What Is Agentic AI? Definition, Examples, vs AI Agents
Agentic AI plans and acts toward a goal on its own. Plain definition, 2026 examples like OpenAI Dots and Meta Muse, and agentic AI vs AI agents vs assistants.
45 stories
Agentic AI plans and acts toward a goal on its own. Plain definition, 2026 examples like OpenAI Dots and Meta Muse, and agentic AI vs AI agents vs assistants.
TL;DR: AI agent orchestration is the coordination of multiple agents, tools, models, and shared state, and in production it only works when operational controls run inside every agent, tool call, and handoff. Each orchestration pattern fails in its own way, so each needs its own controls.
Gartner surveyed 360 organizations in Q2 2025 and found that those running a dedicated AI governance platform were 3.4 times more likely to achieve high...
Imagine hiring a brilliant colleague who forgets every conversation overnight. Each morning you re-explain the project, your preferences, and what you decided yesterday. They are capable, but they never get better at working with you. That is an AI agent without memory.
In this article, you will learn how to choose the right agentic AI framework for your production system by working through a structured decision-tree based...
Looking for a Hermes Agent alternative? Six options compared on setup time, hosting, and cost, including when staying on Hermes is the better call.
Compare six open-source AI agent frameworks by language, workflow control, tools, and use case, including Mastra, LangGraph, CrewAI, and Pydantic AI.
The 12 best AI agent builders and platforms in 2026, compared on price, models, setup time and who each is for: Lindy, n8n, Zapier Agents, Gumloop and more.
AI providers increasingly embed forward-deployed engineers inside customer operations, and few settings test that model harder than Formula One. Races arrive every two weeks, budgets are capped and margins are measured in milliseconds.
12 hours after GPT-6.1 Sol launched, 3 of 10 AI libraries knew it. LlamaIndex raises ValueError; LangChain returns an empty profile. Probe inside.
OpenAI, Anthropic, and Google each use a different request and response shape for the same tool. Agent frameworks handle that difference in different places.
Multi-model orchestration is three layers. Workflow orchestration is planning, state, memory, and delegation, and LangGraph and CrewAI are built for it. Model routing is choosing a model per call and falling back when it fails, and provider routing is choosing which provider serves that model.
Agent Droplets are available today for DigitalOcean Managed Agents in public preview. If you already run agents on Claude Code, Codex CLI, or OpenCode, point them at DigitalOcean and they can run on an Agent Droplet with minimal setup.
The best open source AI agents in 2026, sorted by job: personal assistants, coding agents, agent teams and a framework. Licences checked 1 Oct 2026.
A CrewAI crew writes our daily pharma brief for three cents One daily Pharma brief from a three-agent CrewAI crew costs $0.030 on Claude Haiku 4.5 when the tool hands the model the news API's key sentences: 14,452 prompt tokens, 3,042 completion tokens, 4 LLM calls, 8 stories with 8 real links.
Your AI governance policy is a PDF. The agent that just approved the payment never opened it, and the dashboard that flagged the problem did...
Your auditor wants to know which AI agents touched customer data last quarter. Who approved each one into production. Which guardrail violations got flagged, and...
8 Vertex AI Agent Builder alternatives that are cheaper or simpler: BetterClaw, n8n, Gumloop, CrewAI, Lindy, LangGraph, OpenRouter and AWS AgentCore.
Showing 18 of 45 stories
Load more storiesGet the top AI news and tools straight to your inbox every week.
Weekly · AI news
Join 15,000+ AI enthusiasts