cipher-data-pipeline SKILL.md skillA
cipher-data-pipeline 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-data-pipeline@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-data-pipeline/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260908.e9ac98d, committed Sep 8, 2026
- Size
- 4,351 bytes
- Repository stars
- 53
- License
- Apache-2.0
Prepare, tokenize, and shard the FSI Felon Cipher training corpus. Use when building the training data pipeline. Phase 2 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 2: Training Data Pipeline
## Purpose
Convert 32,429+ curated docs into tokenized, sharded .pt files for cloud training. CPU-only work done locally.
## Corpus Sources
| Source | Location | Est tokens |
|--------|----------|------------|
| Gold cipher docs | `E:\queen-bee-v5\training_curated\` | ~45M |
| Training SOP docs | `E:\queen-bee-v5\training\` | ~5M |
| Gold corpus (code) | `E:\lab_training_corpus\ferrell_coder\gold_corpus.txt` | ~3.5M |
| Colony teacher traces | `E:\colony_teacher\` | ~75M |
| **Total available** | | **~130M** |
## Step 1: Tokenize
```python
import torch
from tokenizers import Tokenizer
from pathlib import Path
def tokenize_corpus(tokenizer_path, corpus_dirs, output_path, seq_len=2048):
tokenizer = Tokenizer.from_file(tokenizer_path)
bos_id = tokenizer.token_to_id("<s>")
all_ids = []
for d in corpus_dirs:
for p in Path(d).rglob("*.txt"):
text = p.read_text(encoding="utf-8", errors="ignore")
if len(text) < 50: continue
enc = tokenizer.encode(text)
all_ids.append(bos_id)
all_ids.extend(enc.ids)
# Pad to seq_len multiple
remainder = len(all_ids) % seq_len
…Read the whole file at its exact version.
How to install
mdr add anonymousnomad/aide-sovereign-workbench/cipher-data-pipeline@sha256:d23eaebc34107398The 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_evpxuys5w3r4pdor)
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 (4351 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_evpxuys5w3r4pdor GET https://markdownregistry.com/api/v1/resolve?ref=anonymousnomad/aide-sovereign-workbench/cipher-data-pipeline GET https://markdownregistry.com/api/v1/blob/d23eaebc3410739808b0eb22d95c0ce00f294c4bfe0c203a8703070d087f7d0c
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.