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Stop Token Maxing: Mock Your LLM API Calls and Cut AI Costs to Zero
Stop wasting money on AI API tokens in your local, test, and CI environments. In this demo, I show how to record real LLM responses and replay them for free using proxymock and stop surprise bills.
AI copilot in VMAnomaly UI faster setup and tuning
vmanomaly has now AI Copilot in the UI, with the help of MCP. Resources for Further Learning.
From AI Sprawl to Orchestration: Delivering Intelligence as a Service
Most enterprise AI deployments were never designed to coexist. They were designed to prove a point, respond to a board directive, or secure a budget. The result, two years into the generative AI cycle, is an expanding estate of disconnected models, fragmented pilots, and overlapping capabilities that collectively deliver far less value than the sum of their parts. HFS Research calls it "death by a thousand POCs". The more precise description is architectural negligence at an enterprise scale.
Using AI to Instrument Applications with OpenTelemetry
OpenTelemetry is one of the best things that’s happened to observability in the last decade. It’s open. It has SDKs for every language that matters. It’s vendor neutral. The OTel community has been doing the hard work of standardizing how applications emit telemetry, so that you, the engineer, don’t have to learn five different agent formats to monitor five different services.
Developing web apps with local LLM inference
I’ve yet to meet a developer that enjoys working with metered AI APIs. The need to pay for every API call in development works in direct opposition to the ethos of rapid iteration, and it’s easy for the costs to get out of hand. That’s why Canonical has created a different approach to building AI-powered applications; one where the model lives inside your app, not behind a pay-per-token HTTP call.
Canonical announces fully Managed Kubeflow AI operations platform on the Microsoft Azure Marketplace
Canonical, the publisher of Ubuntu, today announced the general availability (GA) of Managed Kubeflow on the Microsoft Azure Marketplace. This solution enables AI teams to get a fully managed, production-ready MLOps platform in their own tenant. Upstream Kubeflow is a powerful tool for machine learning, but it remains notoriously challenging to deploy and maintain.
How to Build a Facebook Business Page That Attracts Followers Automatically
Growing a Facebook Business Page can feel slow at first, mostly when the page is new. You may post often and still not get many page followers. A few simple changes can make your page work better. It should look active, clear, and worth following. It should also give people a reason to come back. When people like and share your posts, Facebook shows your page to a lot more people. This guide will show you easy steps to build a Facebook Business Page that brings in page followers. All you need is good posts, clear branding, and regular updates.
How Operations Teams Can Retire Fleet Trucks Quickly in Texas
Many Texas businesses are worried about aging trucks in their fleet due to financial and operational concerns. Industry reports indicate that the average operating cost for a truck has increased to $2.27 per mile, making older trucks costly to maintain and straining efficiency. Older trucks can incur higher maintenance costs and delays, affecting production and customer satisfaction. To manage expenses, Texas operations teams need a systematic plan for efficiently retiring fleet trucks. Here are key steps to streamline the process.