Topic · 5 stories
5 stories tagged llama-cpp on AI Tamer, newest first.
Velo Research open-sourced Kinetic, a Rust drop-in for llama.cpp's tools. Its big speedups are on file-rewrite tasks; plain generation is about level.
Prospero is a Dear ImGui coding harness that brings no model of its own: point it at llama.cpp or an API. Unlicense on GitHub, $25 Pro build. What it does.
What GGUF quantization names like Q4_K_M, Q5_K_S, Q8_0 and IQ3_M mean, how size and quality trade off, and how to pick one for the memory you have.
Three ways to get machine-readable output from a model. What JSON mode, strict tool calls and grammar-constrained decoding each guarantee, what they leave open, and how to validate.
A practical guide to choosing a local model runtime, understanding GGUF and memory needs, and deciding when a desktop setup is enough or a server makes sense.
