multi-repo-qwen-setup SKILL.md skillA
multi-repo-qwen-setup from hw-native-sys/simpler is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add hw-native-sys/simpler/multi-repo-qwen-setup@git:20260829.a4b7fa2Pins git:20260829.a4b7fa2 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- hw-native-sys/simpler
- Path
.claude/skills/multi-repo-qwen-setup/SKILL.md- Versions recorded
- 5
- Latest version
- git:20260829.a4b7fa2, committed Aug 29, 2026
- First version recorded
- Aug 18, 2026
- Size
- 21,404 bytes
- Repository stars
- 46
- License
- a license file GitHub does not identify
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…
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Qwen3-14B on NPU: setup + TPOT / overhead measurement This skill is the **qwen3-specific concrete guide**. It first points at simpler's own in-repo qwen3 example (the zero-cross-repo path), then covers the two cross-repo paths against the worktree's simpler: the **pypto-serving runner** (prefill/decode TPOT) and the **pypto-lib `decode_fwd` kernel** (device decode TPOT + scheduler DFX). For the cross-repo paths it gives the exact run commands, the prefill ring/timeout gotchas, and how to read per-token timing — distilled from real runs plus each upstream repo's own docs — sitting on top of [`multi-repo-setup`](../multi-repo-setup/SKILL.md), which owns the generic repo-graph + clone + install steps this skill does not repeat. ## Three ways to run qwen3 — pick by what you're measuring There are **three distinct qwen3 entry points with different invocation styles**. They measure different things; don't confuse them: | aspect | Path 0 (in-repo) | Path A (serving) | Path B (decode_fwd) | | ------ | ---------------- | ---------------- | ------------------- | | repo | simpler (this) | pypto-serving | pypto-lib | | entry | qwen3_14b_decode | npu_generate.py | decode_fwd.py | …
Read the whole file at its exact version.
How to install
mdr add hw-native-sys/simpler/multi-repo-qwen-setup@sha256:c9f3cbe10d2f5035The line at the top of this page pins the label git:20260829.a4b7fa2, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_alenm2abbb2ukfq5)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Aug 18, 2026 and Aug 29, 2026, about one every 3 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260829.a4b7fa2 latest | 2026-08-29 | a4b7fa2 | 21,404 B | A | view · diff |
| git:20260829.dd5597f | 2026-08-29 | dd5597f | 21,630 B | A | view · diff |
| git:20260825.3d006c1 | 2026-08-25 | 3d006c1 | 21,325 B | A | view · diff |
| git:20260823.8a54316 | 2026-08-23 | 8a54316 | 20,972 B | A | view · diff |
| git:20260818.9e32a99 | 2026-08-18 | 9e32a99 | 20,976 B | A | view |
Audit of the latest version
- 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
hw-native-sys/simpler · 46 stars · license a license file GitHub does not identify · pushed 2026-11-05 · 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
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.