🎨 Live Interactive Visualizations for MassGen Use Cases
You can compare the visual outputs generated by MassGen and other single agent counterparts below.
Scientific and Engineering Figure Generation
Example Prompt: Create an SVG demonstrating Fourier decomposition of a complex periodic wave. Left third: A complex waveform (sum of at least 7 sine waves...
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Create an SVG demonstrating Fourier decomposition of a complex periodic wave. Left third: A complex waveform (sum of at least 7 sine waves with different frequencies and amplitudes) plotted on an x-y axis spanning two full periods. The wave should have interesting features (sharp peaks, flat regions) showing it's not a simple sine. Middle third: Show the decomposition process with 7 individual sine wave components stacked vertically, each on its own mini-axis. Each component should be labeled with its frequency (f, 2f, 3f, etc.) and amplitude coefficient. Draw faint connection lines from each component to where it contributes to the complex wave. Right third: Bottom section shows the magnitude spectrum as a bar chart (frequency on x-axis, magnitude on y-axis) with 7 bars corresponding to the components. The top section shows the phase spectrum as circular indicators (small circles with a radius line showing phase angle). Include the Fourier series formula. Add smooth CSS animation that oscillates all waves in sync at their respective frequencies so the decomposition is visually verifiable. Scientific visualization style with a light grid background. 1400×800 viewBox. Every time you have a new answer, save the svg file to your workspace.
MassGen Answer
Answers from Single Agent Baselines (Running with Multiple Independent Attempts)
Claude 4.5 Opus Run 1
The wave is not moving
Gemini 3 Pro Run 1
The decomposed wave colors are too light
They are not connected to the complex wave
GPT 5.2 Thinking Run 1
The wave is not moving
Circular indicators are covering each other
Claude 4.5 Opus Run 2
The wave is not moving & not complex
Gemini 3 Pro Run 2
The decomposed wave frequencies are wrong
GPT 5.2 Thinking Run 2
Circular indicators are not moving
Claude 4.5 Opus Run 3
One extra wave
Circular indicators are not moving
Gemini 3 Pro Run 3
The decomposed waves are not in correct shape
GPT 5.2 Thinking Run 3
The wave movement is wrong
Circular indicator movement is corrupted
Iterative Refinement Process within MassGen
In MassGen, different agents are learning from each other and iteratively refining their answers. The following visualizations show the iterative refinement process, demonstrating how agents within MassGen progressively improves their solutions. An agent could also vote for other agents if it thinks they are better, instead of generating new answers.
Agent A
Claude Answer 1
Agent A is voting for the other agents in the following rounds