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= Research =
= Research =


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


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


{| class="wikitable"
Open source technologies for rebuilding civilization infrastructure.
|+ Research Categories
! Category !! Topics !! Description
|-
| '''[[#Civilization_Infrastructure|1. Civilization Infrastructure]]''' || 6 || Open source machinery, mesh networks, hardware
|-
| '''[[#Local_AI|2. Local AI & LLMs]]''' || 5 || Local large language models, inference
|-
| '''[[#System_Research|3. System Research]]''' || 3 || Kernel, debugging, computing layers
|}


== 1. Civilization Infrastructure ==
* [https://sites.comfac.net/ Comfac Infrastructure] — Open source civilization hub
* [https://www.youtube.com/shorts/QK2z_UimUls Open Source Ecology] — Open source machinery
* [https://sites.comfac.net/city-mesh.html Community Mesh] — Local mesh networks
* [https://sites.comfac.net/national-mesh.html National Mesh] — Federated networks
* [https://sites.comfac.net/freecad.html FreeCAD Project] — National FreeCAD adoption
* [https://github.com/byrantech/laptop Open Source Laptops] — MIT-licensed laptop designs


; Description
== Local AI & LLMs ==
: Open source technologies for rebuilding civilization infrastructure, community networks, and sustainable development.


; Statistics
Locally-hosted large language models and AI tools.
: '''6 research topics''' | Infrastructure and hardware


; Research Index
* [https://github.com/xichen1997/opencode OpenCode] — Open-source Claude Code alternative
{| class="wikitable"
* [https://github.com/ggml-org/llama.cpp llama.cpp] — Local LLM inference
! Topic !! Source !! Description
* [https://github.com/Talnz007/VulkanIlm VulkanIlm] — Vulkan backend for llama.cpp
|-
* [https://modelscope.ai/home ModelScope] — AI model repository
| [https://sites.comfac.net/ Comfac Infrastructure] || Website || Open source civilization infrastructure hub
* [https://github.com/MooreThreads Moore Threads] — GPU acceleration hardware
|-
* [[Lora Basics 260304]] — LORA research
| [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
== System Research ==
* [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 ==
Operating system and computing architecture studies.


; Description
* [[Understanding & Fixing Kernel Panics 260212]] — Kernel debugging
: Research on locally-hosted large language models and AI tools that don't require cloud services.
* [[Computing_Layers_260206]] — Computing layer analysis
* [[Ladybird-251231]] — Ladybird browser development
*[[Repo Index]]
** [[Repo SharedConcepts]]
** [[Repo comfac-hrms CommonEdits]]
** [[Repo comfac-hrms DataModel]]
** [[Repo comfac-hrms DirectoryMap]]
** [[Repo comfac-hrms EntryPoints]]
** [[Repo comfac-hrms ExtensionPoints]]
** [[Repo comfac-hrms Overview]]
** [[Repo comfac-webshop CommonEdits]]
** [[Repo comfac-webshop DataModel]]
** [[Repo comfac-webshop DirectoryMap]]
** [[Repo comfac-webshop EntryPoints]]
** [[Repo comfac-webshop ExtensionPoints]]
** [[Repo comfac-webshop Overview]]


; Statistics
== Development Tools ==
: '''5 research topics''' | Local AI inference


; Research Index
* [[FreeCAD Workbench Development Kit]] — FreeCAD workbench development
{| class="wikitable"
* [[Local Pocket TTS 260124]] — Local text-to-speech
! Project !! Language/Platform !! Description
* [[Grammar Spelling model LibreOffice and Firefox models 260214]] — Local AI models
|-
| [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
|-
|[[Lora Basics 260304]]
|
|Research into LORAs
|}


; Research Notes
== Learning Techniques ==
* OpenCode: Fully-featured, runs entirely on local machine
* [[Spaced Repetition and Active Recall]]
* llama.cpp: Focus on sharding (splitting models across GPUs)
* https://en.wikipedia.org/wiki/Anki_(software)
* VulkanIlm: Fast local LLM inference on AMD, Intel, NVIDIA GPUs — no CUDA required
* https://apps.ankiweb.net/
* ModelScope: Alternative model hosting platform
* https://ankiweb.net
* Moore Threads: Chinese GPU manufacturer for AI workloads
* https://ankiweb.net/shared/decks
 
== 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:Research]]
[[Category:Technology]]
[[Category:Technology]]
[[Category:Exploration]]
[[Category:Exploration]]
[[Category:Index]]

Latest revision as of 16:59, 9 March 2026

Research

Technology exploration, emerging tools, and development notes.

Civilization Infrastructure

Open source technologies for rebuilding civilization infrastructure.

Local AI & LLMs

Locally-hosted large language models and AI tools.

System Research

Operating system and computing architecture studies.

Development Tools

Learning Techniques

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