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= Research =
= Research =


Open source leads — technologies to explore, learn, and set up.
Open source leads — technologies to explore, learn, and potentially set up. Research notes on emerging technologies, development tools, and technical topics of interest.


== Civilization Infrastructure ==
== Section Overview ==


# https://sites.comfac.net/
{| class="wikitable"
## [https://www.youtube.com/shorts/QK2z_UimUls Open Source Ecology — Open Source Machinery] to rebuild civilization and weather tragedy, and develop food security.
|+ Research Categories
### https://github.com/orgs/bettergovph/discussions/411
! Category !! Topics !! Description
## https://sites.comfac.net/city-mesh.html Community mesh
|-
### https://github.com/bettergovph/bettergov/issues/592
| '''[[#Civilization_Infrastructure|1. Civilization Infrastructure]]''' || 6 || Open source machinery, mesh networks, hardware
## https://sites.comfac.net/national-mesh.html Federating community mesh to make a national mesh.
|-
## [https://github.com/orgs/bettergovph/discussions/410 National FreeCAD Adoption] — open source free 3D parametric CAD software. With OpenFOAM, FreeCAD will allow all other engineering open source projects to be much more achievable.
| '''[[#Local_AI|2. Local AI & LLMs]]''' || 5 || Local large language models, inference
### [https://sites.comfac.net/freecad.html Comfac's FreeCAD Project]
|-
## [https://github.com/orgs/bettergovph/discussions/409 Open Source Laptops]
| '''[[#System_Research|3. System Research]]''' || 3 || Kernel, debugging, computing layers
### <nowiki>https://github.com/byrantech/laptop</nowiki> — open source laptops already exist, MIT License
|}


== Local AI & LLMs ==
== 1. Civilization Infrastructure ==


# https://github.com/xichen1997/opencode — OpenCode is a fully-featured, open-source alternative to Claude Code that runs entirely on your local machine using Ollama.
; Description
# https://github.com/ggml-org/llama.cpp — study sharding (splitting a model across GPUs using fast networking) and parallel decoding.
: Open source technologies for rebuilding civilization infrastructure, community networks, and sustainable development.
# https://github.com/Talnz007/VulkanIlm — Python-first wrapper and CLI around llama.cpp's Vulkan backend for fast local LLM inference on AMD, Intel, and NVIDIA GPUs — no CUDA required.
 
# https://modelscope.ai/home
; Statistics
# https://github.com/MooreThreads
: '''6 research topics''' | Infrastructure and hardware
 
; Research Index
{| class="wikitable"
! Topic !! Source !! Description
|-
| [https://sites.comfac.net/ Comfac Infrastructure] || Website || Open source civilization infrastructure hub
|-
| [https://www.youtube.com/shorts/QK2z_UimUls Open Source Ecology] || YouTube || Open source machinery for civilization rebuilding
|-
| [https://sites.comfac.net/city-mesh.html Community Mesh] || Website || Local community mesh networks
|-
| [https://sites.comfac.net/national-mesh.html National Mesh] || Website || Federating community mesh networks nationally
|-
| [https://sites.comfac.net/freecad.html FreeCAD Project] || Website || National FreeCAD adoption initiative
|-
| [https://github.com/byrantech/laptop Open Source Laptops] || GitHub || MIT-licensed open source laptop designs
|}
 
; Discussion Links
* [https://github.com/orgs/bettergovph/discussions/411 Open Source Machinery Discussion]
* [https://github.com/bettergovph/bettergov/issues/592 Community Mesh Issue]
* [https://github.com/orgs/bettergovph/discussions/410 National FreeCAD Adoption]
* [https://github.com/orgs/bettergovph/discussions/409 Open Source Laptops Discussion]
 
== 2. Local AI & LLMs ==
 
; Description
: Research on locally-hosted large language models and AI tools that don't require cloud services.
 
; Statistics
: '''5 research topics''' | Local AI inference
 
; Research Index
{| class="wikitable"
! Project !! Language/Platform !! Description
|-
| [https://github.com/xichen1997/opencode '''OpenCode'''] || Python/Ollama || Open-source alternative to Claude Code using local Ollama
|-
| [https://github.com/ggml-org/llama.cpp '''llama.cpp'''] || C++ || Study sharding and parallel decoding
|-
| [https://github.com/Talnz007/VulkanIlm '''VulkanIlm'''] || Python/Vulkan || Python wrapper for llama.cpp Vulkan backend
|-
| [https://modelscope.ai/home ModelScope] || Web || AI model repository and platform
|-
| [https://github.com/MooreThreads Moore Threads] || Hardware || GPU and AI acceleration hardware
|}
 
; Research Notes
* OpenCode: Fully-featured, runs entirely on local machine
* llama.cpp: Focus on sharding (splitting models across GPUs)
* VulkanIlm: Fast local LLM inference on AMD, Intel, NVIDIA GPUs — no CUDA required
* ModelScope: Alternative model hosting platform
* Moore Threads: Chinese GPU manufacturer for AI workloads
 
== 3. System Research ==
 
; Description
: Operating system research, kernel development, and computing architecture studies.
 
; Statistics
: '''3 research topics''' | Systems and architecture
 
; Research Index
{| class="wikitable"
! Topic !! Wiki Page !! Description
|-
| Kernel Debugging || [[Understanding & Fixing Kernel Panics 260212]] || Kernel panic diagnosis
|-
| Computing Architecture || [[Computing_Layers_260206]] || Computing layer analysis
|-
| Browser Development || [[Ladybird-251231]] || Ladybird browser research
|}
 
== Research Statistics ==
 
{| class="wikitable"
|+ Research Section Summary
! Category !! Topics !! Primary Focus
|-
| Civilization Infrastructure || 6 || Sustainable infrastructure, open hardware
|-
| Local AI & LLMs || 5 || Local AI inference, open models
|-
| System Research || 3 || Kernel, architecture, browsers
|-
| '''Total''' || '''14+''' || ''Technology exploration''
|}
 
; Research Methodology
: Technologies are evaluated for:
: * Open source licensing
: * Self-hosting capability
: * Practical applicability
: * Community support
 
; Active Monitoring
: GitHub discussions, technology forums, research publications
 
[[Category:Research]]
[[Category:Technology]]
[[Category:Exploration]]
[[Category:Index]]

Revision as of 13:56, 28 February 2026

Research

Open source leads — technologies to explore, learn, and potentially set up. Research notes on emerging technologies, development tools, and technical topics of interest.

Section Overview

Research Categories
Category Topics Description
1. Civilization Infrastructure 6 Open source machinery, mesh networks, hardware
2. Local AI & LLMs 5 Local large language models, inference
3. System Research 3 Kernel, debugging, computing layers

1. Civilization Infrastructure

Description
Open source technologies for rebuilding civilization infrastructure, community networks, and sustainable development.
Statistics
6 research topics | Infrastructure and hardware
Research Index
Topic Source Description
Comfac Infrastructure Website Open source civilization infrastructure hub
Open Source Ecology YouTube Open source machinery for civilization rebuilding
Community Mesh Website Local community mesh networks
National Mesh Website Federating community mesh networks nationally
FreeCAD Project Website National FreeCAD adoption initiative
Open Source Laptops GitHub MIT-licensed open source laptop designs
Discussion Links

2. Local AI & LLMs

Description
Research on locally-hosted large language models and AI tools that don't require cloud services.
Statistics
5 research topics | Local AI inference
Research Index
Project Language/Platform Description
OpenCode Python/Ollama Open-source alternative to Claude Code using local Ollama
llama.cpp C++ Study sharding and parallel decoding
VulkanIlm Python/Vulkan Python wrapper for llama.cpp Vulkan backend
ModelScope Web AI model repository and platform
Moore Threads Hardware GPU and AI acceleration hardware
Research Notes
  • OpenCode: Fully-featured, runs entirely on local machine
  • llama.cpp: Focus on sharding (splitting models across GPUs)
  • VulkanIlm: Fast local LLM inference on AMD, Intel, NVIDIA GPUs — no CUDA required
  • ModelScope: Alternative model hosting platform
  • Moore Threads: Chinese GPU manufacturer for AI workloads

3. System Research

Description
Operating system research, kernel development, and computing architecture studies.
Statistics
3 research topics | Systems and architecture
Research Index
Topic Wiki Page Description
Kernel Debugging Understanding & Fixing Kernel Panics 260212 Kernel panic diagnosis
Computing Architecture Computing_Layers_260206 Computing layer analysis
Browser Development Ladybird-251231 Ladybird browser research

Research Statistics

Research Section Summary
Category Topics Primary Focus
Civilization Infrastructure 6 Sustainable infrastructure, open hardware
Local AI & LLMs 5 Local AI inference, open models
System Research 3 Kernel, architecture, browsers
Total 14+ Technology exploration
Research Methodology
Technologies are evaluated for:
* Open source licensing
* Self-hosting capability
* Practical applicability
* Community support
Active Monitoring
GitHub discussions, technology forums, research publications
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