Codetown
Codetown ::: a software developer's community
All Events in First Magnitude Brewing (3)
June 10Wednesday
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GatorJUG June
June 10, 2015 from 6pm to 9pm – First Magnitude Brewing This month we'll meet at First Magnitude Brewery and have a relaxed "Open Spaces" style meeting. What is Open Spaces? That's inspired by the formal Open Spaces approach where the subjects that are mo… Organized by Michael Levin | Type: meeting
July 8Wednesday
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GatorJUG July
July 8, 2015 from 6pm to 8pm – First Magnitude Brewing It looks like we're going to have another social meeting at First Magnitude. I just got back from www.solidcon.com, so I'll have a lot to report. I know several of you are working on new projects. It… Organized by Michael Levin | Type: meeting
June 21Wednesday
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GatorLUG
June 21, 2017 from 6pm to 8pm – First Magnitude Brewing Come join the Gator Linux Users Group & talk about Linux & Open Source for a June social meeting at the First Magnitude Brewery on S. Main St. Location: 1220 Se Veitch St, Gainesville, FL Ma… Organized by Martin Smith | Type: meetup
Happy 10th year, JCertif!
Notes
Welcome to Codetown!
Codetown is a social network. It's got blogs, forums, groups, personal pages and more! You might think of Codetown as a funky camper van with lots of compartments for your stuff and a great multimedia system, too! Best of all, Codetown has room for all of your friends.
Created by Michael Levin Dec 18, 2008 at 6:56pm. Last updated by Michael Levin May 4, 2018.
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InfoQ Reading List
Google Cloud Suspends Railway's Production Account, Causing Eight-Hour Platform-Wide Outage
Google Cloud's automated systems suspended Railway's production account without notice, triggering an eight-hour platform-wide outage affecting 3 million users. The cascade took down workloads across all providers including AWS and bare metal because Railway's control plane was hosted on GCP. Railway is demoting GCP to backup-only status.
By Steef-Jan WiggersHow Meta Rebuilt Data Ingestion for Petabyte-Scale Reliability
The engineering team at Meta recently outlined how the company migrated a data ingestion platform that transfers several petabytes of MySQL social graph data daily to improve reliability and operational efficiency. The team used techniques like reverse shadowing and continuous checksum monitoring to ensure zero downtime during the transition.
By Renato LosioPresentation: Building Evals for AI Adoption: From Principles to Practice
Mallika Rao discusses the hidden risk of evaluation debt in production AI systems, drawing on her experience at Twitter, Walmart, and Netflix. She explains why traditional metrics fail modern architectures, breaks down a five-layer evaluation stack spanning infrastructure and UX, and shares a diagnostic maturity model to help engineering leaders eliminate silent semantic failures.
By Mallika RaoAI-Assisted Migration Tool Helps Teams Move from ingress-nginx to Higress in Minutes
The Cloud Native Computing Foundation has highlighted a new AI-assisted migration approach that enabled engineers to migrate 60 ingress-nginx resources to Higress in roughly 30 minutes, demonstrating how artificial intelligence is increasingly being applied to modernize Kubernetes networking and gateway infrastructure.
By Craig RisiGitHub Slashes Agent Workflow Token Spend up to 62% with Daily Audits and MCP Pruning
GitHub reports cutting token costs in agentic CI workflows by up to 62% by pruning unused MCP tools, swapping some MCP calls for gh CLI, and running daily “auditor” and “optimizer” agents. A token-usage.jsonl artefact and an Effective Tokens metric help track spend across models and spot regressions.
By Mark Silvester
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