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Forget the hype — real AI agents solve bounded problems, not open-world fantasies

Want smarter insights in your inbox? Sign up for our weekly newsletters to get only what matters to enterprise AI, data, and security leaders. Subscribe Now Everywhere you look, people are talking about AI agents like they’re just a prompt away from replacing entire departments. The dream is seductive: Autonomous systems that can handle anything you throw at them, no guardrails, no constraints, just give them your AWS credentials and they’ll solve all your problems. But the reality is that’s ju

Why the simplest desktop agent abstraction wins

This is first post in a series about the design and implementation of Bytebot . Give us a star on our open source repo . We’re still in the early innings of AI agents. There are hundreds of companies building wrappers around LLMs, trying to make them more useful; more tool-aware, more stateful, more capable of completing tasks across applications. But most of them are barking up the same tree: they’re building agents that work by connecting APIs and tools in structured ways. Bytebot was born o

Problems the AI industry is not addressing adequately

I think the AI industry is facing a handful of urgent problems it’s not addressing adequately. I believe everything I write here is at least directionally true, but I could be wrong. My aim isn’t to be definitive, just to spark a conversation. What follows is a set of expanded thoughts on those problems, in no particular order. Disclaimer: Not everyone in AI is as bad as I’m making them sound. I’m flattening a wildly diverse field into a single tone, which is obviously reductive. People are dif

I'm Losing All Trust in the AI Industry

I think the AI industry is facing a handful of urgent problems it’s not addressing adequately. I believe everything I write here is at least directionally true, but I could be wrong. My aim isn’t to be definitive, just to spark a conversation. What follows is a set of expanded thoughts on those problems, in no particular order. Disclaimer: Not everyone in AI is as bad as I’m making them sound. I’m flattening a wildly diverse field into a single tone, which is obviously reductive. People are dif

Context Engineering for Agents

Lance Martin TL;DR Agents need context to perform tasks. Context engineering is the art and science of filling the context window with just the right information at each step of an agent’s trajectory. In this post, I group context engineering into a few common strategies seen across many popular agents today. Context Engineering As Andrej Karpathy puts it, LLMs are like a new kind of operating system. The LLM is like the CPU and its context window is like the RAM, serving as the model’s work

WASM Agents: AI agents running in the browser

One of the main barriers to a wider adoption of open-source agents is the dependency on extra tools and frameworks that need to be installed before the agents can be run. In this post, we show how to write agents as HTML files, which can just be opened and run in a browser. One of the main barriers to a wider adoption and experimentation with open-source agents is the dependency on extra tools and frameworks that need to be installed before the agents can be run. In this post, we introduce the

The Percentage of Tasks AI Agents Are Currently Failing At May Spell Trouble for the Industry

It's safe to say there's a lot riding on "artificial intelligence," a buzzy and nebulous swath of the tech industry pedaling all kinds of large language model (LLM) and similar software products. Since ChatGPT emerged in November 2022, venture capitalist investments in AI have skyrocketed, rising to $131.5 billion in 2024, an increase of 52 percent compared to 2023. In the last three months of 2024, over half of all venture capital in the world went to AI companies. One of the flashier bits of

Dust hits $6M ARR helping enterprises build AI agents that actually do stuff instead of just talking

Want smarter insights in your inbox? Sign up for our weekly newsletters to get only what matters to enterprise AI, data, and security leaders. Subscribe Now Dust, a two-year-old artificial intelligence platform that helps enterprises build AI agents capable of completing entire business workflows, has reached $6 million in annual revenue — a six-fold increase from $1 million just one year ago. The company’s rapid growth signals a shift in enterprise AI adoption from simple chatbots toward sophi

Don’t let hype about AI agents get ahead of reality

Let’s start with the term “agent” itself. Right now, it’s being slapped on everything from simple scripts to sophisticated AI workflows. There’s no shared definition, which leaves plenty of room for companies to market basic automation as something much more advanced. That kind of “agentwashing” doesn’t just confuse customers; it invites disappointment. We don’t necessarily need a rigid standard, but we do need clearer expectations about what these systems are supposed to do, how autonomously th

What to build instead of AI agents

Paul: Today, the scene is owned by Hugo, a brilliant mind who advises and teaches teams building LLM-powered systems, including engineers from Netflix, Meta, and the U.S. Air Force. He runs a course on the LLM software development lifecycle, focusing on everything from retrieval and evaluation to agent design, and all the intermediate steps in between. Enough talking, I’ll let him dig into today’s controversial topic: “Stop building AI agents”. ↓🎙️ P.S. I agree with him. 🤫 Hugo: I've taught

Capital One builds agentic AI to supercharge auto sales

Want smarter insights in your inbox? Sign up for our weekly newsletters to get only what matters to enterprise AI, data, and security leaders. Subscribe Now Inspiration can come from different places, even for architecting and designing agentic systems. At VB Transform, Capital One explained how it built its agentic platform for its auto business. Milind Naphade, SVP of Technology and Head of AI Foundations at Capital One, said during VB Transform that the company wanted its agents to function

Amazon's Andy Jassy says AI will take some jobs but make others more 'interesting'

Bloomberg/Getty Images The adoption of artificial intelligence systems throughout the business sector will lead to "fewer people doing some of the jobs" that become automated, Amazon president and CEO Andy Jassy said in an interview with CNBC's Jim Cramer this week. Jassy's understated comments about the future impacts of automation upon the job market were also optimistic: While he concedes that some people will be replaced by AI, the technology will simultaneously "make all of our jobs more

Confidence in agentic AI: Why eval infrastructure must come first

As AI agents enter real-world deployment, organizations are under pressure to define where they belong, how to build them effectively, and how to operationalize them at scale. At VentureBeat’s Transform 2025, tech leaders gathered to talk about how they’re transforming their business with agents: Joanne Chen, general partner at Foundation Capital; Shailesh Nalawadi, VP of project management with Sendbird; Thys Waanders, SVP of AI transformation at Cognigy; and Shawn Malhotra, CTO, Rocket Compani

Transform 2025: Why observability is critical for AI agent ecosystems

The autonomous software revolution is coming. At Transform 2025, Ashan Willy, CEO of New Relic and Sam Witteveen, CEO and co-founder of Red Dragon AI, talked about how they’re instrumenting agentic systems for measurable ROI and charting the infrastructure roadmap to maximize agentic AI. New Relic provides observability to customers by capturing and correlating application, log, and infrastructure telemetry in real time. Observability goes beyond monitoring — it’s about equipping teams with the

Enterprise giants Atlassian, Intuit, and AWS are planning for a world where agents call the APIs

Join the event trusted by enterprise leaders for nearly two decades. VB Transform brings together the people building real enterprise AI strategy. Learn more This dawning age of agentic AI requires a total rethink on how we build software. Current enterprise APIs were built for human use; the APIs of the future will be multi-model, native interfaces. “We need to build the kind of APIs that will work well with agents, because agents are the ones that are now going to interact with APIs, not hum

Capital One builds agentic AI modeled after its own org chart to supercharge auto sales

Join the event trusted by enterprise leaders for nearly two decades. VB Transform brings together the people building real enterprise AI strategy. Learn more Inspiration can come from different places, even for architecting and designing agentic systems. At VB Transform, Capital One explained how it built its agentic platform for its auto business. Milind Naphade, SVP of Technology and Head of AI Foundations at Capital One, said during VB Transform that the company wanted its agents to functio

Building a Personal AI Factory

Building a Personal AI Factory (July 2025 snapshot) Published: July 1, 2025 Overview I keep several claude code windows open, each on its own git-worktree. o3 and sonnet 4 create plans, sonnet 3.7 or sonnet 4 execute the plan, and o3 checks the results against the original ask. Any issues found are fed back into the plan template and the code is regenerated. The factory improves itself. Read on to see what might be useful for you. Guiding Principle – Fix Inputs, Not Outputs When something

Cursor launches a web app to manage AI coding agents

The company behind Cursor, the viral AI coding editor, launched a web app on Monday that allows users to manage a network of coding agents directly from their browser. The launch marks Cursor’s next big step beyond its integrated development environment (IDE), the core product developers use to access its tools. While Anysphere, the company behind Cursor, initially offered only this AI-powered IDE, the company has made a concerted effort to put its products in more places, and develop more agen

From hallucinations to hardware: Lessons from a real-world computer vision project gone sideways

Join the event trusted by enterprise leaders for nearly two decades. VB Transform brings together the people building real enterprise AI strategy. Learn more Computer vision projects rarely go exactly as planned, and this one was no exception. The idea was simple: Build a model that could look at a photo of a laptop and identify any physical damage — things like cracked screens, missing keys or broken hinges. It seemed like a straightforward use case for image models and large language models (

AI agents are hitting a liability wall. Mixus has a plan to overcome it using human overseers on high-risk workflows

Join the event trusted by enterprise leaders for nearly two decades. VB Transform brings together the people building real enterprise AI strategy. Learn more While enterprises face the challenges of deploying AI agents in critical applications, a new, more pragmatic model is emerging that puts humans back in control as a strategic safeguard against AI failure. One such example is Mixus, a platform that uses a “colleague-in-the-loop” approach to make AI agents reliable for mission-critical work

OpenAI’s API lead explains how enterprises are already succeeding with its Agents SDK and Responses API

Join the event trusted by enterprise leaders for nearly two decades. VB Transform brings together the people building real enterprise AI strategy. Learn more At VentureBeat’s Transform 2025 conference, Olivier Godement, Head of Product for OpenAI’s API platform, provided a behind-the-scenes look at how enterprise teams are adopting and deploying AI agents at scale. In a 20-minute panel discussion I hosted exclusively with Godement, the former Stripe researcher and current OpenAI API boss unpac

Apple tests if AI assistants can anticipate the consequences of in-app actions

As AI agents come closer to taking real actions on our behalf (messaging someone, buying something, toggling account settings, etc.), a new study co-authored by Apple looks into how well do these systems really understand the consequences of their actions. Here’s what they found out. Presented recently at the ACM Conference on Intelligent User Interfaces in Italy, the paper From Interaction to Impact: Towards Safer AI Agents Through Understanding and Evaluating Mobile UI Operation Impacts intro

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Business leaders continue to push workers toward daily use of AI

ismagilov/Getty Images Daily AI usage for desk workers has grown by 233% since the beginning of the year, according to Salesforce's latest Slack Workforce Index based on a survey of 5,000 desk workers globally. AI now helps to create a competitive advantage by providing 64% more productivity and 81% more job satisfaction for those who use AI versus colleagues who don't. And the benefits of AI go far beyond task automation. Since November 2024, AI adoption among workers has risen 50%, with 60%

The hidden scaling cliff that’s about to break your agent rollouts

Join the event trusted by enterprise leaders for nearly two decades. VB Transform brings together the people building real enterprise AI strategy. Learn more Enterprises that want to build and scale agents also need to embrace another reality: agents aren’t built like other software. Agents are “categorically different” in how they’re built, how they operate, and how they’re improved, according to Writer CEO and co-founder May Habib. This means ditching the traditional software development lif

Get paid faster: How Intuit’s new AI agents help businesses get funds up to 5 days faster and save 12 hours a month with autonomous workflows

Join the event trusted by enterprise leaders for nearly two decades. VB Transform brings together the people building real enterprise AI strategy. Learn more Intuit has been on a journey over the last several years with generative AI, incorporating the technology as part of its services at QuickBooks, Credit Karma,Turbotax and Mailchimp. Today the company is taking the next step with a series of AI agents that go beyond that to transform how small and mid-market businesses operate. These new a

Lessons learned from agentic AI leaders reveal critical deployment strategies for enterprises

Join the event trusted by enterprise leaders for nearly two decades. VB Transform brings together the people building real enterprise AI strategy. Learn more Companies are rushing AI agents into production — and many of them will fail. But the reason has nothing to do with their AI models. On day two of VB Transform 2025, industry leaders shared hard-won lessons from deploying AI agents at scale. A panel moderated by Joanne Chen, general partner at Foundation Capital, included Shawn Malhotra,

What enterprise leaders can learn from LinkedIn’s success with AI agents

Join the event trusted by enterprise leaders for nearly two decades. VB Transform brings together the people building real enterprise AI strategy. Learn more AI agents are one of the hottest topics in tech right now — but how many enterprises have actually deployed and are actively using them? LinkedIn says it has with its LinkedIn hiring assistant. Going beyond its popular recommender systems and AI-powered search, the company’s AI agent sources and recruits job candidates through a simple na

15 new jobs AI is creating - including 'Synthetic reality producer'

Eoneren/Getty Images Imagine being at a party in the not-too-distant future, and telling people you are a "synthetic reality producer." That's something sure to elicit quite a bit of curiosity. On the other hand, it may be a common job title by the year 2030. There's been a fair bit of chatter lately about the prospect of artificial intelligence usurping or taking away job opportunities -- from developers to creators. However, AI will never operate entirely on its own in a vacuum -- there will

For Replit’s CEO, the future of software is ‘agents all the way down’

Join the event trusted by enterprise leaders for nearly two decades. VB Transform brings together the people building real enterprise AI strategy. Learn more Can enterprise teams truly vibe code their way out of expensive SaaS contracts? Replit CEO and co-founder Amjad Masad seems to think so, and the ambitious vision could mean “agents all the way down.” Speaking at VB Transform on Tuesday, Masad touted how his startup’s agents could help a non-developer design and code a live polling app in

Creatio’s new 8.3 Twin CRM update hits Salesforce where it hurts: ‘we don’t think of AI as an add-on…it’s just part of our app experience’

Join the event trusted by enterprise leaders for nearly two decades. VB Transform brings together the people building real enterprise AI strategy. Learn more Creatio, the Boston-headquartered customer relationship management (CRM) company focused on no-code and low-code CRM app deployment, has officially launched its latest platform update, the 8.3 “Twin” Release, introducing a suite of AI-native capabilities designed to streamline CRM and workflow automation. With this update, Creatio continu