SquidAgent

Parallelize Wisely, Coordinate Efficiently

Entries marked † required minor fixes via Claude Code for demonstration. Paper scores reflect the original, unmodified outputs. Click a preview to enlarge.

PixelCraft

Build a 2D pixel survival game inspired by Minecraft using Python and Pygame.

  • Procedurally generated open world (at least 256x256 blocks) with multiple biomes
  • At least 15 block types, mining with progress animation, block placement
  • 36-slot inventory, 3x3 crafting grid with 15+ recipes
  • At least 3 enemy types, day-night cycle, save/load system
SquidAgent Ours
SquidAgent output for PixelCraftView larger
Claude Code
Claude Code output for PixelCraftView larger
SeqCV
SeqCV output for PixelCraftView larger
MetaGPT
MetaGPT output for PixelCraftView larger
AFlow
AFlow output for PixelCraftView larger
Flow †
Flow output for PixelCraftView larger
MacNet
MacNet output for PixelCraftView larger
AgentConductor
AgentConductor output for PixelCraftView larger

ShopFlow

Build a full-stack e-commerce platform with a Python backend and web frontend.

  • Product catalog, shopping cart, order management
  • User authentication, admin dashboard with analytics
  • Search, filtering, pagination, responsive design
SquidAgent Ours
SquidAgent output for ShopFlowView larger
Claude Code
Claude Code output for ShopFlowView larger
SeqCV
SeqCV output for ShopFlowView larger
MetaGPT
MetaGPT output for ShopFlowView larger
AFlow
AFlow output for ShopFlowView larger
Flow †
Flow output for ShopFlowView larger
MacNet †
MacNet output for ShopFlowView larger
AgentConductor
AgentConductor output for ShopFlowView larger

CompressKit

Build a multi-algorithm file compression toolkit in Python.

  • Implement Huffman, LZW, RLE, BWT, arithmetic coding from scratch
  • Archive format bundling multiple files, CLI interface
  • Benchmarking suite comparing algorithms on speed and ratio
SquidAgent Ours
SquidAgent output for CompressKitView larger
Claude Code
Claude Code output for CompressKitView larger
SeqCV
SeqCV output for CompressKitView larger
MetaGPT
MetaGPT output for CompressKitView larger
AFlow
AFlow output for CompressKitView larger
Flow
Flow output for CompressKitView larger
MacNet †
MacNet output for CompressKitView larger
AgentConductor †
AgentConductor output for CompressKitView larger

ArcadeBox

Build a browser-based game arcade with 8 playable games.

  • Main menu screen, each game runs in HTML5 Canvas
  • 8 games: Tetris, Snake, Minesweeper, 2048, Breakout, Sudoku, Memory Match, Gomoku
  • Persistent high score system (localStorage), global statistics
SquidAgent Ours
SquidAgent output for ArcadeBoxView larger
Claude Code
Claude Code output for ArcadeBoxView larger
SeqCV
SeqCV output for ArcadeBoxView larger
MetaGPT
MetaGPT output for ArcadeBoxView larger
AFlow
AFlow output for ArcadeBoxView larger
Flow †
Flow output for ArcadeBoxView larger
MacNet
MacNet output for ArcadeBoxView larger
AgentConductor
AgentConductor output for ArcadeBoxView larger

SlideKit

Create a complete set of HTML slide presentations for a 3-day machine learning workshop.

  • 9 standalone HTML slide decks (20-30 slides each) with CSS + JS navigation
  • Topics: ML foundations, linear models, trees, neural networks, practical ML
  • LaTeX-rendered equations, speaker notes, cross-references, SVG diagrams

ClimateAnalysis

Create a complete data analysis project investigating global climate trends.

  • 5 Python analysis scripts (temperature, precipitation, CO2, extreme events, regional)
  • 3 Markdown summary reports with cross-references
  • Pure Python — no pandas/numpy, all statistics from scratch

LinAlgBook

Write a beginner-friendly linear algebra tutorial for first-year undergraduates.

  • 6 markdown files: vectors, matrix ops, determinants, eigenvalues, SVD, PCA
  • 800-1200 words each, 2+ LaTeX worked examples per chapter
  • Consistent notation and terminology across all chapters

MathRef

Write a comprehensive discrete mathematics textbook for undergraduates.

  • 6 chapters: logic, set theory, relations, functions, combinatorics, graph theory
  • 3000-4000 words each, 5+ fully worked LaTeX proofs per chapter
  • 4 appendices: symbol table, proof techniques, theorem index, cross-reference

CloudDocs

Write complete API documentation for a fictional cloud storage service "CloudVault".

  • 8 markdown files: auth, files, sharing, search, webhooks, SDK, errors, quickstart
  • 15+ endpoints per module with curl/Python examples
  • Consistent notation, error codes, cross-references

Output preview

Animated output preview · Press Esc to close