benchmark SKILL.md skillA

benchmark from tongminglaic/ako4x is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned

mdr add tongminglaic/ako4x/benchmark@git:20260531.0fd4b5f

Pins git:20260531.0fd4b5f in mdr.lock. Pin the fingerprint instead.

Audit grade: A, 17 of 17 checks passed
Kind: SKILL.md skill
Repository: tongminglaic/ako4x
Path: templates/skills/benchmark/SKILL.md
Versions recorded: 1
Latest version: git:20260531.0fd4b5f, committed May 31, 2026
Size: 1,825 bytes
Repository stars: 84
License: MIT

Reference for the active benchmark harness — what it IS and how it behaves (the active benchmark is flashinfer-bench). Covers config.toml structure (`[solution]`/`[build]`/`[benchmark]` tables), the status enum, the workload / fresh-inputs model, reference-baseline + scoring mechanics, tolerance keys, TVM-FFI builder link limits, and the silent-skip cascade. Invoke whenever you decode a bench status string, hit an unfamiliar config.toml field, suspect…

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

# Benchmark

The active benchmark harness — what this project's `bench` skill is a frontend for. Reference for **what the benchmark is and how it behaves** — distinct from the `bench` skill which covers **how to drive it from the harness shim**. The active benchmark is **flashinfer-bench**; this skill is the single home for its schema, status, scoring, and frozen-for-comparability behavior. Detailed body: `benchmark.md`.

When this skill applies:
- Looking up a `config.toml` field you don't recognize.
- Decoding a status string from bench output (`COMPILE_ERROR`, `INCORRECT_NUMERICAL`, etc.).
- Reasoning about why correctness "passed" but the headline looks too good (silent-skip cascade ends here).
- Checking what's frozen for bench comparability (scoring/baseline/tolerance) before proposing a harness edit.
- Understanding the TVM-FFI link limit for C++/CUDA (no compile-time linking) and which kernel libraries are disallowed (cuBLAS / cuDNN) vs. allowed building blocks (CUTLASS, the DSLs) — see "Valid solution: write your own kernel".

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint

mdr add tongminglaic/ako4x/benchmark@sha256:6386e7a53a31e07f

The line at the top of this page pins the label git:20260531.0fd4b5f, 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](https://markdownregistry.com/badge/art_zckgvzb7u2s7obap.svg)](https://markdownregistry.com/a/art_zckgvzb7u2s7obap)

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

Versions

The registry has recorded 1 version of this file, committed on May 31, 2026.

version	committed	commit	size	audit
git:20260531.0fd4b5f latest	2026-05-31	0fd4b5f	1,825 B	A	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 (1825 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

tongminglaic/ako4x · 84 stars · license MIT · pushed 2026-09-15 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_zckgvzb7u2s7obap
GET https://markdownregistry.com/api/v1/resolve?ref=tongminglaic/ako4x/benchmark
GET https://markdownregistry.com/api/v1/blob/6386e7a53a31e07fb088a78641247f577fe8f11f3d83f60eb7f7e72f9445825e

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.