Instead of using chat alone, developers can use canvases for issue triage boards, pull request views, or daily checklists where both the agent and the user can update cards, fields, and filters in real time.
Humans still make the judgment calls on triage, sequencing, and acceptance of changes, while AI helps manipulate the shared workflow surface faster.
Incoming bug reports are grouped, labeled, and routed into a live triage board that engineers refine instead of manually sorting from scratch.
LinearAI converts support or team chat threads into structured work items on a triage board where developers adjust severity, ownership, and next actions.
Jira / Atlassian IntelligenceA shared canvas tracks open pull requests, review status, and follow-up tasks so both the agent and reviewers can keep the queue current in real time.
GitHub Copilot / GitHubI help companies navigate AI adoption -- from strategy to production. Whether you are building your first LLM-powered feature or scaling an agentic system, I can help you get it right.
Design and build LLM-powered products and agentic systems
Go from idea to production with a clear implementation roadmap
Build AI with human-in-the-loop in regulated environments
Describe the interface you need in plain English, then let the agent build a live surface you can both use and update—so you spend less time adapting to tools and more time getting work done.