This article presents a defense-in-depth approach for securing Model Context Protocol (MCP) deployments in production. It outlines four architectural control layers: safe execution, management ...

Remix 3 is a full-stack web framework that moves away from React, focusing on web platform primitives. It integrates routes, request handlers, and UI components into a single structure, utilizing a ...

Meta's Muse Glimmer is a 30B open-weights agentic model under Apache 2.0. It fits 24 GB VRAM and decodes 3.1x faster with DFlash speculation. Long agent runs accumulate state that no transcript ...

Hey, I’m Syed Ahmer Shah — a full-stack developer & software engineering student building cool stuff with code. "There is no ghost in the machine. There is only linear algebra, wearing a very ...

It transforms source code into verifiable facts, understandable models, and inspectable evidence — enabling AI to validate claims against reality instead of hallucinating.

Powerful standalone AI Agent for local LLM workflows, with context and code retrieval, specialized wrappers and harness, GUI/CLI, works with (MCP) Tools-capable LLMs. No cloud, No subscriptions nee ...