Director / worker agents
A coordinating director can delegate focused work to specialized workers or agents.
Flagship project / Agent system
CLI Harness
A local-first autonomous AI development environment designed around director and worker agents, extensible plugins, tool use, and long-running Wiggum loops.
- Operation
- Local first
- Control
- Director / worker
- Extension
- Plugin based
- Loop mode
- Wiggum
01 / Architecture
One director, many ways to work
The director coordinates work across specialized workers, plugins, and project tools. Outputs feed an inspect-and-improve loop that can continue under human review.
This first diagram is static by design. Its component boundary leaves room for richer run visualization later without putting client JavaScript into the foundation build.
ORCH-01Director
EXECWorkers
EXTPlugins
IOTools
ITERATEWiggum loops
02 / Capabilities
A system for directed autonomy
The harness joins coordination, project-aware tooling, and iterative review without treating autonomy as a single opaque action.
Wiggum loops
Long-running loops plan, create, inspect, improve, review, and continue.
Plugin system
Project-specific capabilities can be introduced without making every workflow core.
Tool use
Agents can be exposed to development and creative tools through controlled workflows.
Local models
The project is oriented toward local AI experimentation and local-first operation.
Review systems
Planning and inspection remain visible parts of the loop instead of hidden implementation detail.
03 / Wiggum loop
Work becomes a visible cycle
Wiggum loops are autonomous or semi-autonomous runs that repeatedly move through a structured improvement cycle.
- PlanEstablish the next bounded objective.
- CreateProduce code, media, scenes, or project artifacts.
- InspectRead the result and collect concrete evidence.
- ImproveAddress the most useful next change.
- ReviewEvaluate quality, constraints, and direction.
- ContinueRepeat while the run remains useful and authorized.
04 / Workflows & plugins
Project-aware creative tooling
The plugin boundary gives different kinds of work their own tools and review patterns. These descriptions name intended workflows, not unverified performance claims.
Blender
Generate or manipulate scenes through an agent-directed Blender workflow.
Image generation
Expose image-generation systems to iterative agent workflows and review.
Ren'Py design
Support visual-novel planning and project-specific creation workflows.
05 / Field media
Real outputs will live here
These explicit placeholders reserve space for future screenshots and run captures without presenting stock art as project evidence.
CLI run capture / pending verified media
Blender workflow / pending