Real-time Context: Keeping Agent Inputs Fresh on Every Step
Your AI agent issued the refund.
It read the customer's tier, checked the return window, confirmed the policy, and processed it in seconds.
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Referenced Coverage & Sources
Y Combinator Demo Day Highlights Massive Founder Shift Toward Autonomous Agentic Platforms
YC founders presented vertical AI agents across legal, accounting, healthcare, and software testing at Demo Day.
Semantic Overload: Why AI Agents Get Facts Wrong
Your AI agent confidently tells a user that the company's parental leave policy is 12 weeks. It's been 16 for the past year. The old HR handbook, the updated one, and the Slack announcement that changed it are all sitting in the retrieval index.
Runtime Enforcement, Not Runtime Advice
Explore governance at the runtime layer and learn why isolation, policy enforcement, and controlled tool access are becoming foundational for agentic systems.
Copilot Vs. Raw API Access: What Are You Actually Paying For?
Copilot now bills usage at listed API rates. Compare direct model access with the coding workflow, policy, and harness work around it.
AI Agent
An AI Agent is an autonomous entity that perceives its environment through sensors (or inputs) and acts upon that environment using actuators (or tools) to achieve specific goals. An agent relies on a reasoning brain (typically an LLM) to plan and execute multi-step processes.
NPU
A Neural Processing Unit (NPU) is a specialized microprocessor circuit designed specifically to accelerate the execution of machine learning algorithms, commonly integrated into mobile SOCs and edge hardware.
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