AI Automation: Deploying a Multi-Agent Content & Software Generation Workflow

Automation Stack & Architecture

• Agent Framework: Hierarchical Network / Fan-Out Sub-Agents (`sub-agents` pattern)\lt;br>s lack mention but implies high-level reasoner driving subordinates.
• Integration Layers: `hyperframes@latest`, Claude Code, Cursor, Gemini CLI, Codex, MCP Server (Blender), ThreeJS code execution environment.
• Target Outcome: Automated creation/approval of MP4 videos from web technologies AND autonomous development of AAA-quality 3D games in certain environments.

Agent Roles & Tools Assignment

• Creative Companion Agent (HyperFrames Mode)
  • Goal: Collaborative video storyboard preparation and frame checking.
  • Tools assigned: HTML, CSS, Media animations, Frame rassurer tools for generating draft frames before final render to MP4.
• AAA Game Developer Agents (Fan-out architecture)
  • Persona_TaskedRole: Specialized sub-agent responsible for individual game module construction (textures, physics, etc).
  • Tooling: ThreeJS orients the output into a functional browser engine via prompt engineering instructions.
• The Harsh Critic Sub-Agent / Quality Auditor
  • 나 Persona: A high-standard visual critic that compares outputs side-by-side with professional benchmarks (`Call of Duty` standard).
  • Logic Toolset: Visual comparison loop using `/loop`. If quality is not deemed 'triple A', it triggers continuous iteration until satisfied.
• Asset Specialist Agent
  • Capability/Functionality: Level creations and basic mechanics logic; capable enough potentially to handle GTA-scale complexity in future iterations if paired with Blender MCP server assets.

Step-by-Step Workflow Orchestration

1. Trigger Phase - Video Production: User requests video content through HyperFrames framework settings.
   $ npx hyperframes@latest skills used to prepare environment.
2. Collaborative Drafting Stage [Human-in-the-Loop]: The agent proposes camera angles (ракурсов), builds storyboards, and creates draft frames for user inspection or approval before final rendering.
3. Creative Development Trigger - Game Dev Prompting: System receives a heavy prompt requiring `fan out sub-agents으로 own tasks assigned individually`.
4. Iterative Loop Execution (Sub-agent fanout): Sub-agents tackle individual components (`textures`, `physics`). Each component enters an iterative /loop cycle where the Critic checks visual quality against AAA standards via side-to-side comparison instructions.
5. Final Output Generation / Final Approval Gate: For media, output is rendered as MP4 only after human sign-off on composition/edits; for code, outputs are finalized once enough 'wow' factor targets certain thresholds in ThreeJS environments.

Error Handling & Loop Prevention

• Quality Control Gates: Use of specialized

! DYOR (Do Your Own Research)