AgentiLoop & The GoKart Ecosystem
Autonomous AI Generation & Evolution Project
This architecture document details the technical environment and product execution of the AgentiLoop development loop, highlighting how autonomous systems can successfully build, patch, and deploy production-ready codebases.
Godot 4
JavaScript & WebGL
Swift 6.2 · Rust · Go
The Game Projects
| Project | Core Stack | Technical Implementation Details |
|---|---|---|
| gokart.games | Godot 4 Engine | A 100% original, royalty-free arcade racer built for cross-platform deployment (macOS, Windows, Linux). To maintain absolute autonomy, all assets are procedurally drawn directly in code via rendering loops rather than loading external source files. |
| mk64js.gokart.games | Pure JavaScript & WebGL | A custom standalone rewrite utilizing classic 1996 fan assets. Instead of flat 2D billboard sprites, characters are fully modernized into dynamic 3D kart models. Features an innovative, automatic split-screen layout for peer-to-peer (P2P) online multiplayer across 2-4 connections. |
Engine Physics & Optimization
| System Layer | Refinement & Architectural Approach |
|---|---|
| Physics Alignment | Intentionally departs from 100% strict legacy accuracy to patch severe bugs inherited from the original console release, such as wall clipping, geometry holes, and sudden momentum drops. |
| Asset Handling | Eliminates asset parsing bottlenecks by using programmatic rendering structures. Code-driven meshes provide microscopic deployment footprints and near-instant processing. |
| Netcode Structure | Fuses the local "couch gaming" experience with real-time networking by rendering an automated split-screen canvas driven directly by synchronized peer-to-peer coordinate streams. |
AgentiLoop Client Architecture
| Component | Implementation Stack | Operational Purpose |
|---|---|---|
| Desktop Controller | Swift 6.2 / SwiftUI / macOS Accessibility API | Operates apps natively via functional OS UI layers without fragile screen-scraping or absolute coordinate tracking. |
| Terminal Harness | Rust & Go Binaries | Cross-platform CLI execution layer featuring full-screen interactive TUIs and aggressive state budgeting. |
| Falsification Engine | Strict Goal-State Assertions | Prevents hollow task assertions by requiring explicit system evidence (compilation tokens, unit checks) before logging completion. |
| Risk Sentinel | Jev Shell Advisor Checkers | Analyzes local script actions to calculate file-destructive scores, intercepting commands above safe operation limits. |