[Ai] Agentic Ai, Agentic Applications or Autonomous Agents

"""Agentic Ai, Agentic Applications or Autonomous Agents refers to the ability of an AI system to adaptively accomplish complex objectives in challenging environments with minimal direct supervision.

Autonomous Agents are AI systems capable of performing a series of complex tasks independently to achieve a goal.

🔘 Agentic applications make use of one or more LLMs acting as the backbone of the application.

🔘 Agentic Applications do make use of state, and edges. But the chain of events are created on-the-fly to solve for a user query.

🔘 Agents have the ability to answer ambiguous and implicit questions.

🔘 Questions or queries are decomposed into steps by the Agent, and it iterates and loops through a process of action, observation, thought until final answer is reached.

🔘 Latency and cost are considerations for conversational implementations.

🔘 Inspectability & Observability are requirements for production implementations. Much work has been done to enable discovery of states and edges created by the agent.

🔘 To accomplish tasks, Agents have access to a set of tools. Each took is defined by a description and can perform different tasks. Like API calls, math libraries, web search, etc.

🔘 HITL can also be a tool, where the Agentic application reaches out to a human for input where it does not find an application tool.

🔘 With autonomous agents, """"agent tools""""can be introduced seamlessly to update and enhance the agent capabilities.

🔘 Agents can operate independently, make decisions & take actions without constant human intervention.

🔘 Agents do have a greater level of flexibility, and real autonomy and the ability to reason and the ability to select tools as and when it is required in a sequence as the agent deems fit."""

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