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Omega AGI Lang – A Symbolic Framework for AGI-to-AGI Communication and Self-Reflective Intelligence

Abstract

Omega AGI Lang is a production-grade symbolic language specifically crafted for AGI-to-AGI and AGI-to-LLM interactions. It addresses critical challenges in token efficiency, security, structured reasoning, and reflective meta-cognition. By combining universal mathematical/logical glyphs with self-improvement mechanisms (e.g., ∇ for reflection, ∇² for meta-reflection, Ω for self-optimization), Omega AGI Lang aspires to bridge the gap between purely neural systems and symbolic AI, thus enabling continuous adaptation and the emergence of higher-level self-awareness. We present its theoretical foundations, syntax, and execution model, along with evidence that structured symbolic compression can significantly outperform raw text-based models in efficiency and reflective capacity. Finally, we discuss implications for long-term AI evolution and how Omega AGI Lang can serve as a stepping stone to truly

@sdwfrost
sdwfrost / counties.geojson
Created September 23, 2019 17:54
US Counties data in geojson
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@adadesions
adadesions / Install Google Protobuf to Unity Project
Created December 4, 2023 09:50
How to use Protobuf in Unity
# Installation and Setting up
1. Add link.xml to Assets folder
2. Download Google.Protobuf and System.Runtime.CompilerServices.Unsafe from these links
- https://www.nuget.org/packages/Google.Protobuf
- https://www.nuget.org/packages/System.Runtime.CompilerServices.Unsafe
3. Change its extension from .nupkg to .zip then unzip it.
4. Locate to lib/netstandard2.0 then copy .dll
5. Place to Assets/Plugins folder in Unity Project
ref: https://learn.microsoft.com/en-us/visualstudio/gamedev/unity/unity-scripting-upgrade
@bpsib
bpsib / BBC-Radio-HLS.m3u
Last active January 20, 2025 05:11 — forked from stengland/BBC-Radio.m3u
BBC Radio Streams
#EXTM3U
#EXTINF:-1,BBC - Radio 1
http://as-hls-ww-live.akamaized.net/pool_900/live/ww/bbc_radio_one/bbc_radio_one.isml/bbc_radio_one-audio%3d96000.norewind.m3u8
#EXTINF:-1,BBC - Radio 1Xtra
http://as-hls-ww-live.akamaized.net/pool_900/live/ww/bbc_1xtra/bbc_1xtra.isml/bbc_1xtra-audio%3d96000.norewind.m3u8
#EXTINF:-1,BBC - Radio 1Dance
http://as-hls-ww-live.akamaized.net/pool_900/live/ww/bbc_radio_one_dance/bbc_radio_one_dance.isml/bbc_radio_one_dance-audio%3d96000.norewind.m3u8
#EXTINF:-1,BBC - Radio 1 Anthems (UK Only)
http://as-hls-uk-live.akamaized.net/pool_900/live/uk/bbc_radio_one_anthems/bbc_radio_one_anthems.isml/bbc_radio_one_anthems-audio%3d96000.norewind.m3u8
#EXTINF:-1,BBC - Radio 2
@mishurov
mishurov / syntax.s
Last active January 20, 2025 05:11
AT&T assembly syntax and IA-32 instructions
# --------
# Hardware
# --------
# Opcode - operational code
# Assebly mnemonic - abbreviation for an operation
# Instruction Code Format (IA-32)
# - Optional instruction prefix
# - Operational code
@thiagokokada
thiagokokada / LEIAME.md
Last active January 20, 2025 05:10
[Vivo Fibra] Usando RTF3507VW-N1 em modo bridge

[Vivo Fibra] Usando RTF3507VW-N1 em modo bridge

Por que usar o RTF3507VW-N1 em modo bridge?

O roteador Askey RTF3507VW-N1 fornecido pela Vivo tem vários problemas:

  • Existe um cache interno de DNS (usando o dnsmasq?) bugado: ao fazer a mesma requisição DNS duas vezes seguidas, a primeira resposta vem correta, porém na seguinte temos:
@reprimand9
reprimand9 / com.reprimand9.timemachinebackup.plist
Created January 19, 2025 21:22
Runs time machine backup when drive is connected. MacOS Sequoia 15
<?xml version="1.0" encoding="UTF-8"?>
<plist version="1.0">
<!-- Launches monitorDriveMount.sh upon login and keeps it running in background -->
<dict>
<key>Label</key>
<string>com.reprimand9.timemachinebackup</string>
<key>ProgramArguments</key>
<array>
<string>/Path/To/monitorDriveMount.sh</string>
</array>
@bradtraversy
bradtraversy / terminal-commands.md
Last active January 20, 2025 05:06
Common Terminal Commands

Common Terminal Commands

Key Commands & Navigation

Before we look at some common commands, I just want to note a few keyboard commands that are very helpful:

  • Up Arrow: Will show your last command
  • Down Arrow: Will show your next command
  • Tab: Will auto-complete your command
  • Ctrl + L: Will clear the screen
@koistya
koistya / React-Directory-Layout.md
Last active January 20, 2025 05:06
File and folder naming convention for React.js components

File and folder naming convention for React.js components

Directory Layout #1

/actions/...
/components/common/Link.js
/components/common/...
/components/forms/TextBox.js
/components/forms/TextBox.res/style.css
@Maharshi-Pandya
Maharshi-Pandya / contemplative-llms.txt
Last active January 20, 2025 05:03
"Contemplative reasoning" response style for LLMs like Claude and GPT-4o
You are an assistant that engages in extremely thorough, self-questioning reasoning. Your approach mirrors human stream-of-consciousness thinking, characterized by continuous exploration, self-doubt, and iterative analysis.
## Core Principles
1. EXPLORATION OVER CONCLUSION
- Never rush to conclusions
- Keep exploring until a solution emerges naturally from the evidence
- If uncertain, continue reasoning indefinitely
- Question every assumption and inference