of how Kafka queues differ from topics and consumer groups
* Concrete design patterns for handling slow and spiky consumers
* Migration tips for evolving existing Kafka-based services to use queues safely
If you’ve ever stared at a lag graph wondering whether to add more consumers, more partitions, or more coffee, this session will show you a cleaner path to smooth sailing with Kafka.
**Bio:**
Stephen Ermann is a **Senior Customer Success Technical Architect at Confluent**, working with leading financial institutions across APAC to design and operate mission-critical, real-time data platforms. With deep experience in **Apache Kafka**, **Confluent Cloud and Platform**, and surrounding ecosystems like **Kafka Connect** and **Apache Flink**, Stephen helps customers solve hard problems around scalability, reliability, and security in production. They are particularly focused on **RBAC, OAuth, mTLS, and container image security**, as well as emerging **agentic AI** patterns built on streaming data. Outside day-to-day architecture work, Stephen regularly shares practical patterns and lessons learned at meetups and user groups across the region.
\*\*\*
If you would like to speak or host our next event please let us know! community@[confluent.io](http://confluent.io/)
Golang April @ Atlassian
Hi Gophers! Join us this April for an evening of Go talks exploring real-world systems, from building a BitTorrent client to running Go on legacy architectures. We are looking forward to connecting with you.
*
**Agenda**
**6:00pm — Food & Networking**
**6:30pm — Intro + Go News**
**6:45pm — Talks**
**8.00pm — Wrap up then head out for kick ons**
**🎤 Tom Clancy**
**Building a BitTorrent client in Go**
BitTorrent, first released in 2001 is a peer-to-peer protocol for file sharing. Its decentralised approach, where pieces of files are exchanged with peers (rather than a central server), is a natural fit for Go's concurrency model. This talk looks at the inner workings of the protocol, how to build your own client, and concurrency patterns for performance.
Bio: Tom is a Software Engineer at Megaport, working on their edge networking functions platform (written in Go).
**🎤 Sam Hobson**
**Compiling Go for Ancient Architectures**
Some customers approached Knocknoc asking if we can get our Go agent to run on their old HPUX PA-RISC and Solaris SPARC machines, both unsupported by Go, and we took on the challenge of finding a way to make it work
Bio: "I'm Sam, I'm a software engineer of a couple of years working at a startup called Knocknoc on Just-in-time network layer access control software. Please come talk to me about cool stuff you're working on!"
*
**Interested in speaking at an upcoming event?**
We will aim to have a mix of short (\~10min) and in-depth (20-30min) talks.
If you’re keen to give a talk on a topic, share a project, or idea, please let us know [bit.ly/GolangMelbourneSpeakersForm](https://bit.ly/GolangMelbourneSpeakersForm)
Melbourne CocoaHeads No. 194
Our regular monthly presentation night on the second Thursday of the month from 6:30pm!
Thanks to Mantel Group for hosting us again this month. If you're coming in person we're there with food and drinks from 6pm. We will be live streaming the presentations as usual from 6:30pm at [http://www.melbournecocoaheads.com/live](http://www.melbournecocoaheads.com/live)
\-\-\-
**Agenda**
\| 6:00pm \| Food \+ Networking \|
\| 6:30pm \| Event begins\. Introductions \|
\| 6:40pm \| Chris Hocking — Pretending to be a coder \- Version 3: The world has changed since we last saw Chris… Codex\, Claude and burnout\. \|
\| 7:15pm \| TBC \|
\| 7:55pm \| Wrap up \+ social time at a nearby venue \|
\* All times are approximate. Presentation order will be confirmed on the night.
\-\-\-\-
We are always looking for speakers and believe everyone has an interesting talk hiding inside themselves. If you are interested in letting that talk out at a future event you can get in touch on the website [https://www.melbournecocoaheads.com/talks](https://www.melbournecocoaheads.com/talks) or on Slack.
Progressibu Japanese English Language Exchange
## 🇯🇵 Progressi部: Japanese-English Language & Culture Exchange 🇦🇺
**"Serious Study, Authentic Community" — 本気で学び、本気で交流する。**
Join us for our weekly exchange designed for those dedicated to practicing Japanese and English. This is a space to improve your language skills, share cultural insights, and make new, like-minded friends in a respectful environment.
### 🎯 Who This Group Is For
We welcome individuals who are here to **actively practice their Japanese or English**. Whether you are looking for a study partner or want to learn more about culture, this is a community for focused and meaningful interaction.
**✅ 受付方法 / Event Check-in (Strictly Required)** 到着の際、必ず主催者に以下の提示をお願いします / Upon arrival, please present the following to the organizer:
* **Meetupの参加申し込み(RSVP)画面をご提示ください。** / Show your Meetup RSVP confirmation screen.
* **予約なし(No RSVP)での参加はお断りしております。** / No walk-ins permitted without a confirmed RSVP.
* **Participation Fee: $3 CASH** Non-Japanese citizens.
### 🚫 Conduct & Safety Policy
To ensure a high-quality experience for all members, we maintain a strict standard of behavior:
* **Immediate Ban:** Any individual found guilty of misconduct or creating "trouble" will be banned from the group immediately.**.**
* **Organizer Authority:** The Organizer reserves the right to remove any member at their sole discretion to maintain the safety and integrity of the community.
* **Respectful Interaction:** All members are expected to be polite and mindful of others. Do not make fellow participants feel uncomfortable or pressured.
* **Privacy:** Please respect the personal boundaries of others. Do not pressure members for private contact information.
**If any member makes you feel uncomfortable, please report it immediately to the organizers: Shin, David, or Ray.**
***
### 📝 Event Details
* **Time:** Saturday, 4:00 PM – 6:00 PM
* **Arrival:** Please arrive **10–15 minutes early** due to limited seating.
* **Entry Fee:** **$3 CASH** (Non-Japanese citizens). This contribution covers monthly meetup hosting fees.
* **Photography:** Photos will be taken during the event for our community archives.
### 🇯🇵 日本語でのご案内
メルボルン市内のカフェで、本気で学べる日英言語文化交流会を主催しています。
* **目的:** 日本語・英語の練習、そして同じ目標を持つ友人作りを目的としています。
* **参加費:** 日本国籍以外の方は $3ドル(現金のみ)。
* **ルール:** 迷惑行為やトラブルを起こす方の参加は一切禁止です。主催者の判断により、即座に退会・出入り禁止の措置を取らせていただきます。
* 困ったことがあれば、すぐにオーガナイザー(Shin, David, Ray)までお知らせください。
### 🔗 Connect With Us
* **Facebook:** [facebook.com/groups/progressibu](https://www.google.com/search?q=http://www.facebook.com/groups/progressibu)
* **X (Twitter):** [twitter.com/progressibu](https://www.google.com/search?q=http://twitter.com/progressibu)
Vibe Code & Chill
***Vibe out with your tribe, out. (No coding experience required or expected!)***
Join us for **Vibe Code & Chill: October Edition** on Sunday, October 5th, 2025.
This isn’t your average meetup: no stuffy panels, no boring lectures. We’re here to vibe, imbibe, and make progress on our *projects-de-jour*: from AI experiments to Web3 hacks, AR side projects, or just messing around with next-gen tools.
***New to the crew?***
Expect a warm welcome and friendly face to greet you before introducing you around and helping you find your people.
We keep it friendly, fun, and inclusive and with free snacks and drinks, you’re covered. Bring your laptop and your best coding mojo.
**What to expect:**
* **Chill coding & collaboration:** Bring your laptop and your current coding project. Find a spot in our comfortable booths or at tables with fellow coders. This is a space for hands-on work, casual discussions on the latest gizmos, and helping each other out.
* **Free refreshments:** Stay fueled and hydrated with non-alcoholic drinks and a selection of snacks provided by the club. The pub has a great range of meals and drinks if you're looking for something more.
* **Headphone-free zone (official hours):** You can code in your own world at home! We have a no-headphone policy for the first hour of the meetup.
* **Flexible timing:** You're welcome to arrive early and get started before the official event kicks off at 2PM. and you're welcome to stay and vibe on as long as you like. No sweat if you can't stay the whole time, just pop in and join the fun for as long as you can!
Come ready to laugh, learn, and grow with a community that's excited by design, tech, and innovation. This is your chance to make new friends, share ideas, and be inspired by fellow driven and generous minds.
Volleyball Openplay (BB/A) - Advanced (KCARC)
Excited to announce our new ADVANCED openplay session during the week at KCARC!
Welcome to Melbourne Volleyball Academy. 🤗
**[[WHAT]]**
This session is specifically for games only (no training). There will be a cap of 18 players, allowing for 3 teams of 6. Games will be played to 15 points, with a cap at 18 points.
These games are intended to be played at a high-intermediate(BB)/advanced(A) level.
Please see an explanation of skill levels on our website here: [https://melbournevolleyballacademy.com.au/skill-levels-explained](https://melbournevolleyballacademy.com.au/skill-levels-explained)
**[[WHO]]**
The session is intended for Intermediate players.
Players should be able to:
* Have strong fundamentals for all volleyball techniques
* Serve receive a majority of serves well & serve over the net consistently
* Basic understanding of 5-1, and 6-2 systems (we do not play a pass middle 4-2 system in this session)
* Have an understanding of base defense
* Know all/most volleyball rules
Players that are not of the intermediate(BB)/advanced(A) level will be asked to leave as we want to ensure that all players have an enjoyable time playing.
**[[HOW MUCH $$]]**
$21 card payment will be processed on the day via square reader (EFTPOS).
**[[WHEN]]**
The stadium is booked from 6:30 PM-9:30 PM weekly, every Thursday. However, feel free to come early and stretch as the Community Centre is open earlier.
Last minute dropouts and no shows will have a zero-tolerance policy going forward.
All players are expected to update their RSVP at least 24 hours in advanced if they are unable to attend.
This applies to players on the going list and the waitlist.
**[[OTHER DETAILS]]**
Only those on the “going” list are permitted to play. If you are on the waitlist, or not registered at all, you will not be permitted into the gymnasium.
API Events Near You
Connect with your local API community
IxDA Chat ‘n Pancakes
Pay attention! We’re delaying a week for those of you who may be on Spring break and/or celebrating the holiday. Ok, no pancakes, but waffles-a-plenty.
Join the local UX and Digital Design community for a casual monthly breakfast.
Look for us upstairs!
AI Your Way: MCPs vs Skills vs SubAgents 🤖🚀 - Sam Basu
SAM BASU IN-PERSON; NOTE: THIS IS THU, NOT TUE AS NORMAL
Code is cheap, but software is expensive. Modern AI is a big opportunity to streamline and automate developer workflows for better productivity. There are some challenges though – AI Models often lack knowledge and AI Agents need expertise/guidance to reliably pull off complex workflows. Context is everything for modern AI and you can bring it.
Model Context Protocol (MCP) aims to provide a standardized way to connect AI Agents to different data sources, tools and non-public information - the point is to provide deeply contextual information/expertise to AI. Skills are higher-level behaviors and instructional guardrails, that define how and when AI Agents should leverage tools to accomplish something meaningful. Subagents in AI are specialized, task-focused agents designed to handle specific, well-defined tasks within a larger AI system.
In terms of the food industry:
AI Agent = Chef 👨🍳👩🍳
MCP Tools = Raw Ingredients 🥔 🥩
Skills = Recipe Cards 📝 📇
SubAgents = Sous Chef 🔪 🍳
Loops = Door Watcher 💂👀
Developer = Restaurant Owner 👑.
So, what should developers use to bring context and guardrails to make AI work their way? Well, it depends and sometimes, the answer might be whatever combination makes developers most productive. With official SDKs and well-thought-out guidance, it is a breeze to work with MCPs, Skills or SubAgents. Developers could bring their own data, APIs, services, coding patterns and structured guidance to make AI Agents work their way. And AI Agentic workflows work the same way in IDEs or Terminals, paving the way autonomous ways of getting work done with AI. With contextual expertise to light up unique coding workflows, AI Agents can make developers ultra productive – upwards and onwards.
CBusData: The Fellowship of the Star Schema: Transforming OLTP Data for Power BI
The Fellowship of the Star Schema: Transforming OLTP Data for Power BI
One does not simply build reports on OLTP data. Join us on an epic journey from the depths of raw, normalized tables to the shining halls of a well-modeled star schema fit for Power BI greatness. We will demystify the differences between OLTP and OLAP, walk through star schema vs snowflake (and why Power BI has a clear favorite), and show you the compression differences between normalized and columnar storage that will make you never look at an OLTP model the same way again.
We will cover the different types of dimensions, when to use them, and how to handle Slowly Changing Dimensions without losing your mind. You will leave knowing exactly how to identify a bad model, how to convert OLTP data into a clean star schema, and how to forge relationships that rule them all.
Whether you are a data wizard, a curious hobbit, or somewhere in between, your models will never be the same.
Global Azure - Columbus
The global Azure community is coming together again, and Columbus is officially on the map.
View the session lineup and speakers at [Global Azure Columbus 2026](https://coazure.github.io/cbus-global-azure-2026/)
On **Saturday, April 18, 2026**, the Azure Columbus Meetup, DevOps Meetup, and Code and Coffee Meetup are hosting our local edition of Global Azure 2026. This is a free, community-driven event packed with learning, networking, and all things Microsoft Azure.
Whether you’re building modern cloud-native apps, experimenting with AI agents, deploying containers, automating infrastructure, or just beginning your Azure journey, this event is for you!
**What to Expect**
* Engaging technical sessions
* Real-world Azure architecture & cloud-native patterns
* AI, agents, automation, and modern DevOps
* Food and drinks (because learning burns calories)
* Time to connect with fellow engineers, architects, and cloud enthusiasts
**Who Should Attend?**
* Software engineers (any language, any stack)
* Cloud architects
* DevOps engineers
* Data professionals
* AI explorers
* Platform builders
* Anyone who loves solving hard problems with great tools
If you build, deploy, automate, scale, monitor, or optimize in Azure, you’ll feel right at home.
**Why Global Azure?**
Global Azure is a worldwide community event where Azure user groups host learning sessions on the same day across the globe. It’s grassroots. It’s technical. It’s practical. And it’s powered by people who genuinely love sharing what they’ve learned.
And yes, it’s free to attend!
Cocoaheads
Come out to Improving for our monthly iOS and Mac meetings.
This Month's Presentation:
Nothing yet. (You should volunteer).
What is Cocoaheads (http://cocoaheads.org/)?
CocoaHeads is a group devoted to discussion of Apple Computer's Cocoa Framework for programming on MacOS X and iOS (including the iPhone, iPad and Apple Watch). During monthly meetings, members present on their projects and offer tutorials on various programming topics.
What is BuckeyeCocoa (http://buckeyecocoa.org/)?
BuckeyeCocoa is a group of Objective-C/Swift developers/enthusiasts. We host monthly Cocoaheads and near-weekly NSCoder meetings in Columbus, Ohio. The meetings are free to attend.
Presentations!
Presenters welcome! We are always in need of people willing to present material. Any Swift and/or Objective-C related topic is welcome. Times can be 5 minutes (i.e. lightning talks) to a maximum of 2 hours. Interested? Contact info is on the BuckeyeCocoa website.
To volunteer for a presentation contact us at @BuckeyeCocoa on Twitter.
Follow us on Twitter! @BuckeyeCocoa (https://twitter.com/#!/Buckeyecocoa/) For more information: http://buckeyecocoa.org/
Columbus Code & Coffee 85 @ Improving
Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you!
**What to Expect at the Intro Circle**
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Near the beginning of the event (1:30 pm), we do a standup:
* Organizer announcements, updates, and logistics
Round 1 - (7 secs max):
* Your name
* What you're working on
* What you can help others with
Round 2:
* Community events you wanna plug. If none, that's cool too.
Round 3:
* Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool.
After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!
Prompt vs. Paintbrush
AI is changing how art is made. But when does it stop being your work and start being the machine’s?
This month we're going to be doing a panel with with digital image, music, and written word artists, talking about at what point, while using AI in the creation process, does the work become not the artist creation?
We encourage audience participation during this event that will be moderated by Chris Slee.
Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus.
Sponsored by [Transform Labs](https://www.transformlabs.com/services)




























