Insights - Amplifi Labs

Model Context Protocol (MCP): How Claude Connects to Tools, Data and Systems

Model Context Protocol (MCP) is a standardized way to connect Claude to tools and live data through explicit servers, schemas, and scoped permissions. It replaces brittle prompt integrations with a governed, reusable interface for third-party apps and internal systems, making tool-driven workflows easier to build, audit and maintain.

MessageFormat 2.0, Practical Agentic Dev, and a Privacy Wake‑Up Call

Beyond the Build • February 16, 2026

The Modern Web App Tech Stack for 2026

Choosing a modern web app tech stack in 2026 is less about novelty and more about reliability, performance, and long-term maintainability. The best stacks today are boring by design and optimized for shipping, operating, and scaling real products. This guide breaks down a proven modern web stack using React and Next.js, covering frontend, backend, database, authentication, and observability.

CSS @scope hits Baseline; GitHub agentic workflows; OSS trust tools

Beyond the Build • February 09, 2026

Anthropic Unveils Claude Opus 4.6: Enterprise AI Upgrade With Extended Context and Agent Workflows

A step toward enterprise-scale reasoning, extended context, and coordinated AI agents.

The Hidden Risks of Vibe Coding and the Technical Debt It Leaves Behind

Vibe coding has become one of the most visible side effects of modern AI-assisted development. With tools that can generate functional code from a short prompt, teams are shipping features faster than ever. Demos appear overnight. MVPs feel almost effortless. For a while, everything seems to work. Then the cracks start to show. This article is not an argument against AI-assisted development. It is a warning about a specific pattern that is quietly accumulating technical debt across startups, internal tools, and even production systems: building software based on intuition, momentum, and output speed rather than structure, intent, and maintainability. That pattern now has a name. Vibe coding.

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