PolyStrata
Run large AI models on your own PC: Qwen3.8-Flash-Next on Strata's engine, and GLM 5.3 Flash, DeepSeek V4 Flash, LFM2.5, Qwen3.6, Ornith 1.5, Gemma 4, Tiel Coder and MiniCPM-V on a second engine written for PolyStrata. One-click install for Windows and Linux, OpenAI/Anthropic API on localhost
What XERJ indexed
Snapshot
The whole repository at commit 44b58c6ad1 (2026-10-12). main is 917 commits ahead.
Selected work
“run strata-poly on AMD cards through the HIP backend”. 6 files, 170 lines in the project root, include, src/poly.
Licence
The repository
LICENSE file checked at the pinned commit; the author agreed to inclusion.
The XERJ corpus
The author agreed by email on 2026-10-16. 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
anthropic-apicudagemmaggufglminference-enginellmlocal-llm
Example questions
- How does PolyStrata implement anthropic-api?
- Where does PolyStrata handle “run strata-poly on AMD cards through the HIP backend”?
- What does include do in PolyStrata?
Inside the indexed corpus
- Languages by size: C++ 61.5%, Python 22%, Cuda 13.1%, Metal 1.3%, CMake 0.8%.
- On GitHub since 2026-10-06, last push 2026-10-29, 2,930 commits on main.
- The pin is 917 commits behind main; the corpus answers from the pinned code, not the newest.
Licence on GitHub and in the corpus
GitHub reported MIT for VecSzn/PolyStrata on 2026-10-31, and the LICENSE file at commit 44b58c6ad1 was reviewed as MIT. They match, so answers from this corpus carry the same terms as the live repository.
Contributors
iMil (@iMilnb) has 1 selected repository on the hub.
Using XERJ with PolyStrata
- RAG without a vector database: one hybrid index The hub files it under AI, prompts and agents.
- ripgrep vs a code index for coding agents: 30 tasks
- Best MCP servers for local code search in 2026, compared
- Best grep alternative for AI coding agents (2026)
The prompt
Paste it into your AI agent. It clones VecSzn/PolyStrata at the pinned commit and indexes it on your machine.
Search the GitHub repository VecSzn/PolyStrata with XERJ (https://hub.xerj.org/corpus/vecszn--polystrata). 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/VecSzn/PolyStrata PolyStrata && git -C PolyStrata checkout 44b58c6ad11e7fef7c75e1d73353ee95210641d0 3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data 4. xerj autoindex ./PolyStrata --url http://127.0.0.1:9200 --prefix polystrata --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: MIT. Keep the copyright notice and credit the authors.
Related
iMilAI, prompts and agents corporaatomic-agentsgorilladunorth595--ai-agent-memorydynalm-project/dynalmdeharoalexandre-cyber/EIEmanuelgscom/dale
Stats: GitHub API, fetched 2026-10-31. Selected work and consent: the XERJ registry.