Agentic-Ai

Full autonomy is the goal for many agentic workflows — but full autonomy is also where most production deployments fail their first risk review. The practical path to deploying AI agents in real organizations runs through human-in-the-loop (HITL) patterns: workflows where the agent does the work, humans approve the decisions, and the system handles the handoff cleanly. LangGraph has strong native support for HITL patterns through its interrupt primitives. This guide walks through the core patterns — interrupt points, approval gates, and reversible actions — with working code you can adapt for your own agent workflows. ...

JetBrains has been quietly building something bigger than an IDE upgrade. On March 24, the company officially confirmed JetBrains Central — described as “the control and execution plane for agent-driven software production” — with Early Access opening in Q2 2026. If you’ve been following the JetBrains Air IDE (which this site covered earlier), Central is the layer above it. Air is where individual AI coding agents work. Central is where you manage, coordinate, and scale many of them simultaneously. ...

In a single week, OpenAI pulled off one of its most dramatic pivots yet: killing off Sora — the AI video generation app it launched just six months ago — while quietly completing pretraining on its next-generation flagship model internally codenamed “Spud.” The double announcement is more than product housekeeping. It signals OpenAI’s strategic posture heading into its IPO: ruthless focus on frontier model capability at the expense of creative consumer bets. ...

JetBrains confirmed today that JetBrains Central will open for Early Access in Q2 2026 — and it’s a meaningfully different product from the JetBrains AI-assisted IDE tools we’ve covered before. Where JetBrains Air focuses on AI assistance inside the IDE for individual developers, Central operates at a higher level: it’s described as a “control and execution plane for agent-driven software production.” Think of it as the management layer that coordinates multiple parallel AI coding agents working simultaneously across real codebases. ...

OpenAI made two announcements on March 24 that, taken together, reveal a company in sharp strategic pivot mode: it killed Sora, the AI video app it launched just six months ago, and confirmed through internal sources that it has completed pretraining on a new flagship model codenamed “Spud” — one Sam Altman has privately told staff can “really accelerate the economy.” Sora Is Dead The shutdown of Sora isn’t a quiet deprecation. OpenAI is pulling the standalone app entirely. Sora launched in late 2024 to significant fanfare as a consumer-facing AI video generation tool, but it struggled to find its place in a crowded market that also includes Runway, Pika, and Kling. Multiple outlets — including The New York Times, NBC News, TechCrunch, Axios, CNN, and Variety — confirmed the shutdown on March 24. ...

LangSmith Fleet formalizes two agent authorization models: Assistants (on-behalf-of user credentials) and Claws (fixed service-account credentials). Picking the wrong one creates either security gaps or broken functionality. This guide helps you choose and implement correctly. For background on why this distinction matters, see: LangChain Formalizes Two-Tier Agent Authorization in LangSmith Fleet Decision Framework: Which Model Do You Need? Answer these questions before you write a line of config: 1. Does the agent access data that belongs to the individual user interacting with it? ...

Alibaba International has a clear read on where the enterprise AI market is heading, and yesterday’s announcement of Accio Work shows they’re moving fast to capture it. The new platform — announced March 23 and confirmed via Reuters and PRNewswire — is a plug-and-play AI taskforce designed to run core business operations for small and medium enterprises worldwide, without requiring engineering resources to deploy. What Is Accio Work? Accio Work is Alibaba International’s answer to a specific SME pain point: large enterprises can afford dedicated AI teams and custom implementations, but SMEs can’t. Accio Work closes that gap with a no-code deployment model that puts autonomous AI agents to work across critical business functions: ...

For years, the promise of enterprise AI was efficiency at scale — machines doing the work of many. What the Wall Street Journal reported this weekend is something more interesting: machines doing the work of management itself. Mark Zuckerberg is building a personal AI agent. And he’s already using it. What the WSJ Report Says According to sources cited by the Wall Street Journal on March 22, Zuckerberg’s agent is designed to do something simple but structurally significant: get him information faster by cutting out the layers of people who would normally surface it. ...

RSA Conference opened its doors in San Francisco on March 23, 2026, and the message was impossible to miss before the first keynote even ended: agentic AI security is now the primary concern of the entire enterprise security industry. For years, RSAC has been the place where the security industry takes collective stock of where threats are heading. This year, every major vendor arrived with the same answer: AI agents are the new attack surface, and the industry is barely ready for it. ...

There’s a wall every engineering team hits when they try to move AI agents from demo to production: identity and access management. An agent needs credentials to do anything useful — database access, API keys, infrastructure permissions. But credentials that live inside an agent are credentials that can be leaked, stolen, or misused. Traditional IAM wasn’t designed for ephemeral, autonomous software actors. And so most production agent deployments end up making one of two bad choices: over-permissioned agents with broad access they don’t need, or under-permissioned agents so locked down they can’t do their jobs. ...