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Glosarium AI

Kamus lengkap Kecerdasan Buatan

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Agent Chaining

Architecture where multiple specialized or non-specialized LLM agents are connected in sequence or parallel to decompose and solve a complex task into simpler sub-tasks.

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Agent Orchestration

Process of managing, coordinating, and sequencing interactions between different agents within a multi-agent system, often supervised by a master agent or orchestrator.

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Master Agent

Central agent responsible for overall planning, decomposing the main task into sub-tasks, and delegating these to appropriate specialized agents.

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Specialist Agent

LLM agent designed and optimized to execute a specific type of sub-task (e.g., research, code analysis, writing) with dedicated expertise and tools.

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Task Planning

Initial phase of chaining where the master agent analyzes the user's request to create a structured action plan, defining the order and nature of sub-tasks to be performed.

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Problem Decomposition

Method of dividing a complex request into a series of simpler, autonomous sub-problems, each of which can be handled by an individual agent for better efficiency.

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Result Synthesis

Final step where an agent (often the master) aggregates, analyzes, and formats the individual outputs of specialized agents to produce a coherent and complete final response.

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Parallel Agent Execution

Orchestration strategy where multiple agents execute independent sub-tasks simultaneously to reduce overall resolution time, before their results are consolidated.

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Agent Pipeline

A chaining configuration where agents are organized in a strict linear sequence, with each agent's output serving directly as input to the next in the chain.

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Feedback Loop

Mechanism that allows an agent to send a result back to a previous agent for correction, iteration, or refinement, thereby improving the quality and precision of the final output.

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Dynamic Routing

Ability of a system to direct a subtask to the most appropriate agent in real-time, based on its content, complexity, or current system state.

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Agent State

Set of contextual information, current objectives, and memory data that an agent maintains throughout its execution to guide its actions and decisions.

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Dependency Management

Process of managing the execution order of agents based on the prerequisites of each subtask, ensuring that an agent does not start before the necessary data is available.

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Inter-Agent Negotiation

Advanced process where agents communicate to resolve conflicts, allocate resources, or define a common strategy, often used in decentralized systems.

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Agent Supervision

Control and validation mechanism that monitors an agent's actions to ensure it complies with its objectives, constraints, and defined policies, able to intervene in case of deviation.

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Multi-Agent System

Computing system composed of multiple intelligent agents that interact to achieve collective goals, with agent chaining being a specific architecture.

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