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OSCON Discount Codes for User Group members
JUG members can save 20% on any OSCON package by using discount code OS13UG when you register. If you can't make it to the entire convention, but still want to stop by and check it out, you can register for a FREE Expo Only pass ($25 value) with code UGEXPO. This Expo Hall Only pass gets you into the Expo Hall, sponsored sessions and tutorials, plus all the evening events and parties. View the packages and prices: http://oreil.ly/150D1po
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Happy 10th year, JCertif!
Notes
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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
AI Is Moving up the Software Lifecycle: From Code Review to PRD Governance
Technology companies are extending AI beyond code generation into earlier stages of the software lifecycle, including PRD validation, design inputs, and code review. Initiatives from Uber, DoorDash, and Cloudflare highlight a shift toward AI-driven governance layers that evaluate engineering artifacts before implementation while preserving human oversight across the development pipeline.
By Leela KumiliPresentation: Rules for Understanding Language Models
Naomi Saphra discusses 5 rules governing language model behavior, breaking down why LLMs act like populations rather than individuals. She explains how tokenization creates strange semantic blind spots and highlights the mechanics of sycophancy, showing how models leverage subtle data associations to match user biases and demographics - even guessing political views based on favorite sports teams.
By Naomi SaphraArticle: Beyond CLEAN and MVP: Architecting an Offline-first Reactive Data Layer in Android
With the Reactive Data Layer Architecture (RDLA), you establish a clear boundary between public data APIs and private, framework-specific data-source implementations. Your presentation layer operates in a purely reactive manner, observing data changes rather than procedurally querying them. RDLA also simplifies testing by encouraging you to program to interfaces and use clean seeding patterns.
By Mervyn AnthonyLucide Releases Version 1.0, Removing Brand Icons and Cutting Bundle Size for Millions of Projects
Lucide has released version 1.0 of its open-source icon toolkit, marking its first stable major release. The update features over 1,600 icons and removes trademarked brand icons due to legal and design concerns. Significant performance improvements have also been made, reducing package size and adding context providers for various frameworks. Users upgrading should be aware of breaking changes.
By Daniel CurtisPresentation: The Time It Wasn't DNS
Sean Klein discusses why "human error" is a dangerous myth in complex systems. Sharing the inside story of Azure’s 2023 global WAN outage, he explains how modern incident analysis looks past the "Five Whys" to uncover systemic issues. Learn how engineering leaders can move away from blame, improve Standard Operating Procedures, and design resilient systems that actively protect their engineers.
By Sean Klein
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