1. Why Single Models Fail at Complex Builds
Ask a single model: "Build a full dashboard with auth, charts, and dark mode."
It will attempt planning, design, coding, reviewing, and formatting all in one single pass. Midway through, it forgets its own architectural decisions, invents non-existent APIs, and outputs code with syntax bugs it fails to check.
This is the self-awareness limitation: one LLM stream cannot reliably evaluate its own output while generating it. Multi-Agent architecture solves this by dividing complex tasks among specialized AI roles that verify each other's work:
Sketches architectural blueprints and decomposes prompts into execution tasks.
Writes code, creates surgical diffs, and executes Python verification tools.
Audits security, missing imports, edge cases, and runtime flaws.
Merges outputs into a polished answer and generates interactive visual previews.
2. The Mode Selector — Single vs Multi vs Auto & Infinity
In the composer header, select your execution mode:
Direct single-model pass. Fastest responses; ideal for quick Q&A, explanations, and lightweight code edits.
Full specialist team execution. Uses higher token volume but produces vastly superior results for full app builds and deep refactoring.
Dynamically evaluates your prompt. Simple questions route to Single; complex feature builds automatically switch to Multi-Agent.
Enables self-correcting critic feedback loops. If Auditor finds bugs, the system automatically loops back to Coder (up to 3–5 attempts).
3. Opening the Agent Box — Your Control Room
Click the Agent Box (Layers icon) in the composer header to inspect and customize your team:
Shows live connected nodes: Orchestrator → Coder → Auditor → Checker → Finalizer. Nodes pulse actively as each specialist processes.
- Enabled Toggle: Turn optional specialist agents on or off.
- Fixed Agents: Core pipeline agents (Orchestrator, Auditor, Checker, Finalizer) feature a lock icon and cannot be removed.
- Parallel Instances (Count 1–5): Set Coder count to 2 or 3 to generate parallel alternative solutions that Finalizer merges.
- Drag-to-Reorder: Reorder specialists to adjust execution pipeline sequence.
4. Presets — 7 Built-in Specialist Architectures
Architect, Lead Dev, Security Auditor, Prompt Checker, Finalizer. Optimized for web apps and surgical code diffs.
Director, Writer, Editor, Checker, Finalizer. Includes vision and optional image generation hooks.
Data Scientist, Analyst, Fact Checker, Finalizer. Leverages Python tools for math verification.
Curriculum Planner, Tutor, Peer Reviewer, Quiz Architect, Finalizer. Builds comprehensive study guides.
5. Creating & Saving Custom Teams (with AI Edit)
Build custom agent teams by clicking Add Agent. Specify custom system prompts (e.g., "Tailwind Specialist — refine classes to meet WCAG AA contrast").
Click Save Preset to persist your configuration to local storage. In Settings → Multi-Agent Systems, click AI Edit Preset and type prompt instructions like "Add a performance auditor that checks bundle size" to auto-refine team structures using AI.
6. Model Overrides per Specialist Agent
Optimize cost and performance by assigning distinct models to individual agents:
Architect & Checker: Assign fast/inexpensive models (e.g. Gemini 3.5 Flash-Lite).
Lead Developer: Assign high-intelligence reasoning models (e.g. Gemini 3.6 Flash or Claude Sonnet).
Result: Achieve 90%+ of top-tier intelligence output while cutting token costs by up to 70%.
7. Critic Strictness & Infinity Settings
Critic Strictness Slider (1–10): Controls how aggressively the Auditor flags potential errors. Set to 3–4 for fast prototyping; 8–9 for production-grade code reviews.
Infinity Max Attempts: Defines maximum automatic retry loops (default: 3) before forcing final output.
8. Auto Router Intelligence
When Auto Router is enabled, Accelerated Logic AI sends a fast pre-flight query to evaluate your prompt. It automatically enables relevant specialists and disables unneeded roles (e.g., disabling Coder when writing a blog post) to conserve tokens.
9. Multi-Agent Troubleshooting & Edge Cases
Lower Critic Strictness slider or assign a higher-tier model to the Lead Developer agent.
Reload the default Software preset in Agent Box to restore standard formatting directives.