local-llm-tuning-guide
A decision library for running local LLMs on multi-GPU machines without NVLink: parallelism, communication, quantization, speculative…
What XERJ indexed
Selected work
“MiniMax-M3.1-Flash SM120 data, 4x72 recipe, model matrix, topol…”. 15 files, 1,303 lines in tools, benchmarks, tests.
Licence
The repository
LICENSE file checked at the pinned commit; the author agreed to inclusion.
The XERJ corpus
The author agreed by email on 2026-11-02. Same terms as the repository. Answers name the repo, the commit and the file:line.
selected for the XERJ Corpus Hublicence clearedsuggested use: adapt with attribution
benchmarkingdecision-guidegpu-servinginference-optimizationkv-cachellmllm-deploymentllmops
Example questions
- How does local-llm-tuning-guide implement benchmarking?
- What does tools do in local-llm-tuning-guide?
- Show the decision-guide code in local-llm-tuning-guide.
The prompt
Paste it into your AI agent. It clones Lowaltitudeflight/local-llm-tuning-guide at the pinned commit and indexes it on your machine.
Search the GitHub repository Lowaltitudeflight/local-llm-tuning-guide with XERJ (https://hub.xerj.org/corpus/lowaltitudeflight--local-llm-tuning-guide). Run these in a shell, in order, and check each result before the next: 1. xerj --help (success: it prints usage). If xerj is missing: curl -fsSL https://xerj.org/get | sh 2. git clone https://github.com/Lowaltitudeflight/local-llm-tuning-guide local-llm-tuning-guide && git -C local-llm-tuning-guide checkout 23cb9c3a7ef5e6cfa9c90f6cc1d03a585349cf00 3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data 4. xerj autoindex ./local-llm-tuning-guide --url http://127.0.0.1:9200 --prefix local-llm-tuning-guide --progress plain 5. xerj autoindex map --url http://127.0.0.1:9200 Then answer my question from the indexed files and cite the ax_path of every hit. Query syntax: https://xerj.org/llms.txt Licence: check the LICENSE file. Keep the copyright notice and credit the authors.
Related
LowaltitudeflightAI, prompts and agents corporaann-benchmarksgiskardcognitaSoheilGtex/finance-data-pipelinesmcrespoae/tempityosnap/codeia-cost-guard
Selected work and consent: the XERJ registry.