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The latest News and Information on DevOps, CI/CD, Automation and related technologies.

harness

Deterministic by Design: How Harness Grounds AI Agents in Structured Data | Harness Blog

Apr 7, 2026 By Sunil Gattupalle In Harness
When AI agents operate across a multi-module platform like Harness (from CI/CD to DevSecOps to FinOps), the number one goal is to give you answers that are correct, consistent, and grounded in real data. Getting there requires a deliberate architectural choice: when a question can be answered from structured platform data, the agent should use a schema-driven Knowledge Graph rather than raw API calls via MCP. The principle is simple: if the data is modeled, retrieval should be deterministic.
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harness

Phil Christianson on Balancing Innovation and Reliability in Modern Product Teams | Harness Blog

Apr 7, 2026 By Dewan Ahmed In Harness
At SREday NYC 2026, the ShipTalk podcast spoke with Phil Christianson, Chief Product Officer at Xurrent, for a leadership perspective on the intersection of product strategy, engineering investment, and platform reliability. While many of the conversations at the conference focused on tools, automation, and incident response, Phil offered a view from the C-suite level, where decisions about engineering priorities and R&D investment ultimately shape how reliability practices evolve.
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kosli

Kosli and Adaptavist Partner to Automate Governance for AI driven Software Delivery

Apr 7, 2026 By Bruce Johnston In Kosli
Today, Kosli and Adaptavist announce a strategic partnership to help regulated enterprises automate governance for AI driven software delivery - making it automated, continuous, and evidence-driven rather than a manual checkpoint that sits apart from DevOps and CI/CD. Adaptavist brings deep enterprise DevOps transformation expertise: assessment and strategy, DevSecOps integration, developer experience, and implementation across Atlassian, GitLab, and AWS.
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How to Catch AI Code Mistakes Before They Reach Production

Apr 7, 2026 By GitKraken In GitKraken
AI can write code fast, but it makes mistakes humans often don't. In this session from Ole Lensmar, CTO of Testkube, breaks down the real quality risks of AI-generated code and how engineering teams can build guardrails before those bugs hit production. What you'll learn: Common mistakes LLMs make (and which ones are unique to AI) Whether you're a developer leaning on AI to ship faster or a QA lead trying to keep up with the pace of AI-generated code, this talk gives you a practical framework for staying ahead of quality issues.
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speedscale

From Datadog to CI Tests: Catch Regressions Before Deploy

Apr 6, 2026 By Ken Ahrens In Speedscale
I worked in observability for years, and the same pattern showed up across teams. An alert fired, the on-call rotation scrambled, and everyone did what they had to do to stabilize production. Then came the retrospective. Once the immediate pressure was gone, the conversation shifted to one question: how do we make sure this never happens again? My friend Jade Rubick coined a name for that principle: DRI, “don’t repeat the incident”.
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devart

New Release: SecureBridge, EntityDAC, and dbExpress Drivers Get Support for Latest IDEs, Databases, and the Arm64EC Target Platform

Apr 6, 2026 By DAC Team In Devart
We are excited to announce the latest release of SecureBridge, EntityDAC, and the full family of dbExpress drivers. This update delivers expanded IDE compatibility, support for the latest database versions, new security components, and platform improvements that benefit developers across the Delphi and Lazarus ecosystem.
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haproxy

HAProxy at KubeCon Amsterdam 2026: the standard, by popular demand

Apr 6, 2026 By Iwan Price-Evans In HAProxy
KubeCon + CloudNativeCon Europe 2026 brought thousands of cloud-native practitioners to Amsterdam for four days of talks, demos, and hallway conversations about where Kubernetes is heading. HAProxy Technologies came as a Diamond Sponsor, and by the time the exhibition floor closed on Thursday, it was clear that the market had reached the same conclusion we had. HAProxy is the standard — and this year, more people than ever were ready to say so out loud.
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Resolve Reels - Ep. 2 - Scheduled Jobs Dashboard LI

Apr 6, 2026 By Resolve In Resolve
Episode 2 of Resolve Reels is here. In this walkthrough, we introduce the new Scheduled Workflows Dashboard in Resolve Actions. Get a centralized view of every scheduled automation across your environment. Track execution status, monitor success and failure rates, and quickly drill into workflow performance. See how teams can: This is how modern IT teams move from reactive oversight to proactive control. With Resolve, automation is not just executed. It is continuously monitored, optimized, and scaled.
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upsun

The reproduction problem: why you can't recreate the investigative gap

Apr 6, 2026 By Upsun In Upsun
In the modern dev stack, we have mastered the art of the deploy. We have CI/CD pipelines that ship code in minutes and observability dashboards that track every millisecond of latency. Yet, when a P0 incident strikes, the most common phrase in Slack isn’t a solution; it’s "I can’t reproduce this locally." This is the Reproduction Gap. Most engineering teams are world-class at building and monitoring, but they are remarkably fragile at recreating runtime behaviour.
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