According to the Kiteworks 2026 Data Security and Compliance Risk Forecast, 65% of organizations have already experienced at least one cybersecurity incident caused by AI agents in the past year. This data point highlights that the risks associated with autonomous systems are no longer theoretical; they are a measured, current reality for the majority of…
Meta Platforms is currently engaged in early-stage discussions to lease computing power to Anthropic, a potential agreement valued at up to $10 billion over a two-year term. According to reports from July 17, 2026, the proposal, initiated by Anthropic in June, outlines a structure involving monthly installments with provisions for early exit rights for both…
How APIs enable digital business An API (Application Programming Interface) is a standardized contract that lets one piece of software request a service from another—without needing to know how that service works internally. When you tap “Pay” in a ride-sharing app, the app calls a payment API. When a logistics company checks a shipping rate,…
What is AI agent autonomy? Autonomy in AI agents describes the degree to which an agent can independently perceive its environment, reason about goals, select actions, execute them, and evaluate outcomes without human input at each step [1]. This is different from automation. A traditional automated system follows a fixed script—every action is pre-programmed. An…
What Is LangGraph? LangGraph is a library for building agent applications that need more than a single prompt-response cycle. Released by LangChain in January 2024 [2], it models agent workflows as directed graphs: nodes represent computation steps (calling an LLM, running a tool, making a decision), and edges define the flow between them—including conditional branches…
What is Swarm Intelligence? Swarm Intelligence (often referred to as swarm AI, collective intelligence, or swarm optimization) describes a field of artificial intelligence where complex, intelligent behavior emerges from a group of simple agents. Swarm intelligence is a specific design philosophy within the broader field of multi-agent systems (MAS). While some multi-agent systems rely on…
## How smart contracts work Smart contracts operate on a simple if/then logic written in code and deployed to a blockchain. Here is the basic flow: **1. Agreement is coded.** Two or more parties define the terms of their arrangement. Those terms are translated into conditional statements—’if X happens, then do Y’—written in a programming…
## Why agent identity matters Traditional identity systems assume two categories: humans who authenticate with passwords or biometrics, and service accounts that authenticate with static API keys. AI agents break this model in four ways: 1. **Agents are autonomous.** They make decisions and take actions without a human pressing a button for each step. 2.…
The systematic practice of designing, managing, and optimizing all the information an AI model or agent receives during inference — including system prompts, tool definitions, retrieved data, conversation history, memory state, and structured outputs — to maximize performance within a finite context window.
Agent memory is the set of mechanisms that allow AI agents to retain, organize, and retrieve information across sessions. Learn how episodic, semantic, and procedural memory work in AI agents.