AI Observability Needs More Than AI
AI is rapidly becoming a bigger part of how IT Operations teams detect incidents, interpret signals and decide what to do next.
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Let Builders Build, and Agents Cook.
Software used to be built by engineers. Not any more. Low-code tools brought in domain teams. AI copilots brought in everyone else. And now agents are building and acting alongside humans; marketing, finance, HR and legal are all shipping the apps they used to file tickets for. The number of people (and things) building on your data has exploded, and it isn't slowing down. And there's no single, standardized way to build, there likely never will be.
Deploy Your Apps and Agents Where Your Data Lives With Aiven Runtime
Everything that makes an app or agent real happens after it works on your machine. Locally coding an app is a joy: hot reload, a seeded database, a mocked API key. Then you go to ship it, and "deploy" quietly expands into a Dockerfile that behaves in CI, somewhere to actually run the container, a database it can reach, TLS, secrets wired into the environment, and a pipeline to hold it all together. The feature took an afternoon. The plumbing takes the rest of the week.
Know Your data, Trust Your AI: Aiven DataHub is now GA
Ask a simple question "who are our most profitable customers?" and things fall apart. The data lives in six systems, nobody agrees which table is canonical, the column called profit is actually revenue, and the business rules that matter live in someone's head or a Confluence page nobody's touched since 2023. Now point an AI agent at that same mess.
Fine tune your own custom LLM with Canonical Charmed Kubeflow and Feast
So you want your own pet LLM huh? Knowing where to start can be quite tricky, so luckily for you I’ve put together this end-to-end guide. It’ll get you not just started; you’ll end with a fully working chatbot that you’ve fine tuned on the dataset `nampdn-ai/tiny-webtext`, which is a training dataset designed to improve models’ critical thinking abilities. Buckle up, this is going to be both fun and deep.
Scaling Android development without scaling hardware
How shared Android capacity helps engineering teams move beyond fixed device labs In the first blog of this series, we discussed how programmable Android environments can replace manual device preparation with a repeatable lifecycle. A workflow requests an environment with a predefined configuration, executes the required task, collects the results, and releases the resources once the work is completed. Automation enables a team to create a single Android environment reliably.
Stop capping your best people.
Somewhere in your company, a team is three weeks into the AI project that’s going to matter. Somewhere else, a support pilot from the spring is still summarizing every ticket with a frontier model, and nobody has looked at it since it started working. On the invoice they’re identical, and the company has two moves: leave everything open, which funds the waste, or cap everyone, which kills the bet.
AI finally plans like every other line in my budget
September is associated with football, foliage, flannel and, for some, the Financial Plan. As we put pen to paper (or agents to harnesses), there’s a few core elements that have always driven the P&L outlook for the following year: rep productivity and new product releases driving new sales, expansion and contraction against the install base, employee roster changes, and discretionary spend.
What Is Driving Bitcoin Demand in 2026?
Bitcoin has spent more than a decade moving from a small experimental asset into a market followed by asset managers, public companies, governments, traders, and individual buyers. Its price still moves sharply, but the forces behind those movements have become more diverse. People following market developments through publications and sites such as cryptobaltimore.com now need to consider institutional capital, corporate treasury activity, interest rates, regulation, and on-chain behavior alongside traditional crypto trading.
How Companies Keep Devices and Traveling Staff Connected Abroad
The most reliable way to stay connected across borders is to stop depending on a single local carrier. A SIM tied to one network works fine at home, but the moment a device or an employee crosses a border, that same SIM becomes the weak link. Roaming fees climb and coverage gets patchy. Often nobody at the office notices until something stops reporting or someone stops answering. Companies that work internationally solve this with two tools. Devices get a multi-network SIM, and travelers get an eSIM, a SIM that is installed digitally instead of as a physical card.