Long agent runs accumulate state that no transcript records — edited files, a live dev server, installed packages, a warm prompt cache. When an agent misreads a traceback at step 10 and rewrites a ...

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 ...

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

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 ...

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 ...