session_breakdown SKILL.md skillA
session_breakdown from amd-agi/hyperloom is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add amd-agi/hyperloom/session_breakdown@git:20261029.bf880c8Pins git:20261029.bf880c8 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- amd-agi/hyperloom
- Path
src/hyperloom/inference_optimizer/breakdown/SKILL.md- Versions recorded
- 18
- Latest version
- git:20261029.bf880c8, committed Oct 29, 2026
- First version recorded
- Sep 2, 2026
- Size
- 12,727 bytes
- Repository stars
- 262
- License
- a license file GitHub does not identify
Build a single self-contained `session_breakdown.json` capturing every fact a dashboard needs about one hyperloom optimization session. Use when the user mentions session-breakdown, kernel attribution, a stats/reporting service, capability summary, or wants to surface hyperloom data to an external consumer (a results/stats service, notebook, dashboard).
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
# Session Breakdown Skill
## What it produces
A single JSON file: **`<session_dir>/session_breakdown.json`**.
- Schema: `hyperloom.session_breakdown.v6.1` (hardcoded; see `SCHEMA_VERSION_V6` in `session/sbd_v6.py`).
- Producer: `src/hyperloom/inference_optimizer/breakdown/exporter.py`
- Filename: `BREAKDOWN_FILENAME` (= `session_breakdown.json`)
Beyond the envelope (`schema_version` / `exported_at_utc` / `exporter_version`), the JSON
carries the sections below. This is the subset most consumers use, not the full set —
`breakdown/exporter.py` (the `breakdown = {...}` literal) and `breakdown/schema.py` (with `schema_framework.py` and `schema_kernel.py`) are
authoritative.
| Section | What it carries |
|---------------------|----------------------------------------------------------------------------------------------------------|
| `schema_version` | The wire contract. Gate features on the **major** version, not the exact string. |
…Read the whole file at its exact version.
How to install
mdr add amd-agi/hyperloom/session_breakdown@sha256:741606953ceac4e7The line at the top of this page pins the label git:20261029.bf880c8, 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_4mfri6mfgih63bvs)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 18 versions of this file, between Sep 2, 2026 and Oct 29, 2026, about one every 3 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261029.bf880c8 latest | 2026-10-29 | bf880c8 | 12,727 B | A | view · diff |
| git:20261027.04ff1d8 | 2026-10-27 | 04ff1d8 | 12,675 B | A | view · diff |
| git:20261021.ed2cbe9 | 2026-10-21 | ed2cbe9 | 12,674 B | A | view · diff |
| git:20261021.fbcd0c3 | 2026-10-21 | fbcd0c3 | 12,609 B | A | view · diff |
| git:20261021.8b7541c | 2026-10-21 | 8b7541c | 12,540 B | A | view · diff |
| git:20261021.4b461f9 | 2026-10-21 | 4b461f9 | 12,309 B | A | view · diff |
| git:20261021.8fe31a0 | 2026-10-21 | 8fe31a0 | 12,475 B | A | view · diff |
| git:20261018.8f7be91 | 2026-10-18 | 8f7be91 | 11,565 B | A | view · diff |
| git:20261009.976d7a0 | 2026-10-09 | 976d7a0 | 12,100 B | A | view · diff |
| git:20260918.2c7488a | 2026-09-18 | 2c7488a | 12,381 B | A | view · diff |
| git:20260917.2cc382a | 2026-09-17 | 2cc382a | 12,219 B | A | view · diff |
| git:20260917.bd88d9e | 2026-09-17 | bd88d9e | 12,055 B | A | view · diff |
| git:20260910.93c754d | 2026-09-10 | 93c754d | 11,893 B | A | view · diff |
| git:20260909.d0b16f7 | 2026-09-09 | d0b16f7 | 14,511 B | A | view · diff |
| git:20260909.670b67d | 2026-09-09 | 670b67d | 14,838 B | A | view · diff |
| git:20260903.d0f5698 | 2026-09-03 | d0f5698 | 14,364 B | A | view · diff |
| git:20260903.bde672d | 2026-09-03 | bde672d | 14,507 B | A | view · diff |
| git:20260902.580bd1e | 2026-09-02 | 580bd1e | 14,034 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 (12727 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
amd-agi/hyperloom · 262 stars · license a license file GitHub does not identify · pushed 2026-11-06 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_4mfri6mfgih63bvs GET https://markdownregistry.com/api/v1/resolve?ref=amd-agi/hyperloom/session_breakdown GET https://markdownregistry.com/api/v1/blob/741606953ceac4e799ccc1ee4d34fd57b10904642fe53af42381c5d928d61f1f
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.