ROUTE // 05AI Experiments & 3D Engineering Playground

Rapid AI-accelerated prototyping meets strict engineering review.

A dedicated space for testing interactive 3D WebGL topologies, runtime memory calculators, cloud-init automation patterns, and schema-validated LLM workflows.

Read Shipyard AI Case Study

INTERACTIVE 3D ENGINE // WEBGL SANDBOX

Live 3D Infrastructure Topology Visualizer

Morph the 48-node WebGL network between geodesic edge routing, 3D hypervisor rack clusters, and dual-strand AI pipelines. Drag anywhere inside the viewport to orbit 360°.

COMPUTE RACK MATRIX // DRAG TO ORBIT

WebGL hardware acceleration is disabled in this browser profile.

INTERACTIVE PLAYGROUND // RUNTIME ENVELOPE SIMULATOR

Container & VM Memory Headroom Calculator

Explore how container cgroup limits and OS headroom are sized to prevent OOM kills across game nodes, Next.js servers, and KVM guests.

1. Select Workload Physics

2. Total Container / VM Limit8 GB (8192 MB)

2 GB8 GB16 GB32 GB

Recommended JVM Heap (-Xms / -Xmx)

6717 MB

82% of container ceiling

Native + Metaspace OOM Safety Headroom

1475 MB

18% safety headroom

Aikar Tuned G1GC · Prevents abrupt Linux cgroup OOM kills during chunk bursts on KYMC Host nodes.

GENERATED LAUNCH / SEED PROFILE

java -Xms6717M -Xmx6717M -XX:+UseG1GC -XX:+ParallelRefProcEnabled -XX:MaxGCPauseMillis=200 -XX:+UnlockExperimentalVMOptions -XX:+DisableExplicitGC -XX:G1NewSizePercent=30 -XX:G1MaxNewSizePercent=40 -jar server.jar --nogui

EXP // 03Active Research & Patterns

How 'Vibe Coding' stays production-safe.

AI speeds up drafting, UI exploration, and boilerplate — while TypeScript schemas, Zod validation, and manual security reviews govern every commit.

LAB-01 // STRUCTURED VIBE CODINGInteractive Prototype

Schema-Gated LLM Blueprint Synthesis

Constraining LLM code and spec generation behind strict Zod schemas and lean-architecture rules eliminates 80% of hallucinated complexity before code is written.

APPROACH: Decomposes product prompts into typed entity definitions, route contracts, and security controls before generating Next.js Server Component scaffolds.

Human-Review Guardrails

Every generated route is audited manually for authz, rate limits, and secret boundaries.
Unnecessary queues, microservices, or unverified third-party packages are stripped.
All external inputs are re-validated at runtime regardless of TypeScript compile types.

TypeScriptZodNext.js Route HandlersLLM JSON Schema

LAB-02 // INFRA AUTOMATIONWorkflow Pattern

Deterministic Cloud-Init & Network Seed Generator

Generating validated cloud-init user-data and netplan YAML from typed TypeScript configs prevents subtle indentation and SSH lockout errors on first boot.

APPROACH: Compiles typed host specs (hostname, Ed25519 public keys, UFW ports, non-root sudo user) into deterministic cloud-init bundles tested in local KVM VMs.

Human-Review Guardrails

Validates public key format and refuses empty key arrays when password login is disabled.
Dry-runs generated configs inside ephemeral lab VMs prior to template promotion.

TypeScriptCloud-InitProxmox KVMDebian 12

LAB-03 // RUNTIME PHYSICSInteractive Prototype

Container Headroom & JVM Heap Envelope Calculator

Calculating off-heap metaspace, thread stack, and native buffer overhead explicitly prevents Linux OOM-killer crashes on containerized game and Java workloads.

APPROACH: Models total container cgroup memory limits against `-Xms/-Xmx` heap allocations, GC choice, and backup compression buffers.

Human-Review Guardrails

Tested against real chunk-generation and multiplayer join bursts rather than synthetic idle benchmarks.

Docker cgroupsJava 21+G1GC / ZGCPterodactyl Wings