Systems | Development | Analytics | API | Testing

From iPaaS to Context Mesh: The Architecture Shift Agentic AI Demands

If you've been around long enough to remember when iPaaS was the answer to everything, you know the pattern. New paradigms arrive. Someone realizes that wiring it into existing infrastructure is harder than the demos suggested. An integration layer gets built. That layer slowly becomes load-bearing. Eventually, the integration layer becomes the bottleneck. We're at that moment again — except this time, the new paradigm is agentic AI, and the bottleneck is forming faster than usual.

Why Your AI Agents Keep Failing (Hint: It's Not the Model)

You swapped in a better model. You fine-tuned it. You threw more tokens at the problem. And still — your agents hallucinate, break under load, and deliver answers that were accurate about three hours ago. The model isn't the problem. Gartner recently flagged that up to 40% of enterprise agentic AI initiatives are at risk of failure. Executives see that number and immediately audit their LLM provider. Their infrastructure team. Their prompts.

Your step-by-step guide to Engineering interviews at Bitrise

If you are thinking about applying for an Engineering role at Bitrise (which we highly encourage), you probably want to know what happens after you hit that "apply" button. This post walks you through every step. It helps you decide whether we're the right place for you, gives you clarity before the interviews, and sets you up for success even before you apply.

Debugging in Xcode: Tools, Techniques, and Workflow

Xcode debugging tools integrate smoothly with the rest of the Xcode ecosystem and offer myriad benefits to developers, including powerful breakpoints and source-level visibility. This guide will help you unlock them. We’ll equip you with the knowledge to: If you’ve come for a specific piece of knowledge, here’s the full list of contents so you can go straight there.

N|Solid Extension and Plugin: Runtime Intelligence Where Developers Work

The N|Solid Extension and open-source N|Solid Plugin bring real Node.js runtime context into code editors and AI coding agents, helping developers investigate production issues, improve performance, and validate changes without breaking their workflow.

How to Accelerate Vulnerability Remediation with AI

Perforce QAC and Klocwork's new AI-assisted code remediation capabilities combine deep static analysis with AI-guided fix recommendations, helping developers resolve issues faster while maintaining compliance, security, and code quality. In this webinar, you'll see a live demo of how teams can accelerate remediation, reduce rework, and enable flexible AI-powered workflows directly within their development environment.

Does Temporal Workflow Streams replace a durable session layer?

If you're running a customer-facing AI agent on Temporal, you've probably seen this: a user refreshes the tab mid-response. When the page comes back, the response resumes, but anything they were about to send back (an interruption, a tool approval) is gone. Temporal keeps the workflow itself crash-proof, but getting its output to a browser, and taking anything back from the browser into the workflow, has always meant building it yourself.

AI Transport v0.6.0: mid-run steering

Steering lets a client redirect an agent while the agent is still working, so a follow-up message reshapes the answer in flight instead of cancelling the Run and starting over, or waiting for it to finish. In the AI Transport SDK, a Run encapsulates the agent's output for a single turn (including multiple iterations around an agentic loop). The last release, v0.5.0, made a single agent turn survive a crash by splitting a Run into re-attemptable Steps.

Data Mage: meet our AI data analyst that lives in Slack

As many other data teams do, we have a dedicated Slack channel (#data) where the whole company can ask data-related questions that get picked up by a designated, weekly-rotated data analyst (data mage). It can become tiresome quickly as the questions are fairly repetitive and it takes away precious time from other high-impact tasks. The team built clean, well-documented marts and reports in Metabase that are used regularly, but these were still missing something that makes reporting truly self-service.

Perforce IPLM Ask AI: Find IP, Metadata, and Design Context Instantly

See the new Ask AI interface in Perforce IPLM. In this quick 1.5-minute demo, the Perforce product team shows how engineers can use natural language to query IPLM, retrieve IP versions and metadata, and access critical design context without navigating complex menus or queries. The Ask AI feature is powered by the IPLM MCP Server and Perforce Agentic Gateway, allowing you to.