Latest AI and tech news
A platform team wires an AI agent to a new helpdesk system over the Model Context Protocol, gets the server signed off, and moves on. Three months later, an access review finds the same agent can quietly call a function that exports full customer rec...
An AI agent can work perfectly on a developer’s laptop and still fail the moment it touches real data, real tools, or real users....
As a company grows and more people join in, it becomes difficult to answer questions around governance without a proper system in place. If you ask a platform team how many MCP servers their AI agents are actually connected to, they won’t be sure....
If you already have an API gateway, you might be wondering why you need something called an Agent Gateway....
You don’t always need a cheaper model to get a cheaper AI bill....
Your AI agent is almost there. The prompt is getting longer, the examples keep multiplying, and every new edge case seems to need one more instruction....
In most companies running LLMs today, somewhere there is a fine-tuned model or a customized prompt sitting in production that nobody remembers registering anywhere....
An agent with three tools is easy to reason about. A developer wires them up, documents what each one does, and moves on. That stops being true fast. An organization running hundreds of agents against thousands of tools, APIs, functions, skills, and ...
An employee can sign up for a new AI service in minutes, no procurement, no ticket, just an email address and a credit card. A developer can wire a new model API into an application in an afternoon. An AI agent can potentially be reconfigured to call...
A skill registry for AI agents is a system for packaging, publishing, discovering, and versioning reusable agent capabilities, so a piece of expertise built once can be installed and reused across agents instead of rebuilt from scratch every time. It...
It is a common scenario for a mid-sized enterprise to one day find out that seven of their AI agents hadn’t been registered by anyone and eleven sets of credentials associated with agents that had no owner. These situations are unintentional....
If you asked five colleagues at your office about what their AI agents accomplished last week, you’d probably end up with five different responses, and two might not even be correct. This is quite common in larger startups and enterprises, where nume...
A prompt looks like a sentence. In production, it behaves like configuration, the kind of thing that determines what a system does, not just what it says. Most teams don’t treat it like either. Prompts are often edited more casually than code and tra...
The first integration most developers ever build is also the simplest one they’ll ever build. Your application sends a request straight to a provider’s endpoint, the provider sends back a response, and nothing sits in between. That’s a direct-to-prov...
Almost none of this is carelessness. It is ordinary organisational entropy meeting infrastructure that is unusually easy to create and unusually expensive to leave running....
Gateway bypass is when agents, MCP clients, or internal workloads reach model APIs, tool endpoints, or data sources without passing through the centralised gateway meant to govern those calls....
A zombie AI agent is an AI system that’s still active, still calling tools, still touching real systems, but no longer under anyone’s real control: because an attacker planted instructions in its memory, because it drifted into unsafe behavior on its...
A prompt used to be a line of text a developer tweaked and shipped. In a production AI system, that same prompt now decides what an agent says, what it retrieves, how it reasons through a task, which tools it calls, and how much the request costs. Ch...
Most organisations already have controls for unapproved software: a CASB watching SaaS traffic, a gateway enforcing domain policy, inventory flagging unlicensed applications. Those controls assume the unapproved thing is a web app someone signed up f...
Almost all gateway bypass is convenience rather than intent. Four causes account for most of it....
Almost all gateway bypass is convenience rather than intent. Four causes account for most of it....
Most organisations already have controls for unapproved software: a CASB watching SaaS traffic, a gateway enforcing domain policy, inventory flagging unlicensed applications. Those controls assume the unapproved thing is a web app someone signed up f...
So how many AI tools are actually being used inside your organization?...
AI adoption is moving faster than enterprise visibility....
AI agent identity is the verifiable, machine-readable record of who or what an AI agent is, distinct from the human user, the developer who built it, or the application it runs inside. It includes a unique identifier, the credentials it authenticates...
Yes, AI agents can run across AWS, Azure, and GCP. In fact, getting an agent up and running in each cloud is becoming less of a challenge....
A user sends a message to your AI product. Nothing happens for two seconds....
A security engineer at a mid-size insurer spent a Tuesday afternoon watching an agent she’d approved for production do something she never approved....
Somebody on your team is going to ask which protocol the new agent should speak, and the honest answer is going to disappoint whoever wants a single word back....
Every vendor page ranking for this term will tell you multi-cloud is a strategic advantage....
A CI/CD pipeline automates the steps that move code from a developer’s machine into production: building it, testing it, and releasing it. CI/CD stands for continuous integration and continuous delivery, or continuous deployment, depending on how far...
Most of a procurement professional’s time is spent on repetitive work, chasing approvals, checking contracts, updating systems, and following up with vendors. Very little of that time goes into strategic decisions....
Somewhere in most engineering orgs right now, there’s a spreadsheet....
Every agent your organization runs needs to reach a model, a tool, another agent, or all three. Multiply that by however many agents you have, and you get a connectivity problem with a name: M×N....
AI agent frameworks have become essential tools to develop and deploy intelligent systems that can reason, learn, and act autonomously and choosing the right one can be challenging. LangChain (via LangGraph) suits teams needing broad ecosystem flexib...
Enterprises building AI agents today face a critical bottleneck: getting agents from development into production reliably, securely, and at scale. Most teams cobble together fragmented CI/CD pipelines, manually manage deployments, and lack standardiz...
If you’re evaluating top open source agentic frameworks like CrewAI, AutoGen, LangGraph, LangChain, or any other open-source agentic toolkit, you’re likely trying to answer one question:...
For investment teams, the quality of analysis often depends on how quickly raw financial data can be converted into a model-ready format....
The conversation every boardroom needs to have next is “How do we build Agentic AI Architecture?” The real challenge for HR leaders, SaaS founders, and the entire C-suite now is rethinking how the business actually operates....
An AI compliance checklist gives enterprise IT, security, and legal teams a working process for inventorying every AI tool and agent in use, closing data governance gaps, and mapping controls to frameworks like NIST AI RMF, ISO 42001, and the EU AI A...
Your agent walks a support engineer through a nasty production incident on Tuesday. Root cause, ruled-out theories, the fix that finally worked. All of it, gone by Wednesday morning....