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A Conversation With Kun Chen

2026-01-14 Science & Technology
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Unsupervised Learning
Unsupervised Learning
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Description

Check Out RovoDev here! https://ul.live/atlassian In this video we interview Atlassian's lead architect about RovoDev, an AI agent designed specifically for professional software teams that leverages organizational context to optimize the 84% of time developers spend on non-coding tasks. What we talk about: Building for Professional Teams: Why Atlassian designed RovoDev to solve the complex lifecycle problems of large professional teams—such as pipelines, testing, and security—rather than focusing on simple demos or hobbyist projects. The 84% Problem: The finding that professional developers only spend 16% of their time coding, and how AI is being used to tackle the remaining 84% of time spent on non-coding friction and repetitive tasks. Leveraging Organizational Context: How connecting the AI to internal data sources like Jira, Slack, and documentation allows it to retrieve the right context, enforce team standards, and prevent recurring incidents. The Rise of Slower Agents: The trend where AI agents are actually becoming slower—not faster—because they are taking on more autonomous responsibility for running tests, self-correcting, and ensuring quality. Future AI Capabilities: Upcoming concepts like "full context mode" and the idea of agents "sleeping" to reorganize their memory and extract insights from past sessions to improve future performance. 01:00 Introduction and Guest Background 02:25 Solving Problems for Professional Teams vs. Hobby Demos 04:04 The Architect's Role and Internal "Dogfooding" 05:52 Connecting Cloud Agents with the Command Line 06:41 Measuring Success: Reducing PR Cycle Time by 40% 08:19 Integrating with Backend Knowledge Bases and Guardrails 11:39 Data Sources: Capturing Context Beyond Public Models 14:05 "Paved Roads": Identifying and Enforcing Golden Patterns 22:02 Triggering Context to Prevent Browser Switching 23:59 The Evolution of "Full Context Mode" and Deep Research 25:17 The Future of Coding: Why Agents Are Getting Slower 30:04 Upcoming Features and Events Subscribe to the newsletter at: https://danielmiessler.com/subscribe Join the UL community at: https://danielmiessler.com/upgrade Follow on X: https://x.com/danielmiessler Follow on LinkedIn: https://www.linkedin.com/in/danielmiessler/

Top Comments (4)

@unsupervised-learning 2026-01-14

Check out RovoDev here! https://ul.live/atlassian

1
@benlafon7097 2026-01-14

Let's goo, I have been trying to push for wider adoption of PAI systems at work , and this is a great resource to share with management to see real world top of the line teams using AI tools and getting real value from them

1
@ksoonsoon 2026-01-15

Crazy cool. Holy cow.

0
@j-doe 2026-01-17

Jezz, is this guy the responsible for all that crap built by Atlassian?

0

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