AI/ML●Mid
I can no longer afford the silicon. Here is my autonomous HPC agent
Recursive benchmarking loop is clever, but 4 commits and gimmick license raise concerns.
Bold Bet
diamajax
103mo ago
Back to browse
GitHub Repository
Autonomous multi-agent parametric design + CFD optimization using free local LLMs (Ollama), CadQuery, and OpenFOAM. $0 API cost.
0 starsPython
Autonomous CAD design and OpenFOAM optimization loop using local LLMs
by ostenjap·Jun 27, 2026·1 point·0 comments
AI Analysis
●●●BangerWizardryBold Bet
Physics referee validates AI designs—OpenFOAM CFD provides ground truth, not LLM self-evaluation.
Strengths
- •Multi-agent architecture with junior brainstormers, lead director, and physics referee actually works
- •Local Ollama LLMs mean zero API costs for the entire design optimization loop
- •CadQuery parametric CAD plus OpenFOAM CFD creates verifiable physical output
Weaknesses
- •Early stage demo—README shows research project, not polished production tool
- •Quadcopter propeller design is narrow domain despite impressive technical execution
Category
Target Audience
AI researchers, mechanical engineers, drone designers, agent system builders
Similar To
nTopology · Autodesk Fusion · Ansys
Post Description
LLM designs Quadcopter propeller and verifies with physics. It uses the Auto research Loop to find the best design.
Similar Projects
AI/ML●●Solid
An agentic loop for time-series forecasting using sktime and MCP
MCP proxy prevents context-window bloat better than naive LLM forecasting.
Big BrainDark Horse
silkpeak
102mo ago
Developer Tools●●Solid
/lazy-developer – autonomously optimize your codebase with autoresearch
Autonomous code optimization loops using fitness functions inside Claude Code plugins.
Big BrainShip It
latentsea
402mo ago
Data●Mid
Designing an API for LLMs, Not Humans
Interesting methodology but this is a blog post, not a product you can use.
Big Brain
RileyHilliard
302mo ago
Developer Tools●●Solid
AutoLoop – Let coding agents run optimization loops on real repos
Karpathy's autoresearch generalized to work with any coding agent and repo.
Big BrainNiche Gem
armen99
302mo ago
AI/ML●Mid
Ralphex – autonomous GPT Codex agent loop for ChatGPT Pro users
Ralph fork for ChatGPT Pro instead of Claude, but requires prd.json boilerplate.
Ship It
edgar_ortega
203mo ago