muvon/octomind-tap · skills/tap-model-training/SKILL.md

tap-model-training skillA

tap-model-training is agent-read markdown (skill) from muvon/octomind-tap: Operational playbook for training, evaluating, and publishing `muvon/octomind-embed` — the BGE-small-en-v1.5 fine-tune that powers octomind's capability auto-activation. Covers when to retrain (after any change to `capabilities/*/config.toml` triggers or `skills/*/SKILL.md` semantic phrases), the full pipeline (LLM augmentation, dataset build, iterative hard-negative mining, CachedMNRL + GISTEmbed + Matryoshka loss stack, holdout + eval_real evaluation, ONNX export, HuggingFace publish), how to .

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 muvon/octomind-tap/tap-model-training@git:20260521.1caaaf0
Exact content
mdr add muvon/octomind-tap/tap-model-training@sha256:009bf52d00226bc8

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_w6jy5jn7yzwd7457.svg)](https://markdownregistry.com/a/art_w6jy5jn7yzwd7457)

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Versions

versioncommittedcommitsizeaudit
git:20260521.1caaaf0 latest2026-05-21 1caaaf0 10,898 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 (10898 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

muvon/octomind-tap · 4 stars · license Apache-2.0 · pushed 2026-09-17 · branch master

API

GET https://markdownregistry.com/api/v1/artifacts/art_w6jy5jn7yzwd7457
GET https://markdownregistry.com/api/v1/resolve?ref=muvon/octomind-tap/tap-model-training
GET https://markdownregistry.com/api/v1/blob/009bf52d00226bc848041da1dbe69ce6afee2736d96bfa1e809487c9a4b0dcf3

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