Verified Open Catalog

The Open AI Ecosystem Directory

Continuously updated index of state-of-the-art foundation models, inference engines, evaluation benchmarks, and distributed training tools.

Resource Type Architecture / Specs License Primary Strengths
DeepSeek-V3 / R1 Open Weights Foundation 671B MoE (37B active parameters per token) MIT Open Weights SOTA reasoning, math, coding at 95% lower training cost
Meta Llama 3.3 / 4 Open Weights Foundation 70B Dense / MoE Variants Llama Community Enterprise standard, rich fine-tuning ecosystem
Qwen 2.5 Coder Code Specialized LLM 0.5B to 32B Dense Apache 2.0 Exceptional local coding, HumanEval 92%+
vLLM Inference Engine PagedAttention, Tensor Parallelism Apache 2.0 Industry standard high-throughput serving
Ollama Local Runtime llama.cpp GGUF C++ backend MIT Zero-config local model execution on Mac/Windows/Linux
SWE-bench Verified Evaluation Framework 500 human-validated GitHub issues MIT The gold standard for autonomous software engineering