01 / 04
Coordinate
A 36-role architecture routes work through specialized agent responsibilities instead of treating every request as a single undifferentiated prompt.
PUBLIC ENGINEERING REPOSITORY
Not one agent. A coordinated system.
The public engineering repository documents 36 specialized agent roles with scoped context, planning, approved research, and gated tool use. Read the code and follow the development state rather than taking a benchmark claim on faith.
View public repositoryA precise distinction
Repository code: available
Architecture, memory, tools, training pipeline, checkpoint verification, inference runtime, and evaluation system.
Trained model: not yet
Dataset preparation, GPU training, the initial checkpoint, inference verification, and measured evaluation results are next.
01 / SYSTEM DESIGN
How the pieces fit.
The architecture is designed for explicit coordination and controlled access to context and tools.
02 / 04
Retrieve context
Scoped memory retrieval supplies relevant context to the workflow without implying that every agent sees everything.
03 / 04
Plan and reason
Planning and reasoning components organize work before execution. The architecture is inspectable in the public repository.
04 / 04
Use guarded capabilities
Web research is approval-based. Tool execution is gated, and Python runs in an external sandbox.
02 / TRAINING & VALIDATION
The pipeline is not the checkpoint.
The repository includes an SFT / DPO / QLoRA training pipeline, checkpoint verification, a local inference runtime, and an evaluation system. These are infrastructure capabilities, not evidence that a proprietary model is already trained or has passed a measured evaluation.
See development progressTRAINING WORKFLOW / REPO
01SFT / DPO / QLoRAPipeline in repo
02Checkpoint verificationCode in repo
03Local inference runtimeCode in repo
04Evaluation systemCode in repo
GPU training, an initial checkpoint, inference verification, and measured evaluation results are not complete.
03 / CURRENT APP
What you can use in the app.
These product interfaces are available separately from the training roadmap.
Website builder
Describe a page, generate it, and review the output in the builder.
Open website builderInspect the source.
The public repository is the most direct account of the system's implementation.