synthetic-data-finetuning-expert SKILL.md skillA
synthetic-data-finetuning-expert from roedyrustam/vibes-plug is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add roedyrustam/vibes-plug/synthetic-data-finetuning-expert@v4.2.1Pins v4.2.1 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- roedyrustam/vibes-plug
- Path
skills/synthetic-data-finetuning-expert/SKILL.md- Versions recorded
- 7
- Latest version
- v4.2.1, committed Oct 8, 2026
- First version recorded
- Sep 10, 2026
- Size
- 7,276 bytes
- Repository stars
- 122
- License
- MIT
Expert guide for synthetic dataset generation, LLM-as-a-judge filtering, QLoRA fine-tuning (Unsloth), DPO alignment, and GGUF/Ollama export for local SLMs / Panduan ahli generasi data sintetis, fine-tuning QLoRA, DPO, dan ekspor GGUF/Ollama.
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
# Synthetic Data & Fine-Tuning Expert (Custom Domain SLMs) [English](#english) | [Bahasa Indonesia](#bahasa-indonesia) --- <a name="english"></a> ## English ### Orchestration & Integration Connects and orchestrates with domain skills like `local-slm-edge-ai-expert`, `ai-prompt-engineering-expert`, `python-programming-expert`, and `llm-finops-router` to build high-performance, cost-effective domain models. ### Description Production-grade guide for generating synthetic training datasets, curating high-signal instruction pairs, executing Parameter-Efficient Fine-Tuning (QLoRA / LoRA) with **Unsloth** and Hugging Face TRL, performing Direct Preference Optimization (DPO), and quantizing custom Small Language Models (SLMs) to GGUF for edge or on-premise execution. **Swarm Synergy:** Within the **AI Engineering Swarm**, this skill serves as the Model Specialization Lead. When frontier API costs or latency become prohibitive, it trains, aligns, and deploys hyper-efficient domain SLMs (1B–8B parameters) in Phase 4. ### Trigger Conditions - Generating domain-specific synthetic training data from seed documents, codebases, or APIs. …
Read the whole file at its exact version.
How to install
mdr add roedyrustam/vibes-plug/synthetic-data-finetuning-expert@sha256:e5275a2226eee49aThe line at the top of this page pins the label v4.2.1, 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_qwbz7tkffjloz5rl)
7 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 7 versions of this file, between Sep 10, 2026 and Oct 8, 2026, about one every 5 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v4.2.1 latest | 2026-10-08 | e8e3cf1 | 7,276 B | A | view · diff |
| v4.2.0 | 2026-10-03 | d8cca2a | 7,276 B | A | view · diff |
| v4.1.0 | 2026-10-03 | c9ad422 | 7,276 B | A | view · diff |
| v4.1.0 | 2026-10-03 | 8bb822a | 7,346 B | A | view · diff |
| v4.0.0 | 2026-09-30 | 7be209a | 7,349 B | A | view · diff |
| v3.0.0 | 2026-09-13 | 528c014 | 7,349 B | A | view · diff |
| git:20260910.6c68c3b | 2026-09-10 | 6c68c3b | 7,178 B | A | view |
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 (7276 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
roedyrustam/vibes-plug · 122 stars · license MIT · pushed 2026-11-07 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_qwbz7tkffjloz5rl GET https://markdownregistry.com/api/v1/resolve?ref=roedyrustam/vibes-plug/synthetic-data-finetuning-expert GET https://markdownregistry.com/api/v1/blob/e5275a2226eee49acea2f1e92c4225141f7da0d0a1312426227fe344abe93419
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.
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