hw-native-sys/simpler · .claude/skills/insight-trace/SKILL.md

insight-trace skillA

insight-trace is agent-read markdown (skill) from hw-native-sys/simpler: Generate a MindStudio Insight trace for any `kernel_entry(args)` style kernel in this repo — SPMD mix, AIC-only single-task (e.g. `aic_pv_matmul`), or AIV-only single-task (e.g. `aiv_softmax_prepare`). Use when the user asks to "produce/generate/run an Insight trace", "trace this kernel under msprof op simulator", or troubleshoot Insight trace collection. AICore-only replay path — bypasses AICPU orchestration. For PTOAS-style kernels, use [PTOAS msprof_op_simulator_usage_zh.md](https://github.co.

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/insight-trace@git:20260804.b3bf3e7
Exact content
mdr add hw-native-sys/simpler/insight-trace@sha256:83e1f93ea6e3d2ca

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

mdr badge

[![mdr](https://markdownregistry.com/badge/art_v6vd6rip6e6dhbmr.svg)](https://markdownregistry.com/a/art_v6vd6rip6e6dhbmr)

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Versions

versioncommittedcommitsizeaudit
git:20260804.b3bf3e7 latest2026-08-04 b3bf3e7 28,301 BA view · diff
git:20260702.ae1592b2026-07-02 ae1592b 28,261 BA view · diff
git:20260525.49f79cc2026-05-25 49f79cc 28,134 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 (28301 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_v6vd6rip6e6dhbmr
GET https://markdownregistry.com/api/v1/resolve?ref=hw-native-sys/simpler/insight-trace
GET https://markdownregistry.com/api/v1/blob/83e1f93ea6e3d2cac9a8ac660470dec819a650f42f52fb65a7b5ad1fa314c05b

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