3dgs-compression-deploy SKILL.md skillA

3dgs-compression-deploy from jaccen/awesome-gaussian-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add jaccen/awesome-gaussian-skills/3dgs-compression-deploy@v1.1.1

Pins v1.1.1 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
jaccen/awesome-gaussian-skills
Path
skills/3dgs-compression-deploy/SKILL.md
Versions recorded
6
Latest version
v1.1.1, committed Oct 21, 2026
First version recorded
Jul 9, 2026
Size
22,931 bytes
Repository stars
180
License
Apache-2.0

'3DGS compression-to-deployment pipeline: quantization (scalar/VQ/mixed-precision), pruning (coreset/adaptive/variational/merge/Bayesian),.

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

# 3DGS Compression & Deployment

> End-to-end pipeline from raw 3DGS model to deployed application. Covers 6 compression categories + 4 deployment targets + hardware acceleration.

## Capabilities

- Analyze 3DGS model attributes (position, SH, opacity, scale, rotation) and recommend compression strategy
- Select quantization method and bit-width per attribute (scalar, VQ, mixed-precision)
- Design pruning pipeline (coreset, adaptive, variational, merge-based)
- Plan VQ codebook architecture and residual coding
- Architect progressive streaming and LoD systems (static and 4D dynamic)
- Guide platform-specific deployment (WebGL, WebGPU, iOS/Android, desktop)
- Evaluate hardware acceleration paths (Tensor Core, GEMM, FPGA, ASIC)
- Estimate compression ratio, quality loss, and rendering speed for each method combination

## Compression Pipeline

```
Raw 3DGS Model
    │
    ▼
[Step 1] Analysis ── attribute profiling, bottleneck identification
    │
    ▼
[Step 2] Strategy Selection ── target platform → compression recipe
    │
    ▼
[Step 3] Pruning ── reduce Gaussian count (coreset / adaptive / variational / merge)
    │
    ▼
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add jaccen/awesome-gaussian-skills/3dgs-compression-deploy@sha256:bb4b4e79495b96b0

The line at the top of this page pins the label v1.1.1, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_jme3vzyx3btpi255.svg)](https://markdownregistry.com/a/art_jme3vzyx3btpi255)

2 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 6 versions of this file, between Jul 9, 2026 and Oct 21, 2026, about one every 21 days.

versioncommittedcommitsizeaudit
v1.1.1 latest2026-10-21 34d77aa 22,931 BA view · diff
v1.1.12026-09-22 de154fa 23,341 BA view · diff
v1.1.12026-08-07 896e6a8 22,913 BA view · diff
v1.1.12026-07-23 3749223 22,867 BA view · diff
v1.1.02026-07-14 a2f8ab8 22,612 BA view · diff
v1.0.02026-07-09 c71345c 22,251 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the 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 (22931 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

jaccen/awesome-gaussian-skills · 180 stars · license Apache-2.0 · pushed 2026-11-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_jme3vzyx3btpi255
GET https://markdownregistry.com/api/v1/resolve?ref=jaccen/awesome-gaussian-skills/3dgs-compression-deploy
GET https://markdownregistry.com/api/v1/blob/bb4b4e79495b96b0c33dcfeaf772efbb3b03a6bc12754a68d0b0fae91d132bfb

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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