anonymousnomad/aide-sovereign-workbench · skills/packs/coherence-nlp-training/SKILL.md

coherence-nlp-training skillA

coherence-nlp-training is agent-read markdown (skill) from anonymousnomad/aide-sovereign-workbench: Best practices for training small-from-scratch models to achieve natural language processing (NLP) coherence. Use whenever training or fine-tuning a small model where coherent, general-purpose language understanding is the target, not just domain-specific or output-format generation. Research-grounded in Big Tech small-model pipelines (SmolLM, phi, TinyLlama), catastrophic-forgetting literature, and scaled training recipes..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add anonymousnomad/aide-sovereign-workbench/coherence-nlp-training@git:20260823.df7cbde
Exact content
mdr add anonymousnomad/aide-sovereign-workbench/coherence-nlp-training@sha256:07863ebf8d93141a

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_cc3unxy44aayuidm.svg)](https://markdownregistry.com/a/art_cc3unxy44aayuidm)

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Versions

versioncommittedcommitsizeaudit
git:20260823.df7cbde latest2026-08-23 df7cbde 8,448 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (8448 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

GitHub

anonymousnomad/aide-sovereign-workbench · 23 stars · license Apache-2.0 · pushed 2026-09-17 · branch covert-production

API

GET https://markdownregistry.com/api/v1/artifacts/art_cc3unxy44aayuidm
GET https://markdownregistry.com/api/v1/resolve?ref=anonymousnomad/aide-sovereign-workbench/coherence-nlp-training
GET https://markdownregistry.com/api/v1/blob/07863ebf8d93141ae44b886f7b77f8b589bfd5e10ccb44a3c9541051f4d9505c

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.