From idea to PR in one pipeline: the JuhJuh approach
Most development workflows involve at least five different tools: an issue tracker, a code editor, a terminal for AI commands, a git client, and a CI dashboard. Context is lost at every transition.
JuhJuh connects the entire pipeline in one platform.
The pipeline stages
- Idea Capture: A lightweight inbox where anyone on the team drops a rough feature idea
- AI Expansion: AI transforms a one-liner into a structured specification with requirements and edge cases
- PRD Generation: Full product requirements document with affected files, complexity classification, and implementation plan
- Prompt Engineering: Structured execution prompts generated from the analysis, using versioned templates with placeholder substitution
- AI Execution: Code changes executed in isolated git worktrees with real-time output streaming via WebSocket
- Diff Review: Structured diff view for human approval of every file change
- PR Creation: Pull request created in your git platform with structured description and ticket linkage
- CI Verification: Pipeline status monitored and surfaced in the dashboard
Auto-Play: batch execution for Epics
When an Epic has multiple child tickets, Auto-Play executes them sequentially. Each ticket inherits context from completed siblings: file changes, architectural decisions, and naming conventions. The tenth ticket in the sequence knows everything the first nine learned.
Knowledge that compounds
Every execution feeds into the knowledge hierarchy. Organization-level standards cascade to projects, teams, and individual developers. The more you use JuhJuh, the better your executions become.
That is the juju.
See this in action.
The features described in this post are live in JuhJuh. Start free and try them in your own workspace.
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