AI/ML · Software Engineering · System Administration
Compare local open-weight models with cloud LLM APIs
Run a workload-owned, evidence-based comparison between a pinned local Qwen3-4B GGUF served by llama.cpp and current OpenAI and Anthropic cloud API candidates. Measure quality, privacy boundaries, latency, reliability, operations, capacity, and total cost without pretending differently sized models or delivery models are identical.