core-swimlane SKILL.md skillA

core-swimlane from hw-native-sys/simpler is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add hw-native-sys/simpler/core-swimlane@git:20260806.aead67c

Pins git:20260806.aead67c 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/core-swimlane/SKILL.md
Versions recorded
2
Latest version
git:20260806.aead67c, committed Aug 6, 2026
First version recorded
Aug 4, 2026
Size
11,725 bytes
Repository stars
45
License
a license file GitHub does not identify

Produce a Core swimlane (the L0/intra-core AICore pipeline) for one task — a single kernel or a mix — via the dump-driven `simpler_setup.tools.core_swimlane` tool. Use when the user asks to "run/produce a core swimlane", "trace a task's intra-core pipeline", profile why one AICore task is slow inside the core(s), or needs help choosing the tool's manual flags (`--func-id`, `--restore-arg`, `--set-arg`, `--spmd-block-num`, `--case`). The tool captures real per-task args from an args dump and…

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

# Core Swimlane — Intra-core Pipeline Trace for a Task

`python -m simpler_setup.tools.core_swimlane` dumps a task's real `args[]`,
reconstructs them, generates a combined `msprof op simulator` replay of the
**whole task** (a mix runs AIC + AIV0 + AIV1 in one op), and exports an
Insight `trace.json` whose lanes are the cluster's pipes. Full reference:
[docs/dfx/core-swimlane-profiling.md](../../../docs/dfx/core-swimlane-profiling.md).
This skill is the **operating procedure** — above all the manual decisions:
whether a structured control tensor needs `--restore-arg`, and the
slot/value for any `--set-arg`.

## When to use

- **Use** when one task (single kernel or mix) is slow and you need the
  per-pipe (`MTE2` / `MTE1` / `CUBE` / `FIXP` / `SCALAR` / `VECTOR`)
  intra-core picture, or to confirm AIC↔AIV overlap inside a mix.
- **Not** for cross-task dependencies / scheduler / dispatch / finish
  timing — that is the **chip swimlane**. Core swimlane traces ONE task in isolation
  with no AICPU, so inter-task ordering is out of scope (doc §9, tier C).
- **vs `insight-trace`**: that skill hand-authors a wrapper around one
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add hw-native-sys/simpler/core-swimlane@sha256:8a0753bd50c84473

The line at the top of this page pins the label git:20260806.aead67c, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_znbz5blo53iiwyop.svg)](https://markdownregistry.com/a/art_znbz5blo53iiwyop)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 2 versions of this file, between Aug 4, 2026 and Aug 6, 2026, about one every 2 days.

versioncommittedcommitsizeaudit
git:20260806.aead67c latest2026-08-06 aead67c 11,725 BA view · diff
git:20260804.b3bf3e72026-08-04 b3bf3e7 7,327 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the 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 (11725 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 · 45 stars · license a license file GitHub does not identify · pushed 2026-11-01 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_znbz5blo53iiwyop
GET https://markdownregistry.com/api/v1/resolve?ref=hw-native-sys/simpler/core-swimlane
GET https://markdownregistry.com/api/v1/blob/8a0753bd50c844733617cb6c8c51390cd047afbfb144276bd8f2abd2a4cf08c0

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.

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