MCP Security
MCP Security is the discipline of identifying, mitigating, and managing the risks created by the Model Context Protocol — the open standard that connects AI agents to external tools, data sources, and APIs.
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Memory Poisoning
Memory poisoning is a security attack against LLM-based AI agents in which an adversary injects malicious content into the AI’s long-term persistent memory layer, causing the agent to retrieve and trust corrupted data across future sessions.
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Serval Bets It Can Automate the Work IT Admins Used to Do — and ServiceNow Should Pay Attention
Serval, a San Francisco-based startup, is attempting to redefine enterprise IT operations with the launch of Catalyst, a platform that moves beyond the reactive, ticket-based workflows that have long defined the industry. While most tools in the era of agentic AI have focused on accelerating existing processes—such as helping chatbots summarize logs or answer basic…
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Apple’s Agent Seer Signals MCP’s Shift From Connectivity to Evaluation Layer
Raw intelligence is rarely the bottleneck when an AI agent fails to execute a task. Instead, the friction typically resides at the interface—the gap between an agent’s reasoning capabilities and the rigid, often opaque requirements of an external tool. Apple’s recent publication, Agent Seer: Synthesizing Scenarios from Specification Understanding, shifts the focus of this problem…
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Compute Landlord Thesis
The Compute Landlord Thesis is an analytical framework describing how leading hardware providers are evolving from simple equipment sellers into foundational infrastructure owners by taking direct equity stakes in power generation and data center capacity.
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AI Models
What Is an AI Model? At its core, an AI model is a mathematical and computational system trained on data to recognize patterns and generate outputs. Think of it as a sophisticated engine that takes in information—text, images, sensor data—and processes it to produce predictions, answers, or creative content. While the term is often used…
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GPUs
What Is a GPU? A GPU, or Graphics Processing Unit, is a specialized electronic circuit designed to execute many calculations simultaneously. Originally built to render the high-fidelity visuals in gaming and professional design, GPUs have evolved into the foundational hardware for the modern AI economy. Today, they are the primary engines driving the development of…
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Data Centers
What Is a Data Center? At its simplest, a data center is a physical facility that houses the critical IT infrastructure—servers, storage systems, and networking equipment—required to process, store, and transmit digital information. Think of it as the industrial-scale engine room of the internet. Every time you stream a video, send an email, or interact…
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GAIA (General AI Assistants Benchmark)
GAIA (General AI Assistants) is a benchmark evaluating how effectively an AI agent performs practical, multi-step tasks— including reasoning, multimodal understanding, and tool use—using questions that are conceptually simple for humans but challenging for advanced AI systems.
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Agent Amplification Effect
The Agent Amplification Effect is the structural property by which a single vulnerability in an autonomous AI agent system cascades into system-wide impact because agents chain tools, delegate authority, and propagate actions at machine speed.