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What is Agentic AI?

Definition

Agentic AI

Agentic AI refers to artificial intelligence systems designed to act autonomously, make decisions, plan workflows, and execute tasks without constant human intervention. Unlike traditional models that only respond to queries, agentic systems use an agentic loop to perceive environments, reason over goals, use tools, and iterate to achieve outcomes.

Why It Matters for AI Builders

Provides the autonomous task execution architecture for autonomous workflows, coding agents, and rpa; mastering Agentic AI enables builders to design resilient cognitive loops and self-correcting workflows.

Detailed Deep Dive

Agentic AI shifts the paradigm from passive response generation to goal-directed execution. Instead of treating Large Language Models as simple text generators, agentic architectures embed them inside a loop (often referred to as an agentic loop or cognitive loop). This loop gives the AI system state memory, reasoning capability, access to external tools (such as search, databases, or terminal environments), and a self-reflection phase. When given a complex objective, the agent creates a task checklist, runs code or retrieves information, evaluates the outcome, and recursively corrects its mistakes until the target goal is met.

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Frequently Asked Questions

Q:What is the difference between Agentic AI and standard LLMs?

Standard LLMs respond to individual prompts in a single turn. Agentic AI uses the LLM as a brain within a loop, allowing it to write code, test it, use web search, and correct errors recursively until the goal is achieved.

Q:How does Agentic AI interact with external tools?

Agentic AI uses tool calls or protocols like Model Context Protocol (MCP) to read databases, run local commands, edit files, or invoke APIs.

Quick Facts

  • CategoryAgentic Systems
  • Key ApplicationAutonomous workflows, coding agents, and RPA

Coverage Trend12 Weeks

12w agoToday

Cite This Term

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[Agentic AI | SPIDITS Glossary](https://spidits.com/ai-glossary/agentic-ai)

Agentic AI Media Coverage & Intelligence

AWS ML BlogSep 2, 2026

Trinity: Agentic AI-powered transition planning for students with disabilities

Learn how University Startups and its AWS partner g/d/n/a scaled Trinity, a conversational AI solution for students with disabilities, into a serverless...

AWS ML BlogAug 21, 2026

Accelerating aircraft IFEC diagnostics with agentic AI on AWS

Panasonic Avionics worked with AWS and the AWS Generative AI Innovation Center to build an agentic AI system on Amazon Bedrock, Amazon SageMaker, and AWS...

VentureBeatAug 21, 2026

Nvidia finds that simple linear math can replace costly AI model handoffs

When an agentic AI system hands a task from a small model to a larger one - or back down again - it pays a steep tax: the receiving model has to recompute...

AWS ML BlogAug 20, 2026

Scaling agentic AI: Enterprise patterns without vendor lock-in

Scaling agentic AI across an enterprise requires patterns that preserve flexibility while avoiding vendor lock-in. In this second post of our multi-agent...

AWS ML BlogAug 20, 2026

Scaling cloud migrations with agentic AI on Amazon Bedrock AgentCore

Learn how AWS Professional Services uses a multi-agent framework built on Amazon Bedrock AgentCore to automate enterprise cloud migrations end to end...

AWS ML BlogAug 20, 2026

AWS vector solutions: Build agentic AI where your data lives

AWS offers a broad portfolio of vector search built directly into the databases and storage services you already use, with no standalone vector database or...

arXiv AIAug 20, 2026

FinSkillBench: Evaluating AI Agents and Domain Skills for Investment Management

Investment management is a high-stakes domain in which agentic AI systems must do more than generate plausible text. They must retrieve point-in-time data...

arXiv AIAug 20, 2026

Emergence of Agentic AI: A Review on Evolution, Background, Working Principles, Applications, Adoption Factors, and Future Research Directions

Agentic AI is gaining new insights and advancements in the field of Artificial Intelligence, fostering significant potential to enable rapid transformation...

arXiv AIAug 19, 2026

Runtime Governance for Agentic AI: Action-Boundary Control with Trusted Provenance and Fail-Closed Execution

Agentic AI systems request tool actions that can modify files, send messages, launch jobs, or change workflow state. This shifts the safety problem from...

SiliconANGLEAug 18, 2026

Fortinet's Virtue AI acquisition rebalances the agentic AI security equation

Fortinet Inc. announced its intent to acquire Virtue AI Inc. Monday, and though the financial aspects are interesting, what's more significant is how this will help businesses with their next big security challenge: How do you secure agentic artificial intelligence? Generative AI has raised new...

SiliconANGLEAug 14, 2026

Weak API controls are one of the biggest threats in the agentic AI era

Artificial intelligence agents are already running inside your enterprise workflows, whether you know it or not. International Data Corp. projects full agentic AI deployment across the enterprise by 2027. Gartner Inc. estimates 40% of enterprise applications will integrate task-specific agents by...

AWS ML BlogAug 13, 2026

Amazon Quick for Microsoft 365: Agentic AI where you work

Amazon Quick is now available directly inside Microsoft Word, Excel, PowerPoint, and Outlook. These extensions bring connected data access and agentic...

SiliconANGLEAug 13, 2026

Writer launches major agentic AI improvements with Palmyra X6 flagship model

Generative artificial intelligence startup Writer Inc. today announced the release of its next-generation flagship model, Palmyra X6, designed to deliver frontier-level performance for marketing and revenue teams while keeping costs in check. The company said it also brought major upgrades to its...

SiliconANGLEAug 12, 2026

Agentic AI infrastructure shifts enterprise focus from model choice to platform control

As agentic AI infrastructure moves from experimentation into production, enterprises are confronting a more complex question than which model to use: how to control the cost, data exposure and infrastructure supporting production AI applications. That shift is pushing organizations to rethink how...

SiliconANGLEAug 11, 2026

Real-time tax compliance puts agentic AI accuracy to the test

AI-powered tax compliance has to meet a standard that many artificial intelligence applications don't: The answers must be exactly right. While large language models can generate unpredictable results, tax calculations require accuracy, speed and reliability across thousands of jurisdictions...

NVIDIA BlogAug 11, 2026

NVIDIA Nemotron 3.5 Lightning and NeMo Switchyard Deliver Faster, Smarter, More Efficient Agentic AI

As AI shifts from chatbot to autonomous agent, open models are serving market demands for full control over where AI runs and how it's deployed and evolves...

SiliconANGLEAug 11, 2026

Nvidia releases Nemotron 3.5 Lightning and NeMo Switchyard to give enterprise AI capability options

Artificial intelligence silicon and software giant Nvidia Corp. today announced two new services: a highly customizable Nemotron model and an agentic AI model router named NeMo Switchyard. As enterprises find themselves drowning in artificial intelligence model options, the question is no longer...

AWS ML BlogAug 7, 2026

How TReNDS automates root-cause analysis with Amazon Bedrock

TReNDS, a research center at Georgia State University, built an agentic AI pipeline on Amazon Bedrock and the open-source Strands Agents SDK that...

NVIDIA BlogAug 4, 2026

AI Leaders Propose SAFE Guidelines for Cybersecurity Transparency

Members of the Open Secure AI Alliance - now more than 120 organizations strong - are developing new guidelines to strengthen agentic AI cybersecurity as the...

AWS ML BlogAug 3, 2026

From weeks to minutes: How Formula 1® uses agentic AI on AWS to accelerate data operations

Formula 1® partnered with AWS to build the Data Accelerator, using agentic AI on Amazon Bedrock AgentCore to transform its MarTech data platform. Learn how...

Microsoft ResearchAug 3, 2026

Orchard: An open framework for scalable agentic AI

Orchard is an open-source framework for the research community to train and evaluate AI agent across task types. It reduces complexity while supporting...

VentureBeatAug 3, 2026

How NTT DATA AIVista closes the last mile of agentic AI for enterprise agents

Presented by NTT DATA AIVista At VB Transform 2026 , NTT DATA AIVista CEO Bratin Saha joined VentureBeat CEO and editor-in-chief Matt Marshall to discuss the...

Docker BlogJul 30, 2026

The Future of Agentic AI Depends on Openness and Trust. That's Why Docker Is Joining Nvidia's Open Secure AI Alliance.

Docker joins NVIDIA's Open Secure AI Alliance to help build the security, governance, and trust frameworks that agentic AI systems demand.

CoreWeaveJul 30, 2026

Your Agent Is Only as Good as Your Infrastructure

The first of a three-part series on agentic AI. Production AI agent depend on more than model quality. Learn how multi-turn tool calls, bursty demand, and infrastructure shape performance.

FUNDINGJul 30, 2026

Okta Buys AI Security Startup Permiso - Source Says for About $200M

The deal gives Okta identity threat detection capabilities as enterprises seek to secure AI agent and other non-human identities across cloud environments.

SiliconANGLEJul 29, 2026

Sweet Security debuts Agentic AI Blocking to stop rogue agents in real time

Israeli runtime security startup Sweet Security Ltd. today unveiled Agentic AI Blocking, a capability that stops artificial intelligence agents mid-action in production when they do something they were not built to do. Released ahead of Black Hat USA 2026 in Las Vegas, the feature extends the...

SiliconANGLEJul 25, 2026

AMD targets physical AI computing with integrated platform for robotics and autonomous systems

As AI expands into robotics and other real-world applications, the focus is shifting toward integrated platforms that simplify development and deployment. Open ecosystems and standardized architectures are emerging as key priorities for the future of physical AI computing. Agentic AI is creating...

SiliconANGLEJul 25, 2026

AWS EC2 compute evolves to meet agentic AI and physical AI demand

Twenty years on, AWS EC2 compute is meeting demand shaped by agentic AI, physical AI, and customers pushing general-purpose cloud infrastructure into new territory its earliest architects never anticipated. That growth is permeating throughout every layer of the platform, according to Art Baudo...

Docker BlogJul 24, 2026

Agentic AI Needs Guardrails, Not Guesswork

Docker brought together enterprise security leaders to tackle agentic AI's biggest challenge: how to govern AI agent without slowing developers down. Here's what they said.

SiliconANGLEJul 24, 2026

As agentic AI inference surges, tokenomics becomes the enterprise's defining budget constraint

The transition from chatbot to autonomous agent is changing the shape of demand itself, and tokenomics - the economics of AI token consumption - is emerging as the defining constraint on enterprise budgets as round-the-clock inference replaces intermittent usage. Fewer than 1% of potential...

SiliconANGLEJul 24, 2026

AMD targets AI PCs to curb agentic AI costs as enterprises rethink cloud token economics

As AI moves beyond chatbot toward autonomous agent, attention is shifting enterprise AI PCs as a new layer of AI infrastructure. That transition is driving demand for hardware and software designed to run AI workloads locally. Simple chatbot provided incremental productivity gains while...

SiliconANGLEJul 23, 2026

Agentic AI compute reshapes cloud economics as AMD targets surging CPU demand

Agentic AI compute has become the defining workload of the cloud's next era, reshaping how hyperscalers, neoclouds and enterprises architect their infrastructure. As autonomous agent move into production, demand for both GPU and high-core-count CPUs is surging - and the economics of cloud...

AWS ML BlogJul 22, 2026

AI Teammates: how monday.com runs production AI agents on Amazon Bedrock

AI Teammates are agentic AI on Amazon Bedrock, and few engineering organizations run them in production at the scale that monday.com does. Nine in ten...

Docker BlogJul 22, 2026

Agentic AI Needs Guardrails, Not Guesswork

Docker brought together enterprise security leaders to tackle agentic AI's biggest challenge: how to govern AI agent without slowing developers down. Here's what they said.

SiliconANGLEJul 22, 2026

Nvidia Vera Rubin: Inside the agentic AI factory that rewrites the CPU playbook

On the surface, this week's Vera Rubin launch is another major platform moment for Nvidia Corp., as the company maintains a steady drumbeat of artificial intelligence infrastructure innovation. Nvidia is positioning Vera Rubin as a full-stack system designed to improve performance per watt and...

AWS ML BlogJul 20, 2026

Evolving from legacy BI to agentic AI at Tradeshift with Amazon Quick

In this post, we describe how Tradeshift deployed Amazon Quick with agentic AI capabilities to replace our legacy BI tool, resulting in query response times...

SiliconANGLEJul 20, 2026

Hugging Face uses open-weights Z.ai GLM 5.2 to battle attacker after commercial frontier model refusal

Hugging Face Inc., an open-source artificial intelligence platform often described as the "GitHub of machine learning," found itself forced to use an open-weights model to respond to an agentic AI attack after the safety guardrails on commercial AI model blocked requests. Last week, Hugging Face...

AWS ML BlogJul 17, 2026

Transform your sales organization with Amazon Quick: your new agentic AI teammate

In this post, we walk through a few ways that Quick delivers on this promise. We cover the entire sales cycle, from identifying your highest-priority...

NVIDIA BlogJul 17, 2026

NVIDIA Vera Rubin Maximizes Intelligence per Dollar for Post-Training Workloads - a Key Metric for Agentic AI

Lowest cost per token from extreme codesign maximizes intelligence per dollar for post-training in the agentic era.

SiliconANGLEJul 14, 2026

Together AI positions open-weight AI models as the enterprise moat for cost, control and IP

Enterprises racing to deploy AI at scale are discovering that the biggest constraint isn't model capability anymore - it's control. As agentic AI moves from experimentation into core business processes, companies are rethinking whether handing proprietary data to closed frontier models is a risk...

SiliconANGLEJul 14, 2026

Entrust launches Agentic AI Trust Accelerator to move AI agents into production

Identity-centered security solution company Entrust Corp. today launched the Agentic AI Trust Accelerator, a co-development program that brings together enterprises and technology partners to build the identity infrastructure companies need to move autonomous AI agent from pilot projects into...

AWS ML BlogJul 13, 2026

Building an agentic AI solution at Bluesight with Amazon Bedrock

In this post, we describe how Bluesight used two AWS engagements and Amazon Bedrock AgentCore to evolve from a single-product AI prototype to Prism, a...

AWS ML BlogJul 10, 2026

Build a semantic layer for agentic AI on AWS with Stardog and Amazon Bedrock AgentCore

In this post we show how to build a semantic layer on AWS using Stardog's Semantic AI Application over Amazon Aurora and Amazon Redshift, and how to run a...

AWS ML BlogJul 10, 2026

How KTern.AI built agentic AI for SAP on Amazon Bedrock AgentCore

Evolving from a traditional software as a service (SaaS) platform into a next-generation agentic AI platform meant orchestrating multiple specialized agents...

SiliconANGLEJul 9, 2026

Token per watt becomes the defining metric as storage moves to AI's critical path

Token per watt - not raw compute - is emerging as the defining efficiency metric for AI data centers, putting storage at the center of an infrastructure rethink that is reshaping how the industry measures performance, cost and scale. As agentic AI drives an explosion in context memory demand, the...

SiliconANGLEJul 9, 2026

Fast token generation emerges as the key differentiator as heterogeneous inference takes hold

The race for fast token generation has moved from benchmark sheets into production data centers, and the hardware blueprint for winning it is no longer a GPU-only story. As agentic AI use cases multiply and users demand real-time interactivity, inference infrastructure is being redesigned from...

SiliconANGLEJul 9, 2026

Data sovereignty emerges as the defining moat in the agentic AI era

As agentic AI accelerates enterprise transformation, data sovereignty is crystallizing from a compliance checkbox into a foundational strategic imperative - one that determines not just where data lives, but who captures the economic value it generates. The debate is particularly acute in Europe...

arXiv AIJul 9, 2026

The Harness Effect: How Orchestration Design Sets the Token Economics of Enterprise Agentic AI

Agentic AI development today runs on token maxing: buying capability with token -- longer reasoning traces, more turns, wider tool payloads, bigger replayed...

SiliconANGLEJul 9, 2026

AMD targets system-level AI infrastructure optimization as agentic workloads reshape enterprise compute

Infrastructure design is being redefined by agentic AI, pushing the industry toward system-level AI infrastructure optimization, balancing performance and cost across diverse workloads rather than focusing on faster chips alone. As inference scales and AI moves closer to users, modular...

SiliconANGLEJul 7, 2026

Storage gets promoted in the agentic AI era

The year 2026 could be remembered as the moment when storage technology received a massive promotion. The reason is that the current transition from simple chatbot to agentic AI systems has raised the stakes for context memory, the relevant information autonomous systems needs to understand and...

NVIDIA BlogJul 7, 2026

AI Innovators Adopt NVIDIA Vera - Why Max Single-Threaded CPU at Scale Matters

Max single-threaded CPUs at scale are a new category of CPUs built for the agentic AI era. Across the creation and deployment of an agentic system, the CPU...

CNCF BlogJul 7, 2026

Why sandboxing your agent is not enough

The agentic AI space is moving incredibly fast. Not long ago, I learned about a cool project called agent-sandbox, which provides a sandboxed environment for AI agent by leveraging many of the building blocks we have...

SiliconANGLEJul 7, 2026

Radware adds Claude Code protection and compliance reporting to agent security

Application and network security company Radware Ltd. today expanded its Agentic AI Protection product with compliance reporting, deeper visibility into artificial intelligence agent activity, and new protection for agents that run directly on developer machines, including Anthropic PBC's Claude...

SiliconANGLEJul 3, 2026

Mark Zuckerberg says Meta's agentic AI efforts aren't progressing as fast as he had hoped

Meta Platforms Inc. Chief Executive Mark Zuckerberg told employees at an internal town hall meeting that the company's work on artificial intelligence agents hasn't progressed as quickly as he had hoped. It's a rare admission from the founder that not everything is going to plan as it tries to...

SiliconANGLEJul 2, 2026

Pinecone releases Nexus into public preview to bring business knowledge to AI agents

Pinecone Systems Inc., an artificial intelligence infrastructure company providing fully managed vector database, Wednesday launched the public preview of Pinecone Nexus, which curates and distributes enterprise knowledge for AI agent. The era of agentic AI is here and it's built on top of data...

AWS ML BlogJul 1, 2026

How Inscribe uses Amazon Bedrock to stop document fraud in seconds

In this post, you will learn how Inscribe developed an agentic AI system using Amazon Bedrock that reasons across documents the way an expert fraud analyst...

AWS ML BlogJun 29, 2026

Build an agentic AI healthcare claims pipeline with Amazon Bedrock and AWS HealthLake

In this post, we show you how to build an automated claims processing pipeline using two key Amazon Bedrock capabilities: Amazon Bedrock Data Automation for...

SiliconANGLEJun 26, 2026

Challenges to AI innovation in telecom: Insights from TM Forum DTW Ignite

At this week's TM Forum DTW Ignite conference in Copenhagen, industry leaders gathered to evaluate how agentic AI - the autonomous artificial intelligence systems capable of executing complex workflows within environments such as telecommunications - are transforming network operations and...

SiliconANGLEJun 25, 2026

TrueFoundry acquires MLOps pioneer Seldon AI to accelerate enterprise agentic AI

TrueFoundry Inc., a startup providing management for artificial intelligence workloads, announced Wednesday that it has acquired open-source, cloud-agnostic enterprise machine learning platform Seldon Technologies Ltd. for an undisclosed price. The company provides the infrastructure needed to run...

AWS ML BlogJun 25, 2026

Building agentic AI applications with a modern data mesh strategy on AWS

This post shows how to build a governed, serverless data mesh on AWS that provides the secure, scalable data foundation production agentic AI requires.

SiliconANGLEJun 23, 2026

ClickHouse brings real-time analytics to agentic AI

The growing use of AI agent throughout the enterprise is forcing a thorough reevaluation of the data layer. This shift is driven by the need for millisecond responses that enable agents to make decisions, access data rapidly and integrate it fully into enterprise applications. Legacy...

TechCrunch AIJun 22, 2026

The AI world is getting 'loopy'

The loop takes agentic AI a step further by authorizing a swarm of agents to work continuously in the background, endlessly.

SiliconANGLEJun 20, 2026

Agentic AI's challenge is getting agents to act like a team, not a crowd

Adding more artificial intelligence agents to the workflow doesn't make an enterprise smarter. In fact, it can make operations harder to manage. The problem is not the capabilities of individual agents but how well they work together. Many enterprises are moving from experimenting with single AI...

SiliconANGLEJun 17, 2026

Vercel launches a new framework and enterprise controls for agentic AI infrastructure

Front-end software development startup Vercel Inc. introduced a set of new products today at Ship, its annual conference, to deepen its agentic artificial intelligence infrastructure platform to align how enterprises deploy, run and scale with AI agent. "Each new generation of software needs a...

CNCF BlogJun 17, 2026

Why cloud native belongs at the heart of agentic AI: Lessons from building a multi-agent security platform on Kubernetes

In March, I gave a talk at KubeCon + CloudNativeCon Europe 2026 in Amsterdam. After the session, the same questions kept coming up on the CNCF Slack and in person: why build agentic AI on cloud...

SiliconANGLEJun 16, 2026

Nexla's Express solution leverages conversational interface to fuel agentic AI

Working with complex enterprise data once required extensive technical expertise. That barrier is lowering, as demonstrated by data integration platform provider Nexla Inc.'s launch of a conversational data engineering platform designed to make the process more accessible. In November 2025, Nexla...

NVIDIA BlogJun 16, 2026

HPE AI Factory With NVIDIA Expands for the Era of Agents

Enterprises are moving agentic AI from proof of concept to production - and the next generation of AI factories are built for the era of agents. At HPE...

SiliconANGLEJun 16, 2026

Hydrolix brings high-speed analytics to petabyte-scale agentic AI

The mission behind data management provider Hydrolix Inc. is fairly simple: to build the next generation of AI tools and provide AI-ready data for enterprises. Hydrolix's approach is designed to feed the growing agentic infrastructure. This is not simple, because agents demand millisecond response...

SiliconANGLEJun 16, 2026

SiMa.ai cuts physical AI deployment from months to days with agentic developer tooling

Artificial intelligence chip startup SiMa Technologies Inc. today launched Palette Neat, a purpose-built agentic AI development environment for creating applications that connect the physical world to AI model. The new tool can be paired readily with the company's Modalix MLSoC system-on-module...

SiliconANGLEJun 16, 2026

Terra Security uses agentic AI to find risks before attackers do

The attack surface of any modern enterprise is bigger than ever. Artificial intelligence has transformed both sides of the cybersecurity space. Now, security experts must use AI to defend against AI-powered cyberattacks. This has led to widespread concern about organizations' ability to protect...

NVIDIA BlogJun 12, 2026

NVIDIA Blackwell Leads on First Agentic AI Infrastructure Benchmark

AgentPerf from Artificial Analysis, the industry's first agentic AI benchmark, gives developers, enterprises and infrastructure providers a clear way to...

RESEARCHJun 11, 2026

Xiaomi's new open source, agentic AI coding harness MiMo Code beats Claude Code at ultra-long, 200+ step tasks

Xiaomi's MiMo AI team has open-sourced MiMo Code V0.1.0 , a terminal-native AI coding assistant that the Chinese electronics giant says outperforms...

arXiv AIJun 5, 2026

The Digital Apprentice: A Framework for Human-Directed Agentic AI Development

Agentic AI deployments face a recurring design tension: heavy human oversight limits scale, while broad autonomy

AWS ML BlogJun 4, 2026

NVIDIA Nemotron 3 Ultra now available on Amazon SageMaker JumpStart

Deploy NVIDIA Nemotron 3 Ultra on Amazon SageMaker JumpStart. Get 5x faster inference and 30% lower cost for agentic AI workloads with this frontier reasoning...

MIT Tech ReviewJun 2, 2026

Rehumanizing global health care with agentic AI

The global health care sector is under increasing strain. Decades of chronic underinvestment and constraints in recruitment have coincided with a surge in...