phonology024

phonology024/make-localllm-easier

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

72 good first / help-wanted issues · Python · last activity Oct 7, 2026

0 stars 1 forks 0 watchers Python MIT License
amd-gpu gguf gpu llama-cpp llm llm-benchmark local-ai local-llm multilingual offline-ai ollama-alternative openai-compatible quantization rocm-alternative vulkan windows
View on GitHub Website
72 Open Issues Need Help Last updated: Oct 7, 2026

Open Issues Need Help

View All on GitHub
Voice: talk to the model (speech in via whisper.cpp, optional speech out) 12 days ago
enhancement help wanted measurement
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Chat with your files: local document Q&A (PDF, DOCX, TXT, MD) in UI and `localllm chat` 12 days ago
enhancement help wanted measurement
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Route code requests by code scores: add CRUXEval results to the catalog 12 days ago
enhancement help wanted
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Gateway: refuse unexpected Host headers (DNS-rebinding guard) when no API key is set 13 days ago
enhancement help wanted
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Install the chat page as an app (PWA) and open it on your phone via QR code in LAN mode 13 days ago
enhancement help wanted
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Accessibility pass on the chat page (keyboard, screen reader, contrast, reduced motion) 13 days ago
accessibility enhancement help wanted
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Update notifier: new localllm version and 'a better measured model for your language now fits your PC' 13 days ago
enhancement help wanted
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
`localllm bugreport`: privacy-safe diagnostics bundle 13 days ago
enhancement help wanted
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Share card: `localllm report --share` makes an image of your GPU's results 13 days ago
enhancement help wanted
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
`localllm launch <tool>`: one command that starts the server and the agent together 13 days ago
enhancement help wanted
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
First-run experience: resumable downloads with progress/ETA and a 60-second 'it works' path 13 days ago
enhancement help wanted
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
`localllm doctor --fix`: diagnose and fix the top first-run failures 13 days ago
enhancement help wanted
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
`localllm import`: reuse models already downloaded by Ollama / LM Studio / Jan 13 days ago
enhancement help wanted
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
UI in the user's language (i18n) for the chat page and CLI messages 13 days ago
accessibility enhancement help wanted
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
UI: model browser with 'fits your PC' and per-language score badges 13 days ago
enhancement help wanted
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Summarization eval suite with a commercially usable multilingual dataset 14 days ago
help wanted measurement
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Faster model load: 16 MiB upload staging buffers, skip fit dry-run 17 days ago
help wanted
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Detect small host-visible heap and set GGML_VK_DISABLE_HOST_VISIBLE_VIDMEM automatically with A/B 17 days ago
help wanted measurement in progress
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
GGML_CUDA_GRAPH_OPT=1 on single-GPU NVIDIA 17 days ago
help wanted measurement
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
MTP only where it measures faster (A/B draft length 2/3/5, keep above 1.1x) 17 days ago
help wanted measurement
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
2-bit multilingual test: mixed chat-format imatrix vs EN-only vs single-language 17 days ago
help wanted in progress
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Test better 2-bit formats on the multilingual set: IQ2_KT/IQ2_KL (ik_llama.cpp), EXL3 ~2.5 bpw 17 days ago
help wanted measurement
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
LoRA self-distillation of a 2-bit 27B from its Q8 teacher, measured per language 17 days ago
help wanted
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Vocabulary trimming per language for GGUF 17 days ago
help wanted
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Specialist model pool (code, math, vision, embeddings, speech, translation) with a measured join gate 17 days ago
help wanted
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Research: sub-second model switching (LoRA hot-swap, pinned-RAM upload, in-process swap) 17 days ago
help wanted measurement
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Lossless weight compression watch-list (DFloat11, ZipNN, MPEG NNC): download size only 17 days ago
help wanted question
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Leaderboard data: collect `localllm report` JSONs into a public dataset 17 days ago
enhancement help wanted
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Website: per-language / per-GPU leaderboard + SEO pages on GitHub Pages 17 days ago
documentation enhancement help wanted
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
localllm connect <tool>: point OpenCode / Claude Code / Codex / Aider / Cline at the local endpoint 17 days ago
enhancement help wanted
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
localllm serve --ui: local chat workspace (sessions, model picker, LAN password) 17 days ago
enhancement help wanted
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Measure agent workloads: RAM and tok/s over a 30-turn tool-calling session at 20k+ context 17 days ago
help wanted measurement
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Show live footprint and GPU-spill status in chat / UI 17 days ago
enhancement help wanted
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
CI: fail when the README `doctor` sample or headline numbers drift from the real output 17 days ago
documentation enhancement help wanted
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
README: record a short terminal GIF (`localllm` -> chat) for the top of the README 17 days ago
documentation help wanted good first issue
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Measure a ~120B MoE (gpt-oss class) on 16 GB VRAM + 32 GB RAM with --n-cpu-moe and the expert cache 17 days ago
enhancement help wanted measurement
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
REAP expert pruning + 3-4 bit quant so a 100-235B MoE fits 16 GB VRAM + 32 GB RAM; score per language 17 days ago
enhancement help wanted measurement
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
SSD expert streaming with predictive prefetch (VRAM / RAM / NVMe) for 235B-300B-class MoE 17 days ago
enhancement help wanted measurement
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Small model + more compute at test time: best-of-N / majority vote / verifier vs the big model, per language 17 days ago
enhancement help wanted measurement
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Reality check: dense 70B at 1.58-2 bit on 16 GB, per language 17 days ago
help wanted measurement
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Multi-model collaboration (mixture-of-agents / debate) with small local models: measure, expect a null result 17 days ago
help wanted measurement
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Harness: an agent loop for small local models (plan, tool, verify, retry) as an opt-in add-on 17 days ago
enhancement help wanted
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Obsidian: `localllm connect obsidian` first, own plugin only if needed 17 days ago
enhancement help wanted
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Two profiles: `lean` (default) and `max` 17 days ago
enhancement help wanted
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Measurement runner: queue of benchmark jobs that runs overnight and writes results to tools/*.jsonl 17 days ago
enhancement help wanted measurement
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Verify downloads: checksum llama.cpp builds and model files 17 days ago
enhancement help wanted
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Long-context quality suite per language (needle / RULER-style), as a reusable `localllm eval` suite 17 days ago
enhancement help wanted measurement
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Success metrics for ROADMAP 0.8 (reach): stars, PyPI downloads, reports received 17 days ago
documentation help wanted
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
llama.cpp upgrade process: smoke test before bumping the pinned build, flag stale catalog scores 17 days ago
enhancement help wanted
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Local-agent benchmark: Hermes Agent vs OpenCode vs Aider vs our harness, same local model, public results 17 days ago
enhancement help wanted measurement
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Cost saver for agents: local-first routing under Hermes/OpenCode/Aider with a savings meter (own API key only) 17 days ago
enhancement help wanted measurement
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
1.0: stability contract and deprecation policy (CLI, API, report schema, catalog, config) 17 days ago
documentation enhancement help wanted
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
1.0: honest platform matrix (tested vs community-tested) in README and `doctor` 17 days ago
documentation enhancement help wanted
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Test lab: crowdsourced reports + small cloud-rental matrix 17 days ago
enhancement help wanted measurement
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
One-click install for people without Python (winget, Homebrew, AppImage) 17 days ago
enhancement help wanted
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
KV-cache quantization per language: q8_0 vs q4_0 vs f16, short and long context 17 days ago
help wanted measurement
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Measure VRAM/RAM with --vision on a GPU for the catalog models 19 days ago
help wanted measurement
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Measure #32 step 1: does page-cache prefetch make model swaps faster? 19 days ago
help wanted measurement
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Measure codegen (HumanEval+/MBPP+) for the catalog models in the Docker sandbox 19 days ago
help wanted measurement
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Translate the README (and `doctor` output) into more languages 19 days ago
documentation help wanted good first issue
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Speculative decoding with a small draft model for models without an MTP head 19 days ago
help wanted measurement
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
LAN mode with an API key for the gateway 19 days ago
enhancement help wanted
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Tool / function calling: compatibility tests across the four APIs 19 days ago
enhancement help wanted
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Vision input: image questions through the gateway, plus a multilingual vision eval 19 days ago
enhancement help wanted
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Energy per answer: watts and joules per token in doctor and tune 19 days ago
help wanted measurement
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Apple Silicon (Metal): verify defaults, speeds and RAM numbers 19 days ago
help wanted measurement
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Human-written routing test set: real requests from native speakers 19 days ago
help wanted measurement
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
`localllm report`: share your GPU, tune and eval results in one step 19 days ago
enhancement help wanted
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Measure the best models for 6-12 GB GPUs and CPU-only PCs, per language 19 days ago
help wanted measurement
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Per-language KLD / top-1 agreement vs BF16 as the main quant metric 20 days ago
help wanted
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
Detect Windows shared-GPU-memory spill and warn 20 days ago
good first issue
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows
doctor: show how much system RAM the chosen model will use 20 days ago
good first issue
phonology024/make-localllm-easier
0

One command runs the best local LLM your GPU can handle: model picked from measured multilingual benchmarks, llama.cpp tuned for AMD, NVIDIA, Intel and Apple GPUs.

Python
#amd-gpu#gguf#gpu#llama-cpp#llm#llm-benchmark#local-ai#local-llm#multilingual#offline-ai#ollama-alternative#openai-compatible#quantization#rocm-alternative#vulkan#windows