application integration Archives

Winsage

January 8, 2026

Windows can never be an immutable OS, and that might be a problem

"Immutable" operating systems are designed with a read-only core that is updated comprehensively, allowing user data and applications to exist independently from the base system, reducing risks of corruption and configuration drift. While macOS is largely immutable, Windows cannot transition to an immutable model due to its design based on mutability, which allows for continuous modification and backward compatibility. Windows 11's flexibility leads to a cumulative change model, making it increasingly difficult to troubleshoot and maintain. Microsoft has made some improvements within the mutable framework, but challenges remain, such as dependency control and application integration. Users expect seamless updates, but Windows is perceived as high-maintenance, leading to performance issues. A truly immutable version of Windows would conflict with user expectations and require significant software rewrites. Consequently, Windows is likely to remain in a hybrid state, adopting some immutable features while still facing issues related to its mutable architecture.

Tech Optimizer

December 10, 2025

Postgres + ClickHouse: The OSS Stack To Handle Agentic AI Scale

Postgres is a popular choice for developers due to its flexibility and reliability, but it faces limitations as applications scale, especially in AI-driven environments where rapid growth increases the demand for analytical capabilities. To overcome these challenges, a trend has emerged to combine Postgres with ClickHouse, where Postgres handles transactional workloads and ClickHouse manages analytics. There are two main methods for integrating ClickHouse with Postgres: split or dual-write, where applications write data to both databases based on use cases, and change data capture (CDC), where all writes occur in Postgres, which serves as the source of truth, streaming changes to ClickHouse for analytical queries. The integration aims to leverage the strengths of both databases, with some queries remaining on Postgres and others transitioning to ClickHouse. Developers must identify which queries to migrate and can use foreign data wrappers (FDWs) to simplify the integration process. The ecosystem around Postgres and ClickHouse has developed into a robust stack with various open source and commercial tools to support production-scale operations, including PeerDB, which provides high-throughput PostgreSQL CDC and reliable replication into ClickHouse. As applications increasingly start with Postgres and later adopt ClickHouse, the transition timeline is shortening, indicating a shift towards managed services and deeper integrations for a seamless experience between transactional and analytical systems.

Winsage

November 13, 2025

Windows Moves To Agentic OS As Backlash Erupts

Microsoft's Windows chief, Pavan Davuluri, introduced the concept of an "agentic" operating system, which aims to integrate applications, cloud services, and devices for a more autonomous user experience. This vision has generated skepticism among users, who fear it may lead to intrusive AI interactions. The term "agentic" refers to systems capable of performing multi-step tasks on behalf of users, potentially enhancing integration with file systems, notifications, and cloud services. However, past experiences with intrusive advertisements and privacy concerns have led to a trust deficit among users. The introduction of such systems raises privacy and security issues, prompting regulatory scrutiny and calls for explicit permissions, human confirmation for significant actions, and robust local processing. Hardware manufacturers are investing in AI PCs to support these developments, while developers will have access to new APIs for application integration. Microsoft faces a messaging challenge in promoting this vision, needing to demonstrate clear benefits and prioritize user agency to alleviate concerns.

Tech Optimizer

June 16, 2025

Databricks rolls out Lakebase Postgres and Agent Bricks for AI-era apps

Databricks has introduced the Lakebase Postgres database layer to enhance its lakehouse architecture, facilitating AI applications and analytics on operational data. The company also launched Agent Bricks to simplify the development of automated AI agents. During the Data + AI Summit, CEO Ali Ghodsi emphasized the importance of transitioning from outdated systems to modern solutions for AI. Lakebase, powered by Neon technology, is a fully managed, Postgres-compatible database that supports data loading from over 300 sources. Databricks aims to unify operational and analytical systems for real-time decision-making. The summit outlined a three-chapter framework: establishing the lakehouse, integrating AI, and introducing Lakebase. Agent Bricks enables business users to create AI agents without extensive technical knowledge, while Managed Iceberg Tables support external engines and promise performance optimizations. Databricks announced partnerships with Microsoft and Google Cloud for deeper integration and AI model usage. The company is investing 0 million in AI education and plans to release Lakeflow Designer for no-code ETL capabilities. Databricks anticipates reaching .7 billion in annualized revenue by July, with a growth rate of 50 percent and plans to hire 3,000 employees in 2025. Lakebase is currently in Public Preview.

Tech Optimizer

May 3, 2025

Extend the Amazon Q Developer CLI with Model Context Protocol (MCP) for Richer Context

Amazon Q Developer has introduced support for the Model Context Protocol (MCP) in its command line interface (CLI), enabling developers to connect external data sources for more context-aware responses. This enhancement allows access to pre-built integrations and MCP servers, improving code accuracy, data comprehension, unit test generation, database documentation, and query execution without custom integration code. MCP serves as an open protocol that standardizes application integration with large language models (LLMs). Developers can configure MCP servers in a file named mcp.json, which can be stored in the home directory or project root. After implementing MCP, Q Developer can effectively explore database schemas and execute complex SQL queries, significantly enhancing the development experience.

Winsage

April 3, 2025

Windows 11 is getting a big Start menu overhaul with better layout customization and more — here’s a first look

Microsoft is developing an update for the Start menu in Windows 11 that will integrate the pinned and recommended sections with the apps list into a single interface. The new design will allow users to pin more applications and automatically display all pinned apps. This update was discovered in a recent Windows 11 preview build, and while Microsoft has not officially announced it, it may coincide with the company's 50th anniversary and the Microsoft Build conference in May. Current criticisms of the Start menu include its lack of customization options and the separation of the apps list, which requires an additional click to access. The update aims to address these issues by merging the apps list with the pinned section, similar to the design in Windows 10.