aide-moe-aux-loss-stability SKILL.md skillC
aide-moe-aux-loss-stability from anonymousnomad/aide-sovereign-workbench is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add anonymousnomad/aide-sovereign-workbench/aide-moe-aux-loss-stability@git:20260917.4308e77Pins git:20260917.4308e77 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- C, 14 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- anonymousnomad/aide-sovereign-workbench
- Path
skills/packs/aide-moe-aux-loss-stability/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260917.4308e77, committed Sep 17, 2026
- Size
- 20,512 bytes
- Repository stars
- 53
- License
- Apache-2.0
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
# MoE Aux-Loss Stability — Flagship Twin-Mind Pretrain (local140a50) ## When to use - Any flagship twin-mind MoE run showing instability: eval CE regression while train loss falls, pre-clip grad-norm spikes (1e5 -> 1e7), LBL climbing toward double digits, router z loss pinned ~2-4 (or reported-4 with router lse ~5.5 per layer, NOT ~20), xpop -> ~0 (router collapse). - BEFORE changing ANY aux-loss weight, LR/clip/warmup, or adding/removing a loss on this model. - Before every flagship relaunch (patch B: resume-LR override) and before any D4 SFT marker retrain. ## Verified facts (2026-09-10, this machine, this repo) - BUG: `cipher_arch.py:760` = `layer_z = (lse ** 2).mean() * 0.01` — internal `* 0.01`. Trainer then multiplies z by 0.001 (`train_v6.py:505`). Stacked effective weight = **1e-5 = 100x below ST-MoE canonical 0.001**. …
Read the whole file at its exact version.
How to install
mdr add anonymousnomad/aide-sovereign-workbench/aide-moe-aux-loss-stability@sha256:afbaf6757b32e785The line at the top of this page pins the label git:20260917.4308e77, 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_c32pcjcwogpn6b3k)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Sep 17, 2026.
Audit of the latest version
- fail: Frontmatter block present
- fail: Frontmatter declares a name
- fail: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (20512 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
Starting a new one? Use a template for SKILL.md on mdpantry, which passes every one of these checks and says what to change in it.
Source
anonymousnomad/aide-sovereign-workbench · 53 stars · license Apache-2.0 · pushed 2026-10-26 · branch covert-production
API
GET https://markdownregistry.com/api/v1/artifacts/art_c32pcjcwogpn6b3k GET https://markdownregistry.com/api/v1/resolve?ref=anonymousnomad/aide-sovereign-workbench/aide-moe-aux-loss-stability GET https://markdownregistry.com/api/v1/blob/afbaf6757b32e7851eabdfe1af041adb217ff67a6817413765e567d042c3ac8a
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.