hw-native-sys/simpler · .claude/skills/multi-repo-qwen-setup/SKILL.md

multi-repo-qwen-setup skillA

multi-repo-qwen-setup is agent-read markdown (skill) from hw-native-sys/simpler: Concrete qwen3-14B guide on NPU against the current worktree's simpler. Points at simpler's own in-repo qwen3_14b_decode example (zero cross-repo), then covers the two cross-repo paths — the pypto-serving runner (prefill/decode TPOT) and the pypto-lib decode_fwd kernel (device decode TPOT + scheduler DFX). Defers cross-repo clone/install to multi-repo-setup, then gives the exact run commands (batch-1 and batch-16), the prefill ring/timeout gotchas that otherwise surface as 507018, how to read th.

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add hw-native-sys/simpler/multi-repo-qwen-setup@git:20260829.a4b7fa2
Exact content
mdr add hw-native-sys/simpler/multi-repo-qwen-setup@sha256:c9f3cbe10d2f5035

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

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Versions

versioncommittedcommitsizeaudit
git:20260829.a4b7fa2 latest2026-08-29 a4b7fa2 21,404 BA view · diff
git:20260829.dd5597f2026-08-29 dd5597f 21,630 BA view · diff
git:20260825.3d006c12026-08-25 3d006c1 21,325 BA view · diff
git:20260823.8a543162026-08-23 8a54316 20,972 BA view · diff
git:20260818.9e32a992026-08-18 9e32a99 20,976 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (21404 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

hw-native-sys/simpler · 36 stars · license NOASSERTION · pushed 2026-09-18 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_alenm2abbb2ukfq5
GET https://markdownregistry.com/api/v1/resolve?ref=hw-native-sys/simpler/multi-repo-qwen-setup
GET https://markdownregistry.com/api/v1/blob/c9f3cbe10d2f503568503584bd210f32b19420e7abd35b2c2dba8d7e0e724a58

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.