Terminal-Based 3D Renderer Built with Multi-Agent Claude Code System
A developer built tortuise, a terminal-based 3D renderer that displays Gaussian splats using Unicode halfblock characters and ASCII symbols. The project was created over 3 days using a Claude Code setup with approximately 70-80 total agents across 3-4 sessions.
Agent Architecture
The Claude Code setup uses a specific pattern:
- Main session acts as coordinator, delegating tasks and communicating with the developer
- Task subagents can contain subagents inside them via agent-mux (skill and SDK→CLI wrappers)
- A "get shit done subagent" handles most work, capable of using Claude Code, Codex, and opencode agents internally
Development Workflow
The developer used several agent coordination strategies:
- Plan with Opus → challenge with Codex 5.3 xhigh → build with Codex-es 5.3 high → audit with Opus or Codex 5.3 xhigh
- For hard optimizations: Multiple Opus sessions with 4-5 Codex 5.3 xhigh agents in parallel researching orthogonal improvement approaches
- Self-verification loop using Peekaboo skill + toolset (macOS GUI automation) allowing agents to launch the terminal app on a headless Mac Mini and debug visually
- Context preservation between sessions via: .claude sessions JSON → deterministic markdown file → digest by Sonnet 4.6
Technical Details
tortuise is a TUI Gaussian Splats renderer with these characteristics:
- Renders .ply and .splat files in Unicode halfblock characters
- Handles 1M+ splats
- CPU-only rendering using Rust + Rayon
- Six render modes
- Runs over SSH
- Works on M2-M4 Apple Silicon
Challenges Encountered
The development faced several obstacles:
- Agents struggled to produce working Metal shaders for Gaussian Splats rendering, with neither Codex 5.3 xhigh nor Opus 4.6 succeeding
- Without proper code guidelines and modular design, agents tended to create "hacky monoliths" with "+5k lines of madness"
- Considerable work was spent on "common sense based polishing" like proper key mappings for movement and rotation
The project was inspired by Apple's open source SHARP model for image-to-3D scene conversion and the desire to create a GPU-free viewer for Gaussian splatting. The developer is continuing to add features, including a script to load 3D scenes from websites like SuperSplat.
📖 Read the full source: r/ClaudeAI
👀 See Also
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cc+ Desktop App for Claude Code: Multi-Session Management and Fleet Orchestration
cc+ is an open-source desktop application for Claude Code built on the Claude Agent SDK, available for macOS and Linux. It provides multi-session tabs, live activity tree visualization, security scoring, workflow enforcement, and fleet orchestration capabilities.