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Lattice

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ghbalf
lattice

Generate a 3D lattice or infill pattern inside a bounding region. Useful for lightweight structural parts.

Overview

Publisherghbalf
Repositoryfreecad-ai
Skill namelattice
Stars
557
Forks
89
Bundled files
Instructions only
LicenseLGPL-2.1
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • Self-contained

    Everything the model needs lives in the instructions — no extra files to sync.

  • Open source

    Published by ghbalf on GitHub. Read the source before you install it.

Installation

Install the Lattice AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/ghbalf/freecad-ai/tree/master/skills/lattice
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/ghbalf/freecad-ai.git /tmp/freecad-ai
mkdir -p .claude/skills
cp -r /tmp/freecad-ai/skills/lattice .claude/skills/lattice
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Lattice in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Lattice on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Lattice is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Lattice / Infill Pattern

Generate a 3D lattice or infill pattern inside a bounding region. Useful for lightweight structural parts.

Pattern types

  • Grid: rectangular grid of holes or beams
  • Honeycomb: hexagonal pattern (strongest weight-to-strength ratio)
  • Diagonal: 45-degree crosshatch
  • Gyroid (advanced): triply periodic minimal surface

Parameters to ask (if not provided)

  • Pattern type: grid / honeycomb / diagonal
  • Region: existing object to fill, or bounding box dimensions
  • Cell size: distance between pattern centers (default 10mm)
  • Wall thickness: thickness of lattice walls/beams (default 1.5mm)
  • Height/depth: extrusion height of the pattern

Construction approach

Grid pattern

  1. Create a sketch with a rectangular array of circles or squares
  2. Use spacing = cell_size, hole diameter = cell_size - wall_thickness
  3. Pad to height, then boolean-intersect with the bounding shape

Honeycomb

  1. Create hexagonal cells: 6 line segments per cell
  2. Hex radius = cell_size / 2
  3. Offset rows by cell_size * 0.75 horizontally and cell_size * sqrt(3)/2 vertically
  4. Pad and intersect with bounding shape

Diagonal crosshatch

  1. Create parallel lines at 45 degrees, spaced by cell_size
  2. Create second set at -45 degrees
  3. Lines have width = wall_thickness
  4. Pad and intersect

Important

  • Always create the lattice larger than the target region, then use boolean intersection to trim
  • Label clearly: "Lattice Grid 10mm" etc.
  • For 3D printing, ensure wall_thickness >= 2x nozzle diameter (typically >= 0.8mm)
  • After construction, hide all sketches for a clean viewport:
python
for obj in App.ActiveDocument.Objects:
    if obj.TypeId == "Sketcher::SketchObject":
        obj.Visibility = False

Frequently asked questions

What does the Lattice AI skill do?

Generate a 3D lattice or infill pattern inside a bounding region. Useful for lightweight structural parts.

Why use Lattice on TypingMind?

Because you install it once and use it with any model. Lattice is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Lattice in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/ghbalf/freecad-ai/tree/master/skills/lattice. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Lattice?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Lattice?

As many as you like. As long as a model supports skills, you can use Lattice with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Lattice AI skill free?

Yes. It is published on GitHub by ghbalf under the LGPL-2.1 license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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