Building Zoom Bots That People Don’t Hate: UX Patterns for In-Meeting Assistance

Zoom bots (or any in-meeting assistant) are one of those ideas that sound brilliant on paper: capture notes automatically, pull up context mid-call, summarize action items, and keep meetings moving. In practice, many of them fail for one simple reason, they behave like an uninvited participant. They interrupt, they overshare, they misunderstand the moment, or […]

SOC 2 Meets Automation: Controls You Need Before You Roll Out Agents Company-Wide

AI agents are quickly moving from “helpful pilot” to “default workflow” across entire organisations. Once agents can read internal knowledge, draft customer responses, update records, or trigger automations, they stop being a novelty and start becoming part of your operating system. That’s exactly where SOC 2 becomes relevant. Compliance isn’t about slowing teams down, it’s […]

Prompt Injection Is an Operations Problem: Defenses That Actually Work

Prompt injection isn’t just a clever “gotcha” buried in a user message. It’s a predictable failure mode that shows up when an AI system is connected to tools, data, and workflows that were never designed with adversarial inputs in mind. If your LLM can browse, retrieve documents, call APIs, or trigger automations, then your risk […]

The Visual-to-Code Bridge: When to Stay in n8n vs. When to Drop Into Engineering

Automation teams don’t usually fail because they picked the wrong tool. They fail because they try to stretch one tool across every stage of growth. In 2026, n8n has become a powerful “visual control plane” for automation. It’s fast, intuitive, and perfect for collaborating with stakeholders. You can build workflows quickly, iterate in real time, […]

Enterprise Agent Memory in 2026: What to Keep, What to Avoid (Google ADK + Gemini)

“Agent memory” is becoming a standard requirement for enterprise AI agents. Business users want an assistant that remembers preferences, ongoing tasks, and prior decisions so work feels continuous instead of repetitive. Risk and compliance teams hear the same phrase and worry about uncontrolled retention, exposure of sensitive data, and behaviors that drift over time. In […]

Orchestrating Multiple Agents in n8n with Google ADK: A Practical Walkthrough

In our recent Google ADK Node inside n8n video, we showed how it can power real-world agentic workflows. This post goes one step deeper. Instead of focusing on a single agent performing a single task, we explore how multiple specialized agents can collaborate, reason together, and execute a complete workflow end to end with minimal […]

Inside Codimite’s Web Builder Agent: Rethinking How Website Changes Get Done

Introduction Website updates are constant. What changes is how efficiently teams respond to them. At Codimite, we observed a recurring pattern: highly skilled developers spending valuable time on repetitive website changes, content updates, minor UI fixes, and layout adjustments, all triggered by Jira tickets that followed a predictable flow. These tasks matter. But the way […]