cipher-cloud-training SKILL.md skillA
cipher-cloud-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-cloud-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-cloud-training/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260908.e9ac98d, committed Sep 8, 2026
- Size
- 5,856 bytes
- Repository stars
- 53
- License
- Apache-2.0
Master orchestrator for training the FSI Felon Cipher model from scratch on cloud GPUs. Use at the START of any cipher training task. Covers the full pipeline: architecture sizing, tokenizer, data prep, cloud deployment, training, checkpoint recovery, and evaluation. 7 phases, 8 skills.
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
# FSI Felon Cipher — Cloud Training Pipeline ## Mission Train the FSI Felon Cipher (600M-1B MoE, twin Sheldon/Spock populations) from scratch on cloud GPUs (A100/H100 80GB) using the NVIDIA Developer Program / NGC ecosystem. 7-8 hour GPU budget. ## Hardware Truth - **Local**: GTX 1060 6GB (FP32 only, no tensor cores) + 16GB RAM - **Cloud target**: A100 80GB or H100 80GB (BF16 tensor cores) - **Budget**: 7-8 hours GPU time ## Phase Map | Phase | Skill | What | Duration | |-------|-------|------|----------| | 0 | cipher-sizing | Architecture sizing for time budget | 1-2h (local) | | 1 | cipher-tokenizer | Complete tokenizer (500 → 32K vocab) | 1h (local) | | 2 | cipher-data-pipeline | Corpus prep + tokenize + shard | 2-3h (local) | | 3 | cipher-cloud-setup | Docker + NGC + upload | 1-2h (local) | | 4 | cipher-training | BF16 MoE training on cloud GPU | 5-7h (cloud) | | 5 | cipher-checkpoint | Save + verify + download | 1h (cloud+local) | | 6 | cipher-eval | Eval battery + serve locally | 2-3h (local) | **Total local prep**: ~6-8h (before touching cloud) **Total cloud time**: ~6-8h (training + eval) ## Critical Rules ### R1: BF16 is Mandatory …
Read the whole file at its exact version.
How to install
mdr add anonymousnomad/aide-sovereign-workbench/cipher-cloud-training@sha256:ce55882f6f5a7734The 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_tqbzzap5uwd7fsos)
4 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 (5856 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_tqbzzap5uwd7fsos GET https://markdownregistry.com/api/v1/resolve?ref=anonymousnomad/aide-sovereign-workbench/cipher-cloud-training GET https://markdownregistry.com/api/v1/blob/ce55882f6f5a773409a25cc2d1b03d54d59e58be15d74ded90121cbce060557c
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.