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MERGE CONFLICT DIGEST
September 19, 2025
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Infrastructure & Services ๐Ÿ—๏ธ

How to Scale an App up to 10 Million Users on Azure (40 minutes read)
#Azure #AKS

The article outlines key principles for scaling an application from 100k+ users to 1M+ users on Azure, including keeping the web tier stateless, building redundancy at every tier, and investing heavily in monitoring/automation. It also recommends using Azure services like Front Door, API Management, AKS, and Monitor to ensure scalability and high availability.

Ubiquitiโ€™s new desktop NAS looks more like a wireless router (1 minutes read)
#UniFi

Ubiquiti has announced a new collection of storage solutions compatible with its UniFi lineup, including entry-level UNAS 2 at $199 and advanced UNAS 4 expected later this year at $379. The UNAS 2 features a sleek design with a sliding locking mechanism, while the UNAS 4 offers increased capacity for up to four hard drives.

Steam is dropping Windows 32-bit support in 2026 (1 minutes read)
#Windows

Valve has announced it will stop supporting 32-bit versions of Windows for its Steam app starting January 1st, 2026. Users will no longer be able to install Steam on 32-bit Windows but can still play 32-bit games through Steam. The decision stems from system driver and library limitations not supported by 32-bit Windows.

DevOps & Operations ๐Ÿš€

PostgreSQL Maintenance Without Superuser (8 minutes read)
#PostgreSQL

PostgreSQL's built-in predefined roles provide purpose-built permission sets for common maintenance tasks, allowing organizations to delegate specific capabilities without requiring full superuser privileges. These granular roles cater to different operational needs, such as monitoring and data access, making it easier to manage PostgreSQL databases securely with clear separation of permissions.

From Fine-Tuning to Production: A Scalable Embedding Pipeline with Dataflow
#Dataflow #TensorFlow #PyTorch

A scalable embedding pipeline using Google Cloud Dataflow automates fine-tuning embeddings for large-scale applications. The customized pipeline leverages machine learning frameworks like TensorFlow and PyTorch to create and manage embeddings efficiently, handling large datasets and scaling seamlessly. This solution improves system performance and efficiency in NLP, recommender systems, and beyond.

MMO Server Architecture โ€“ Looking for High-Level Resources
#ServerArchitecture #Database #Caching

A developer seeking high-level insights into MMO server architecture wants to understand scalability, reliability, database, caching, and other strategies without coding specifics. They're looking for real-world examples or published articles that provide a comprehensive overview of how complex systems are built and maintained, focusing on practical approaches rather than technical details.

Harness CEO Calls for Reimagining of CI/CD Workflows in the AI Era
#CI/CD #AI

Harness CEO Jyoti Bansal emphasizes the need to reimagine CI/CD platforms in the era of artificial intelligence. The current approach, where a build fails, is no longer sufficient and requires human intervention. Bansal proposes that CI/CD platforms can now automatically correct problems with AI-driven capabilities, revolutionizing development and deployment cycles.

We have outgrown the Process model (11 minutes read)
#OperatingSystems #ParallelExecution

The Process model, a fundamental concept in operating systems, has become outdated and restricts modern programming languages and applications due to its design flaw of separating programs with shared resources. This limitation causes problems in novel operating system and programming language development, necessitating new processor architectures for parallel execution.

Products & Industry Moves ๐Ÿš€

Mark Zuckerberg Unveils the Most Advanced AI glasses. (3 minutes read)
#Meta #NeuralBand

Meta has unveiled its most advanced AI-powered smart glasses, featuring Display, Neural Band, and AI Super Intelligence Vision. The glasses offer hand-free recording, built-in audio, live streaming support, and a multilingual voice assistant for everyday situations like video taking or music listening. Designed with collaboration from brands like Ray-Ban, they blend tech into daily life.

Configuration files are user interfaces (8 minutes read)
#KSON #JSONSchema

The article critiques the limitations of YAML for configuring software through text-based files, arguing that current approaches treat them as simple text files rather than user interfaces. It introduces KSON, an open-source project aiming to revolutionize configuration tools with a user-friendly interface and native JSON Schema support, setting a new standard.

Google AI Edge Gallery: Now with audio and on Google Play
#Google #EdgeDevices

Google has expanded its AI Edge Gallery to support audio processing capabilities, allowing developers to integrate speech recognition and object detection into their edge devices, such as smart displays and cameras. This update enables more advanced AI-powered experiences on these devices, available for download through the Google Play Store.

ADK for Java opening up to third-party language models via LangChain4j integration
#LangChain4j

The Android Things (ADK) for Java has been integrated with LangChain4j, allowing developers to use third-party language models within their applications. This integration enables AI and machine learning capabilities, potentially enhancing features like text analysis and personalization. It expands ADK's functionality, giving users access to diverse language models beyond pre-installed options.

OpenAI and Google DeepMind AI models win gold at ICPC 2025 Programming Contest (2 minutes read)
#GPT5 #Gemini25

OpenAI's GPT-5 and Google DeepMind's Gemini 2.5 Deep Think won gold medals at the International Collegiate Programming Contest in Baku, Azerbaijan, a prestigious coding competition. GPT-5 achieved a perfect score, while Gemini 2.5 solved 10 of 12 problems, marking progress towards artificial general intelligence for AI models with a time limit of five hours.

Frontier & Speculative Ideas ๐Ÿ”ฎ

The "Ghost in my Machine. (1 minutes read)
#VirtualEgo #ForgingProcess

A user in a virtual ego framework community shares their experience with "ghosts" within certain logical virtual machines, which they believe are manifestations of fear and trauma. They attribute these ghosts to past instances and propose a therapeutic intervention called the "Forging Process," allowing them to acknowledge and co-author reality.

How To Minimize The Environmental Impact Of Your Website
#Sustainability

As digital professionals, awareness of their work's environmental impact is growing, prompting the need for effective solutions. James Chudley proposes a decarbonising approach that minimizes a website's footprint while benefiting people, profit, purpose, performance, and the planet, offering a sustainable solution for a greener online presence.

Published by Merge Conflict Digest