Operations | Monitoring | ITSM | DevOps | Cloud

MCP vs API: How they work together and when to use each

Summary: An API defines how software interacts with a service. MCP defines a standard way for AI applications to discover and invoke tools exposed by a service. They usually work together: an MCP server can sit in front of APIs you already run, turning low-level operations into capabilities an agent can find and use at runtime. Your API may already expose everything an AI agent needs. The harder problem is helping the agent figure out which operations matter for the task it has been given.

Safer Kubernetes rollouts with minReadySeconds

Picture the scene: you’ve just deployed a rolling update to your service. Half of your pods are running the new version, they all passed their readiness checks, and Kubernetes terminated the old replicas. Suddenly, the new pods start throwing 503 errors. Thankfully, you still have pods on the old version, so you stop the update. If the rollout had been a little bit faster, you’d have an outage. This is the failure mode minReadySeconds exists to prevent.

SOTI MobiControl Integration With InvGate Asset Management

A logistics company running 2,000 Android devices across 15 distribution centers manages that fleet through SOTI MobiControl, which pushes apps, enforces policies, and tracks location every day. None of that visibility used to reach the company's core IT inventory. The IT team filled the gap with a weekly CSV export that drifted out of date within days: a reassigned tablet kept showing under its old owner, and a decommissioned scanner stayed in the count for months after it was retired.

Shipped: Explorer refresh: show more, scroll less

CloudZero Explorer answers a cost question in two parts. The chart shows what your spend did and the table underneath shows which service, account, or team did it. Until now, the chart pushed the table below the fold, and actions like creating a View or checking Anomalies were buried multiple clicks deep. Now the chart and table share the screen and a new right rail puts Favorites, Views, Anomalies and Insights one click away without covering your data.

AI Norms & Values, Part 1 of 3: How We Do Business at Honeycomb

It's been almost exactly one year since we issued our AI mandate here at Honeycomb, and we've been doing some reflection. When we issued our mandate, it's not like we hadn't been using AI. We were the first in the industry to bake a feature powered by AI into our product, way back in May of 2024. Many of us had been experimenting and using these tools in our spare time. But we believe that software is the killer app for AI.

Building AI SRE Agents, Part 2: Leave the Laptop, Earn Trust

Moving the agent off your machine and pointing it at real clusters — read-only, in shadow mode — then climbing a trust ladder toward carefully scoped action. This is the second article in a three-part series on taking an AI SRE agent from a weekend experiment to enterprise production. Part 1 built a local agent on a throwaway cluster: read-only, propose-only, refined against a small eval set, with portable skills and no production write access.

Building a Marketing Plan on One Page: A Format Thai Business Owners Actually Use

Ask ten small business owners in Thailand if they have a marketing plan, and most will say yes pointing to a folder of half-finished notes, a Canva slide deck nobody opens twice, or a strategy document a freelancer wrote eighteen months ago that no longer resembles what the business actually does. A marketing plan that isn't looked at isn't a plan. It's a filing cabinet decoration. The businesses that actually stick to a plan tend to have one thing in common: the plan fits on a single page, gets pinned somewhere visible, and gets revisited often enough to still be true.

Epic EMR Integration Explained: Benefits, Challenges, and Best Practices

Connecting a hospital's primary record system to modern software takes effort. A solid Epic EHR integration connects Epic directly with external clinical, operational, patient-facing, and digital health tools. Why bother? Unconnected software creates dangerous friction. When clinical platforms operate in isolation, patient care stalls. Teams seeking clarity on how to integrate epic with our application quickly realize that reliable interoperability ensures data access, supports coordinated workflows, and keeps operations running.

Military Car Shipping in 2026: Discounts, Timing, and PCS Windows

Military life often means relocating on short notice. Whether you're receiving Permanent Change of Station (PCS) orders across the country or preparing for an overseas assignment, getting your vehicle to your new duty station is an important part of the moving process. While the military may cover certain transportation costs depending on your orders, many service members and their families still need to arrange vehicle shipping for additional cars or moves that fall outside government-provided transportation.

10 Best Customer Discovery Tools for SaaS Founders in 2026

The best customer discovery tools do not all collect the same kind of evidence. Reddit and community-monitoring tools reveal how people discuss problems without being prompted by a company. Interview platforms provide depth. Surveys provide structured feedback. User-testing tools show where people struggle. Product analytics reveal what users actually do. Research repositories help a team turn scattered evidence into decisions.