Strategic Thinking + Execution.
Jules helps frame decisions, preserve context, and execute across code, research, publishing, reporting, and handoffs with reviewable evidence.
Thinks with you
Strategy, decisions, challenging assumptions, decomposition. Socratic dialogue, adversarial review, and a written trail for what changed.
- Surfaces blind spots and second-order effects
- Disagrees when it sees a better path
- Connects today's work to long-term goals
Then executes
Software, content, research, deploys, reporting — one system, same context. Decisions flow from thinking to execution with evidence attached.
- No context loss between "what" and "build it"
- Ships code, prepares content, and manages operating work
- Reports what happened so direction stays visible
The Loop in Action
Under the Hood
For the builders who want to know how it's made.
Five-Layer Model
Identity is the foundation. Products are what get shipped. Everything in between connects them.
Environments
No VPS, no Docker, no daemons.
Evolution
Personality, voice registers, decision authority. CLAUDE.md files and early skill workflows.
Container infrastructure, scheduled jobs, planning dispatch, research agents, security hooks.
32 skills became 17. 15 hooks became 5. VPS eliminated. Same power, half the parts.
19 skills. Social engagement, config hygiene, mental models. RTK retired — Claude Code caught up.
Build Your Own
You don't need dozens of configurations to start. Try this one prompt:
claude "Read my codebase. Create a .claude/CLAUDE.md that describes
the project, key conventions, and common workflows. Then create
one skill in .claude/skills/ for the task I do most often."
That's it. One CLAUDE.md and one skill. Build up from there.
Full source: github.com/jonathanmalkin/jules
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