Controlled continuation
The next action carries an explicit scope, expiry, and approval conditions. Incomplete requests do not authorize further execution.
GYUFORGE PRODUCTION SYSTEM
From idea to operation.
A connected way to build.
Our in-house AI-assisted production system connects specialized AI workflows, development contracts, software and game-content pipelines, automated validation, and release gates. We improve it alongside our own products.
Internal proprietary technology platform
Connect the work to the next decision.
Our internal orchestration engine connects specialized AI execution with development contracts, validation results, and approval gates. A shared source of truth for job state and events supports an operator control plane for reviewing progress and decisions.
The implementation is private. We document its high-level architecture and validation methods here, alongside selected research and our products. This internal platform is not offered for sale and does not promise unattended releases.
- 01
Request & development contracts
Define requirements, architecture and API contracts, test cases, and completion criteria.
- 02
Specialized AI workflows
Planning · architecture · implementation · review · operations and failure analysis. Bounded tasks produce explicit handoffs.
- 03
Execution & verification
Validate implementation and connect action records to supporting evidence. Missing execution conditions put further work on hold.
- 04
Approval & next decision
Use outcomes and failure classification to choose retry, remediation, a smaller task, or human review.
Action records & replay evidence
Record what was executed and the evidence behind decisions. Replay bundles help identify missing artifacts and reconstruct the course of work.
Changes with recovery in mind
Define small changes with validation, observability, and recovery notes. A failure calls for a classified response rather than an unbounded retry.
01 / ORCHESTRATE
Set the direction
Production starts with deciding what is worth building. We divide the work and define each stage’s inputs, deliverables, and acceptance criteria so the pieces can come together.
- Define product requirements and a bounded scope
- Assign responsibilities, handoffs, and review points
People review the direction and acceptance criteria.
02 / BUILD
Build the product
We define interfaces and change boundaries, then develop features alongside their tests. Each product gets the technology it needs, while reusable tools and checks become part of our working system.
- Use interface and data contracts to guide implementation
- Test changed functionality and critical user journeys
Review the implementation together with its test results.
03 / CREATE
Shape the experience
We develop tools for game imagery, transparent cutouts, mesh cleanup, rigging, and motion delivery. Source records and production settings stay attached to the work as we review its appearance and movement.
- Trace sources, production settings, and outputs across generation tools
- Review RGB-preserving alpha processing, Blender cleanup and rigging, motion, and GLB handoff
People review visual quality and the rights to use each source.
04 / VERIFY
Verify the result
Checks and review records refer to the artifact’s file hash. For 3D work, structure, deformation, visual review, and engine loading are separate checks. Research records include the setup, sample size, and remaining limitations.
- Bind structure, deformation, visual review, and engine-loading checks to the same artifact hash
- Hold promotion when license, usage-rights, or regional evidence is incomplete
Release decisions consider the evidence and unresolved issues.
05 / OPERATE
Operate and improve
We manage changes with maintenance and recovery in mind. In our production environment, we also coordinate GPU resources and execution order, with explicit cleanup boundaries for each workload.
- Use real usage and operational findings to guide changes
- Manage resources, job states, and recovery procedures
People remain accountable for consequential changes and operations.
Tools and judgment
Tools evolve. Standards endure.
We choose models and tools for each task and connect them through adapters and defined interfaces. The production standards stay independent of any single model, with people responsible for key decisions and release approval.
Our internal production tools evolve alongside our products. Research and prototypes move into products through the reviews appropriate to each stage.