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NAME:Atlanta Java Users Group
X-WR-CALNAME:Atlanta Java Users Group
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TZID:America/New_York
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DTSTART:19700308T020000
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DTSTART:19701101T020000
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BEGIN:VEVENT
UID:event_316037276@meetup.com
SEQUENCE:1
DTSTAMP:20260920T051330Z
DTSTART;TZID=America/New_York:20261020T183000
DTEND;TZID=America/New_York:20261020T203000
SUMMARY:Building a 4\,000-Component Monorepo: How Spotify Uses AI to Scale
  Backend Dev
DESCRIPTION:Atlanta Java Users Group\n**​We use the Luma site to host ou
 r events. [SIGN UP HERE](https://luma.com/mnrheuj2)**\n\nSpotify's backend
  monorepo consolidates over 4\,000 services\, libraries\, and components i
 nto a single repository built with Bazel\, deployed to Kubernetes\, and su
 pported by 131 custom developer tools. This talk explains why Spotify chos
 e a monorepo for its backend infrastructure\, the tooling ecosystem that m
 akes it practical — from the CLI wrapper and BuildBuddy remote execution
  to Declarative Infrastructure and automated monitoring — and how AI ski
 lls and agents have become essential to operating at this scale.\n\nI will
  discuss the over 90 Claude Code skills that encode institutional knowledg
 e into repeatable workflows\, with a deep dive into /import-repo: a skill 
 that has migrated thousands of polyrepos into the monorepo\, evolved throu
 gh 206 commits over 8 months\, and taught us hard lessons about AI agent a
 utonomy\, context window limits\, and the value of encoding failure patter
 ns as guardrails.\n\n**​We use the Luma site to host our events. [SIGN U
 P HERE](https://luma.com/mnrheuj2)**
URL;VALUE=URI:https://www.meetup.com/atlantajug/events/316037276/
STATUS:CONFIRMED
CREATED:20260808T225051Z
LAST-MODIFIED:20260808T225051Z
CLASS:PUBLIC
END:VEVENT
BEGIN:VEVENT
UID:event_316430418@meetup.com
SEQUENCE:1
DTSTAMP:20260920T051330Z
DTSTART;TZID=America/New_York:20261117T183000
DTEND;TZID=America/New_York:20261117T203000
SUMMARY:Knowns and Unknowns: Testing AI-Generated Code
DESCRIPTION:Atlanta Java Users Group\n**WE USE LUMA FOR EVENT SIGNUP: [REG
 ISTER HERE](https://luma.com/ajug-uuog)**[ ](https://luma.com/ajug-uuog)\n
 \n# ​**Knowns and Unknowns: Testing AI-Generated Code**\n\n​\n​Let's
  face it\, AI-assisted coding is rapidly becoming the primary way applicat
 ions are being written. The power of writing a complex application or feat
 ure with just a few commands is too alluring to pass up.\n​But between t
 he imprecise nature of language and LLMs' ability to "hallucinate"\, this 
 creates many opportunities for bugs and unintended behavior to be introduc
 ed. Just telling an AI coding agent to "write tests" isn't enough to build
  confidence in an application's correctness\, either.\n​In this presenta
 tion\, we will review three distinct phases of testing AI-written code. Th
 e known knowns: using spec-driven development to define the business-meani
 ngful behavior of your application. Known unknowns: using property-based t
 esting to handle edge cases and avoid overfitting and unintended biases. A
 nd finally\, unknown unknowns: using static analysis and mutation testing 
 to avoid introducing bugs you didn't think about.\n\n​AI-assisted coding
  is a rapidly evolving field\, but this presentation should provide you wi
 th a framework and approach to build confidence when using AI to assist wi
 th writing applications.\n\n**WE USE LUMA FOR EVENT SIGNUP: [REGISTER HERE
 ](https://luma.com/ajug-uuog)**[ ](https://luma.com/ajug-uuog)\n\n# ​**D
 EVNEXUS April 5-7\, 2027**\n\n​Devnexus is the largest and longest-runni
 ng community-driven developer conference in the USA. 2027 has its stronges
 t focus ever on helping our community prepare for\, navigate\, and thrive 
 in our AI-driven dev world.\n\n* ​Full-day training\n* ​10 concurrent 
 tracks\n* ​1500+ developers\n* ​Learn more at [devnexus.com](https://d
 evnexus.com/?utm_source=luma)
URL;VALUE=URI:https://www.meetup.com/atlantajug/events/316430418/
STATUS:CONFIRMED
CREATED:20260905T125809Z
LAST-MODIFIED:20260905T125809Z
CLASS:PUBLIC
END:VEVENT
BEGIN:VEVENT
UID:event_316436426@meetup.com
SEQUENCE:1
DTSTAMP:20260920T051330Z
DTSTART;TZID=America/New_York:20261215T183000
DTEND;TZID=America/New_York:20261215T210000
SUMMARY:Refactoring to Modernize Java Applications Using AI.
DESCRIPTION:Atlanta Java Users Group\n# Refactoring to Modernize Java Appl
 ications Using AI.\n\n**WE USE LUMA FOR REGISTRATION. [SIGN UP HERE](https
 ://luma.com/ajug-5sia)**\n\n​IDEs have long provided ways to refactor co
 de. Despite their effectiveness\, that journey is arduous and time-consumi
 ng. Reluctance to refactor increases the cost of development. However\, re
 factoring for its own sake can also lead to greater productivity losses. I
 n this presentation\, we will take a highly interactive approach. We will 
 take an example codebase\, identify modernization opportunities\, use AI t
 o refactor the code from a modernization perspective\, and assess the tool
 's effectiveness and how we can guide it to achieve better quality and imp
 roved results.\n\n**WE USE LUMA FOR REGISTRATION. [SIGN UP HERE](https://l
 uma.com/ajug-5sia)**\n\n# ​​**DEVNEXUS April 5-7\, 2027**\n\n​Devnex
 us is the largest and longest-running community-driven developer conferenc
 e in the USA. 2027 has its strongest focus ever on helping our community p
 repare for\, navigate\, and thrive in our AI-driven dev world.\n\n* ​Ful
 l-day training\n* ​10 concurrent tracks\n* ​1500+ developers\n* ​Lea
 rn more at [devnexus.com](https://devnexus.com/?utm_source=luma)
URL;VALUE=URI:https://www.meetup.com/atlantajug/events/316436426/
STATUS:CONFIRMED
CREATED:20260905T222954Z
LAST-MODIFIED:20260905T222954Z
CLASS:PUBLIC
END:VEVENT
X-ORIGINAL-URL:https://www.meetup.com/atlantajug/events/ical/
X-WR-CALNAME:Atlanta Java Users Group
END:VCALENDAR