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Your data warehouse can tell you that pipeline dropped. It can't tell you why, because the reason sits in a sales call, a support ticket, or a thread in your team chat. When your AI analyst can't reach those places, you end up doing the last mile yourself: copying numbers into Slack, pasting call notes into a doc, and switching tabs until the story makes sense. Spotter could already connect to any MCP server, but getting one in place meant hunting for a server URL and digging through setup docs.

By Omnia Ibrahim | Thursday, October 22, 2026 We are proud to announce the release of Apache Kafka 4.4.0. This release contains many new features and improvements. This blog post will highlight some of the more prominent ones. For a full list of changes, be sure to check the release notes. With 25 KIPs and 963 commits since 4.3.0, this release introduces many new features, improvements and bug fixes to all the components.

Kong Insomnia 13.4 is all about giving you more visibility than ever before. Whether it's your git changes, your secrets, or how your users are using Insomnia, you’re able to see more than ever before and make better decisions than ever. We’ve gotten great feedback on the native git support we shipped in v13 a few months ago, and many teams have switched to a CLI way of working. But other teams love the Insomnia Git UI.

AI FinOps must not be an afterthought but should be a critical and mandatory component for any enterprise AI program.. The explosive growth of AI workloads from simple AI-assisted coding to product autonomous multiagent systems complicated by highly dynamic usage-based pricing has introduced next level risk in tracking and managing spend. As the Gartner report points out, 85% of enterprises have no automated controls to stop cost spikes.

In Ruby, a backslash escapes the character after it. In a double-quoted string, \" inserts a quote, \\ a backslash, \n a newline, and \#{} blocks interpolation. A single-quoted string recognizes only \' and \\; every other backslash stays literal. When escaping gets noisy, switch to %q()/%Q() literals or a heredoc.

Which properties in your portfolio are becoming less profitable, and why? A reliable answer usually means pulling lease and occupancy data from the property management system (PMS), operating costs from accounting, maintenance records from a third platform, and rent comparables from outside the company. Some of it lives only in a spreadsheet one analyst maintains. The answer can take days, and two teams can come back with different numbers. Large real estate companies rarely lack software or data.

As AI's power grows, so do the public policy implications of data stewardship. These 5 principles form our public policy framework.

On October 17, 2026, the developer world learned that the private keys of eight intermediate certificate authority (CA) certificates from eMudhra had been compromised. In this article, I’ll explain how that affects the Bitrise environment powering your Bitrise CI jobs, Build Hub runners, and Remote Developer Environments.

If you started in quality engineering decades ago, your whole mental model was forged in deterministic logic: assert(actual === expected). You took a business requirement specification, mapped out boundary values, wrote explicit test steps in TestRail or Jira, and automated them in Selenium, Cypress, or Playwright. In traditional QA testing, if an input of 2 + 2 yielded anything other than 4, you opened a severity-1 blocker, attached the stack trace, and kicked the build back to the developers.