cipher-training SKILL.md skillA
cipher-training 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/cipher-training@git:20260908.e9ac98dPins git:20260908.e9ac98d in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- anonymousnomad/aide-sovereign-workbench
- Path
skills/packs/cipher-training/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260908.e9ac98d, committed Sep 8, 2026
- Size
- 7,181 bytes
- Repository stars
- 53
- License
- Apache-2.0
Execute the FSI Felon Cipher training run on cloud GPUs. Use when launching, monitoring, or debugging the training process. Phase 4 of cipher-cloud-training.
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
# Phase 4: Training Execution
## Purpose
Run the BF16 MoE training on cloud GPU (A100/H100) for 5-7 hours. This is the main event.
## Training Config (H100 preset)
```yaml
# configs/h100.yaml
model:
vocab: 32768
d_model: 512
n_layers: 12
n_heads: 8
n_kv_heads: 2
head_dim: 64
n_routed: 32
n_shared: 2
top_k: 4
expert_d_ff: 128
training:
seq_len: 2048
batch_size: 4
grad_accum: 12
lr: 3e-4
min_lr: 3e-5
warmup_steps: 200
max_steps: 10000
weight_decay: 0.1
grad_clip: 1.0
precision: bf16
checkpoint_every: 500
eval_every: 500
log_every: 10
```
## Main Training Loop
```python
import torch
import torch.nn as nn
from torch.cuda.amp import autocast
import yaml, json, time, signal, sys
def train(config_path):
cfg = yaml.safe_load(open(config_path))
# Load model
from cipher_arch import CipherModel
model = CipherModel(cfg["model"]).cuda()
# Optimizer
optimizer = torch.optim.AdamW(
model.parameters(), lr=cfg["training"]["lr"],
weight_decay=cfg["training"]["weight_decay"],
betas=(0.9, 0.95), eps=1e-5
)
# LR schedule: warmup + cosine decay
def lr_lambda(step):
…Read the whole file at its exact version.
How to install
mdr add anonymousnomad/aide-sovereign-workbench/cipher-training@sha256:1319c4fbbe695c41The line at the top of this page pins the label git:20260908.e9ac98d, 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_nqryshz3wz7lunw4)
5 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Sep 8, 2026.
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 (7181 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
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_nqryshz3wz7lunw4 GET https://markdownregistry.com/api/v1/resolve?ref=anonymousnomad/aide-sovereign-workbench/cipher-training GET https://markdownregistry.com/api/v1/blob/1319c4fbbe695c4138d819b5d521fd33a191f34afc3e72505277d61268138327
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.