· Strategy
MCP Server Security: Tool Poisoning, Hijacked Calls and Access Control
MCP server security starts with one question: who can change a tool definition? Treat descriptions as untrusted input and add per-tool authorization.
Tag: MCP
Local-First MCP: Air-Gapped Tool Calling with llama.cpp
Local-first MCP with llama.cpp makes offline tool-calling agents viable, and a 32k context budget forces tool discovery at runtime, not upfront.
· Rajat Pandit · Agentic AICodebase-Aware Agentic AI: Why MCP + Persistent Indexing Is the Next Layer
code-review-graph at 20K stars. AI coding agents are moving past generic code search. The next layer is persistent structural indexing through MCP — how agents go from helpful junior to autonomous contributor.
MCP Is Eating the AI Tooling Stack: Why Anthropic's Protocol Is the TCP/IP of Agentic AI
How the Model Context Protocol is becoming the universal interoperability layer for agentic AI, and why its donation to the Agentic AI Foundation marks a Kubernetes-level inflection point for enterprise adoption.
A2UI: The Interface is Now a Variable
We’re moving past static dashboards and iframes. We explore the A2UI protocol, how models choose their own blueprints, and the future of morphing interfaces.
The Agent Supervisor Pattern: Why Your Mesh Needs a Boss
Autonomous agents are prone to infinite reasoning loops and 'democratic' indecision. We explore the Supervisor pattern in LangGraph, MCP, and why orchestration beats choreography.