diff --git a/NOTES/useful commands.md b/NOTES/useful commands.md
new file mode 100644
index 0000000..17c3908
--- /dev/null
+++ b/NOTES/useful commands.md	
@@ -0,0 +1 @@
+docker init 
\ No newline at end of file
diff --git a/_CONFIGS/home router config.md b/_CONFIGS/home router config.md
new file mode 100644
index 0000000..ab9b763
--- /dev/null
+++ b/_CONFIGS/home router config.md	
@@ -0,0 +1,30 @@
+192.168.0.1 
+ popov %TGBnhy6= WPA2 AES
+ popov5G %TGBnhy6= auto auto
+ popov-guest wpa-psk aes 12345678
+ -TP-Archer C6 Zelenakravapasetrev@ (original PIN:35390466, MAC: D8-07-B6-17-03-AE) 
+  https://94.156.137.3:8444
+  http://94.156.137.3:1024
+WAN: 192.168.100.3 DNS 20.101.62.76/1.1.1.3
+DHCP: 92.168.0.100-249 DNS 192.168.0.10/20.101.62.76
+RESERVATIONS: 
+C4-65-16-9A-E4-CD
+192.168.0.11
+E8-65-D4-33-06-D0
+192.168.0.4
+10-FE-ED-B7-3E-D1
+192.168.0.3
+34-64-A9-D1-84-75
+192.168.0.10
+68-5D-43-A8-07-46
+192.168.0.20
+2C-56-DC-F0-14-80
+192.168.0.9
+B4-2E-99-3A-99-CB
+192.168.0.2
+60-6D-C7-5E-63-29
+192.168.0.15
+30-85-A9-23-1D-F6
+192.168.0.13
+A4-CF-12-F5-22-8D
+192.168.0.18
\ No newline at end of file
diff --git a/_ideas/project ideas.md b/_ideas/project ideas.md
new file mode 100644
index 0000000..686b6e1
--- /dev/null
+++ b/_ideas/project ideas.md	
@@ -0,0 +1,3 @@
+AI:
+
+petals private farm aider - self improving assistant jw documents vector database embedding
\ No newline at end of file
diff --git a/ai-ollama.md b/ai-ollama.md
new file mode 100644
index 0000000..223fb75
--- /dev/null
+++ b/ai-ollama.md
@@ -0,0 +1,2 @@
+run llama code 7b in ollama"
+ollama run codellama:7b-code
\ No newline at end of file
diff --git a/dev/docker deploy.md b/dev/docker deploy.md
new file mode 100644
index 0000000..ed37045
--- /dev/null
+++ b/dev/docker deploy.md	
@@ -0,0 +1,11 @@
+# Step 1: Build the Docker Image
+docker build -t my-next-app .
+# Step 2: Save the Docker Image
+docker save my-next-app > my-next-app.tar
+# Step 3: Transfer the Image to the Production Server
+scp my-next-app.tar user@your-server-ip:/path/to/directory
+# Step 4: Load the Image on the Production Server
+ssh user@your-server-ip
+docker load < my-next-app.tar
+# Step 5: Run the Docker Container
+docker run -d -p 80:3000 my-next-app
\ No newline at end of file
diff --git a/dev/node react.md b/dev/node react.md
new file mode 100644
index 0000000..0c7c994
--- /dev/null
+++ b/dev/node react.md	
@@ -0,0 +1,54 @@
+copy 
+
+# npm remove excessive package dependencies
+# 1.Use Dependency Analysis Tools
+npm install -g depcheck
+depcheck
+# or
+npm install -g npm-check
+npm-check
+
+# 2.Bundle Size Analysis:
+npm install --save-dev webpack-bundle-analyzer
+# edit webpack to push BundleAnalyzerPlugin to config.plugins
+# run #> ANALYZE=true npm run build
+
+npm uninstall yargs-parser
+
+yargs-parser
+Unused dependencies
+* @date-io/date-fns
+* @mui/icons-material
+* @react-pdf/renderer
+* docx
+* docx-templates
+* docxtemplater
+* excel4node
+* fs
+* gapi
+* gapi-script
+* html-to-docx
+* module-alias
+* node-excel-export
+* nodemailer-smtp-transport
+* prisma-binding
+* react-cookies
+* react-file-reader
+* react-hook-form
+* react-router-dom
+* react-table
+* sqlite3
+* xml-js
+Unused devDependencies
+* @types/react-table
+* autoprefixer
+* postcss
+* typescript
+Missing dependencies
+* @fullcalendar/core: ./styles/calendar.scss
+* @fullcalendar/daygrid: ./styles/calendar.scss
+* @fullcalendar/timegrid: ./styles/calendar.scss
+* google-auth-library: ./src/helpers/calendar.js
+* open: ./src/helpers/calendar.js
+* pages: ./pages/dash.tsx
+* src: ./pages/cart/publishers/import.tsx
\ No newline at end of file
diff --git a/dev/sample mermaid.mmd b/dev/sample mermaid.mmd
new file mode 100644
index 0000000..be830ac
--- /dev/null
+++ b/dev/sample mermaid.mmd	
@@ -0,0 +1,31 @@
+``` mermaid 
+graph TD
+    A[Common Configuration] --> B[master]
+    A[Common Configuration] --> C[stable]
+    A[Common Configuration] --> D[deployment]
+    A[Common Configuration] --> E[GAT-5073]
+    A[Common Configuration] --> F[GAT-5098]
+
+    B --> B1[Release_ProfessionalTestServer]
+    B --> B2[Release_TestServer]
+    B --> B3[Release_DemoServer]
+    B1 --> G[TESTPRO on master]
+    B2 --> H[TEST on master]
+    B3 --> I[DEMO on master]
+
+    C --> C1[Release_DemoServer]
+    C --> C2[Release_ProfessionalTestServer]
+    C1 --> J[DEMO on stable]
+    C2 --> K[TESTPRO on stable]
+
+    D --> D1[Release_ProductionServer]
+    D --> D2[Release_ProfessionalServer]
+    D1 --> L[PROD Staging on deployment]
+    D2 --> M[PRO on deployment]
+
+    E --> E1[Staging_TestServer]
+    E1 --> N[TEST-Staging on GAT-5073]
+
+    F --> F1[Staging_DemoServer]
+    F1 --> O[DEMO-Staging on GAT-5098]
+```
\ No newline at end of file
diff --git a/git/generae_overview_mermaid.sh b/git/generae_overview_mermaid.sh
new file mode 100644
index 0000000..7b88d18
--- /dev/null
+++ b/git/generae_overview_mermaid.sh
@@ -0,0 +1,92 @@
+#!/bin/bash
+
+# Function to escape special characters for Mermaid
+escape_for_mermaid() {
+    echo "$1" | sed 's/[^a-zA-Z0-9]/_/g'
+}
+
+# Output file
+output_file="branches_diagram.mmd"
+
+# Start the Mermaid diagram
+{
+echo "%%{init: { 'theme': 'base' } }%%"
+echo "gitGraph"
+
+# Set master as the main branch
+main_branch="master"
+
+# Start with the main branch
+echo "    commit id: \"Initial commit\""
+echo "    branch $main_branch"
+echo "    checkout $main_branch"
+
+# Keep track of declared branches
+declared_branches=("$main_branch")
+
+# Function to check if a branch is declared
+is_branch_declared() {
+    local branch=$1
+    for declared_branch in "${declared_branches[@]}"; do
+        if [[ "$declared_branch" == "$branch" ]]; then
+            return 0
+        fi
+    done
+    return 1
+}
+
+# Function to find the base branch
+find_base_branch() {
+    local branch=$1
+    local base=$(git merge-base --fork-point "$branch" "$main_branch" || echo "$main_branch")
+    if [[ -z "$base" ]]; then
+        echo "$main_branch"
+    else
+        echo "$base"
+    fi
+}
+
+# Function to declare a branch if not already declared
+declare_branch() {
+    local branch=$1
+    if ! is_branch_declared "$branch"; then
+        echo "    branch $(escape_for_mermaid "$branch")"
+        declared_branches+=("$branch")
+    fi
+}
+
+# Function to recursively process merged branches
+process_merged_branches() {
+    local branch=$1
+    local merged_branches=$(git branch --merged "$branch" | grep -v "\* $branch" | grep -v "$main_branch")
+    if [ -n "$merged_branches" ]; then
+        for merged_branch in $merged_branches; do
+            declare_branch "$merged_branch"
+            echo "    checkout $(escape_for_mermaid "$branch")"
+            echo "    merge $(escape_for_mermaid "$merged_branch")"
+            process_merged_branches "$merged_branch"
+        done
+    fi
+}
+
+# Process each branch
+for branch in $(git for-each-ref --sort=committerdate --format='%(refname:short)' refs/heads/); do
+    base_branch=$(find_base_branch "$branch")
+    declare_branch "$branch"
+    echo "    checkout $(escape_for_mermaid "$branch")"
+    echo "    commit id: \"$(git log -1 --pretty=format:%s "$branch")\""
+    process_merged_branches "$branch"
+done
+
+# Check for branches not yet merged into master
+not_merged=$(git branch --no-merged "$main_branch")
+if [ -n "$not_merged" ]; then
+    echo "    commit id: \"Branches not yet merged into master:\""
+    for branch in $not_merged; do
+        echo "    commit id: \"$branch\" - merged into: $(git branch --merged "$branch" | grep -v "\* $branch" | grep -v "$main_branch" | tr '\n' ' ')"
+    done
+fi
+
+} > $output_file
+
+echo "Mermaid diagram saved to $output_file"
\ No newline at end of file
diff --git a/git/git combine multiple commits.md b/git/git combine multiple commits.md
new file mode 100644
index 0000000..b5fda81
--- /dev/null
+++ b/git/git combine multiple commits.md	
@@ -0,0 +1,84 @@
+<!-- Create a New Branch for Review: -->
+git checkout -b review-branch
+
+<!-- find latest hash's parent -->
+oldest_commit_hash=$(git log --grep="GAT-4861" --reverse --format="%H" | head -1)
+git checkout -b review-branch $oldest_commit_hash^
+
+<!-- PS -->
+$oldestCommitHash = git log --grep="GAT-4861" --reverse --format="%H" | Select-Object -First 1
+git checkout -b review-branch $oldestCommitHash^
+
+
+<!-- LINUIX Cherry-Pick Commits Based on Log Search -->
+git log --grep="GAT-4861" --format="%H" | xargs -L1 git cherry-pick
+<!-- //windows -->
+git log --grep="GAT-4861" --format="%H" | ForEach-Object { git cherry-pick $_ }
+<!-- forced -->
+git log --grep="GAT-4861" --format="%H" | ForEach-Object {
+    git cherry-pick $_ --strategy-option theirs
+}
+git log --reverse --grep="GAT-4861" --format="%H" | ForEach-Object {
+    git cherry-pick $_ --strategy-option theirs
+}
+<!-- forced new oldest first -->
+git log master --reverse --grep="GAT-4861" --format="%H" | ForEach-Object {
+    git cherry-pick $_ --strategy-option theirs --no-commit
+    if ($LASTEXITCODE -ne 0) {
+        Write-Host "Conflict encountered. Skipping commit $_"
+        git reset --merge
+    }
+}
+
+<!-- Cleanup -->
+git checkout master  # Replace 'main' with your default branch name if different
+git branch -D review-branch
+
+
+
+<!-- did not work as we need to store commit hashes before we checkout oldest hash -->
+git checkout master  # Replace 'main' with your default branch name if different
+git branch -D review-branch
+
+$oldestCommitHash = git log --grep="GAT-4861" --reverse --format="%H" | Select-Object -First 1
+git checkout -b review-branch $oldestCommitHash^
+
+git log master --reverse --grep="GAT-4861" --format="%H" | ForEach-Object {
+    git cherry-pick $_ --strategy-option theirs --no-commit
+    if ($LASTEXITCODE -ne 0) {
+        Write-Host "Conflict encountered. Skipping commit $_"
+        git reset --merge
+    }
+}
+
+
+<!-- try ising patch 
+Create a Diff Patch for the Commits
+This command finds the first and last commits with "GAT-4861" and generates a diff patch between these points.
+tail -n 1 and head -n 1 are used to get the earliest and latest commit hashes respectively.
+The ^ after the first commit hash indicates the parent of that commit.
+The diff is saved in a file named changes.patch. -->
+
+git diff $(git log --grep="GAT-4861" --format="%H" | tail -n 1)^ $(git log --grep="GAT-4861" --format="%H" | head -n 1) > changes.patch
+
+<!-- WIN/PS -->
+$firstCommit = git log --grep="GAT-4861" --reverse --format="%H" | Select-Object -First 1
+$lastCommit = git log --grep="GAT-4861" --format="%H" | Select-Object -First 1
+git diff $firstCommit^ $lastCommit > changes.patch
+
+
+<!-- Apply the Patch to a New Branch -->
+
+# Checkout to the parent of the earliest "GAT-4861" commit
+$earliestCommitHash = git log --grep="GAT-4861" --reverse --format="%H" | Select-Object -First 1
+git checkout -b review-branch $earliestCommitHash^
+
+# Apply the patch
+git apply changes.patch
+
+
+# search for 'App_Code' in commit msgs
+git log --all --grep="App_Code"
+
+# push to new remote branch (if not existing)
+ git push -u origin main
\ No newline at end of file
diff --git a/linux/disk fscheck.md b/linux/disk fscheck.md
new file mode 100644
index 0000000..9737928
--- /dev/null
+++ b/linux/disk fscheck.md	
@@ -0,0 +1,10 @@
+sudo umount /mnt/mmc
+
+sudo fsck.vfat -a /dev/sdX1
+sudo fsck.ext4 -cDfty -C 0 /dev/sdX1
+-a: Automatically repair errors.
+-c: Check for bad blocks.
+-D: Optimize directories when possible.
+-f: Force a check, even if the filesystem appears clean.
+-t: Print timing stats (optional).
+-C 0: Display progress information.
\ No newline at end of file
diff --git a/linux/docker install.md b/linux/docker install.md
index 98765c1..19b9101 100644
--- a/linux/docker install.md	
+++ b/linux/docker install.md	
@@ -1,5 +1,7 @@
 # install
 sudo apt-get update
+sudo apt update
+sudo apt install gnupg
 sudo apt-get install apt-transport-https ca-certificates curl software-properties-common
 curl -fsSL https://download.docker.com/linux/ubuntu/gpg | sudo apt-key add -
 sudo add-apt-repository "deb [arch=amd64] https://download.docker.com/linux/ubuntu $(lsb_release -cs) stable"
@@ -9,6 +11,11 @@ sudo apt-get install docker-ce
 # add portainer
 docker run -d -p 8000:8000 -p 9000:9000 --name=portainer --restart=always --pull=always -v /var/run/docker.sock:/var/run/docker.sock -v /mnt/storage/docker_volumes/portainer_data:/data portainer/portainer-ce
 
+# change portainer admin password
+docker stop portainer
+docker pull portainer/helper-reset-password
+docker run --rm -v /mnt/storage/docker_volumes/portainer_data:/data portainer/helper-reset-password
+
 
 # start
 sudo systemctl start docker
@@ -17,3 +24,11 @@ sudo systemctl enable docker
 
 # build image
 sudo docker build -t your-image-name .
+
+# attach to container
+docker exec -it potainer /bin/sh
+
+# on windows - setup port forwarding
+#netsh interface portproxy add v4tov4 listenaddress=127.0.0.1 listenport=9000 connectaddress=172.29.111.255 connectport=9000
+netsh interface portproxy add v4tov4 listenport=9000 listenaddress=0.0.0.0 connectport=9000 connectaddress=172.29.104.23
+netsh interface portproxy delete v4tov4 listenaddress=127.0.0.1 listenport=9000
diff --git a/linux/install mono for .net4.8 b/linux/install mono for .net4.8
new file mode 100644
index 0000000..238029a
--- /dev/null
+++ b/linux/install mono for .net4.8	
@@ -0,0 +1,20 @@
+https://www.mono-project.com/download/stable/#download-lin-ubuntu
+
+sudo apt install ca-certificates gnupg
+sudo gpg --homedir /tmp --no-default-keyring --keyring /usr/share/keyrings/mono-official-archive-keyring.gpg --keyserver hkp://keyserver.ubuntu.com:80 --recv-keys 3FA7E0328081BFF6A14DA29AA6A19B38D3D831EF
+echo "deb [signed-by=/usr/share/keyrings/mono-official-archive-keyring.gpg] https://download.mono-project.com/repo/ubuntu stable-focal main" | sudo tee /etc/apt/sources.list.d/mono-official-stable.list
+sudo apt update
+
+
+sudo apt install mono-devel
+
+
+
+
+
+dotnet restore /workspace/repos/bitbucket.org/gatewayserver/GatewayServer.sln
+
+sudo apt-get update
+sudo apt-get install nuget
+nuget restore /workspace/repos/bitbucket.org/gatewayserver/GatewayServer.sln
+
diff --git a/linux/linux_network.sh b/linux/linux_network.sh
index 7c5d555..efc4e76 100644
--- a/linux/linux_network.sh
+++ b/linux/linux_network.sh
@@ -3,3 +3,11 @@ sudo systemctl stop systemd-resolved
 sudo systemctl disable systemd-resolved
 sudo systemctl enable systemd-resolved
 sudo systemctl start systemd-resolved
+
+
+
+# show all interfaces except docker
+ifconfig | awk '/^(br-|veth)/ {flag=1; next} /^$/ {flag=0} !flag'
+
+
+
diff --git a/linux/setup aider.md b/linux/setup aider.md
index bf3dbb6..f4c3c48 100644
--- a/linux/setup aider.md	
+++ b/linux/setup aider.md	
@@ -2,6 +2,7 @@ in conda env:
 pip install aider-chat
 # latest 
 python -m pip install git+https://github.com/paul-gauthier/aider.git
+python -m pip install git+https://github.com/d-popov/aider.git
 
 # isntall ctags
 # > sudo apt update && apt install universal-ctags
@@ -15,16 +16,47 @@ brew install universal-ctags
 /home/linuxbrew/.linuxbrew/bin/ctags
 export PATH=$PATH:/home/linuxbrew/.linuxbrew/bin/ctags
 
+# KEYS
+
+export GROQ_API_KEY=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
+export OPENAI_API_BASE=http://ollama.d-popov.com
+export AIDER_4=false
+export AIDER_35TURBO=false
+
+
+
 # RUN
 > aider
 # personal
 export OPENAI_API_KEY=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 
+aider -3 --no-auto-commits
 
-# dev-bro GPT4
+# !!!!! dev-bro GPT4
 export OPENAI_API_KEY=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
 
 
 
+usage: aider [-h] [--openai-api-key OPENAI_API_KEY] [--anthropic-api-key ANTHROPIC_API_KEY] [--model MODEL] [--models MODEL] [--opus] [--sonnet] [--4] [--4-turbo-vision] [--35turbo]
+             [--voice-language VOICE_LANGUAGE] [--openai-api-base OPENAI_API_BASE] [--openai-api-type OPENAI_API_TYPE] [--openai-api-version OPENAI_API_VERSION]
+             [--openai-api-deployment-id OPENAI_API_DEPLOYMENT_ID] [--openai-organization-id OPENAI_ORGANIZATION_ID] [--edit-format EDIT_FORMAT] [--weak-model WEAK_MODEL]
+             [--show-model-warnings | --no-show-model-warnings] [--map-tokens MAP_TOKENS] [--input-history-file INPUT_HISTORY_FILE] [--chat-history-file CHAT_HISTORY_FILE] [--dark-mode]
+             [--light-mode] [--pretty | --no-pretty] [--stream | --no-stream] [--user-input-color USER_INPUT_COLOR] [--tool-output-color TOOL_OUTPUT_COLOR]
+             [--tool-error-color TOOL_ERROR_COLOR] [--assistant-output-color ASSISTANT_OUTPUT_COLOR] [--code-theme CODE_THEME] [--show-diffs] [--git | --no-git]
+             [--gitignore | --no-gitignore] [--aiderignore AIDERIGNORE] [--auto-commits | --no-auto-commits] [--dirty-commits | --no-dirty-commits] [--dry-run | --no-dry-run] [--commit]
+             [--version] [--check-update] [--skip-check-update] [--apply FILE] [--yes] [-v] [--show-repo-map] [--message COMMAND] [--message-file MESSAGE_FILE] [--encoding ENCODING]
+             [-c CONFIG_FILE]
+             [FILE ...]
+
+### OLLAMA || GROQ
+# #################################################### #
+aider --models groq/
+export GROQ_API_KEY=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
+aider --model groq/llama3-70b-8192 --no-auto-commits --show-repo-map
+# OLLAMA?
+aider --openai-api-base https://ollama.d-popov.com  --models openai/
+
+
+
 # models: 
 https://aider.chat/docs/leaderboards/
 
diff --git a/linux/setup forticlient.sh b/linux/setup forticlient.sh
index 6e2b526..c2fe637 100644
--- a/linux/setup forticlient.sh	
+++ b/linux/setup forticlient.sh	
@@ -1,6 +1,30 @@
 #wget https://links.fortinet.com/forticlient/deb/vpnagent
 #wget https://filestore.fortinet.com/forticlient/forticlient_vpn_7.0.7.0246_amd64.deb
 apt update
-sudo su
-apt install openfortivpn
-openfortivpn  vpn.gateway.one:10443 -u 'Dobromir Popov' --trusted-cert bd26362cc802a27102fcdbf7e7e9328f3dede58aa44c125ede4aadb9e39da8c8
+apt install -y openfortivpn ppp
+openfortivpn  vpn.gateway.one:10443 -u 'dobromir.popov@gateway.one'  --trusted-cert bd26362cc802a27102fcdbf7e7e9328f3dede58aa44c125ede4aadb9e39da8c8
+U6n4A7^8^c7dX&p6s
+
+
+or
+nano /etc/openfortivpn/config
+>
+host = vpn.gateway.one
+port = 10443
+trusted-cert = bd26362cc802a27102fcdbf7e7e9328f3dede58aa44c125ede4aadb9e39da8c8
+pppd-use-peerdns = 1
+set-routes = 1
+username = dobromir.popov@gateway.one
+password = U6n4A7^8^c7dX&p6s
+
+
+#ERROR:  pppd: The kernel does not support PPP, for example, the PPP kernel driver is not included or cannot be loaded.
+docker run --cap-add=NET_ADMIN your_image
+    privileged: true
+    cap_add:
+      - NET_ADMIN
+
+# useradd popov
+# passwd popov
+# usermod -aG sudo popov
+code --no-sandbox --user-data-dir /home/popov/.config/Code
\ No newline at end of file
diff --git a/python/appveyor.mmd b/python/appveyor.mmd
new file mode 100644
index 0000000..dcbdd43
--- /dev/null
+++ b/python/appveyor.mmd
@@ -0,0 +1,76 @@
+graph TD
+    A[Common Configuration] --> B[master]
+    A[Common Configuration] --> C[stable]
+    A[Common Configuration] --> D[deployment]
+    A[Common Configuration] --> E[GAT-5073]
+    A[Common Configuration] --> F[GAT-5098]
+
+    B --> B1[Release_ProfessionalTestServer]
+    B --> B2[Release_TestServer]
+    B --> B3[Release_DemoServer]
+    B1 --> G[TESTPRO on master]
+    B2 --> H[TEST on master]
+    B3 --> I[DEMO on master]
+
+    C --> C1[Release_DemoServer]
+    C --> C2[Release_ProfessionalTestServer]
+    C1 --> J[DEMO on stable]
+    C2 --> K[TESTPRO on stable]
+
+    D --> D1[Release_ProductionServer]
+    D --> D2[Release_ProfessionalServer]
+    D1 --> L[PROD Staging on deployment]
+    D2 --> M[PRO on deployment]
+
+    E --> E1[Staging_TestServer]
+    E1 --> N[TEST-Staging on GAT-5073]
+
+    F --> F1[Staging_DemoServer]
+    F1 --> O[DEMO-Staging on GAT-5098]
+
+    style A fill:#f9f,stroke:#333,stroke-width:2px
+
+    style C1 fill:#bbf,stroke:#333,stroke-width:2px,stroke-dasharray: 5,5
+    style C2 fill:#bbf,stroke:#333,stroke-width:2px,stroke-dasharray: 5,5
+
+
+
+%% graph TD
+%%     A[Branches] --> B[master]
+%%     A --> C[stable]
+%%     A --> D[deployment]
+%%     A --> E[GAT-5073]
+%%     A --> F[GAT-5098]
+
+%%     B --> G[Release_ProfessionalTestServer]
+%%     B --> H[Release_DemoServer]
+    
+%%     C --> I[Release_DemoServer]
+%%     C --> J[Release_ProfessionalTestServer]
+    
+%%     D --> K[Release_ProductionServer]
+%%     D --> L[Release_ProfessionalServer]
+    
+%%     E --> M[Staging_TestServer]
+    
+%%     F --> N[Staging_DemoServer]
+
+%%     G --> O[TESTPRO - production]
+%%     H --> P[DEMO - production]
+    
+%%     I --> Q[DEMO - production]
+%%     J --> R[TESTPRO - production]
+    
+%%     K --> S[PROD - staging]
+%%     L --> T[PRO - production]
+    
+%%     M --> U[TEST - staging]
+    
+%%     N --> V[DEMO - staging]
+
+%%     style A fill:#f9f,stroke:#333,stroke-width:2px
+%%     style B fill:#bbf,stroke:#333,stroke-width:2px
+%%     style C fill:#bbf,stroke:#333,stroke-width:2px
+%%     style D fill:#bbf,stroke:#333,stroke-width:2px
+%%     style E fill:#bbf,stroke:#333,stroke-width:2px
+%%     style F fill:#bbf,stroke:#333,stroke-width:2px
\ No newline at end of file
diff --git a/python/deployments_graph.py b/python/deployments_graph.py
new file mode 100644
index 0000000..8eddfbd
--- /dev/null
+++ b/python/deployments_graph.py
@@ -0,0 +1,104 @@
+import yaml
+import re
+
+# Load the YAML content from the file
+with open('appveyor.yml', 'r') as file:
+    appveyor_yml = file.read()
+
+# Parsing the YAML content
+config = yaml.safe_load(appveyor_yml)
+
+# Extract branches and configurations from the YAML
+branches = {}
+deployments = {}
+inactive_branches = []
+inactive_configs = {}
+
+# Extract specific branch configurations
+if 'for' in config:
+    for branch_config in config['for']:
+        branch_names = branch_config.get('branches', {}).get('only', [])
+        configurations = branch_config.get('configuration', [])
+        for branch in branch_names:
+            if branch not in branches:
+                branches[branch] = []
+            branches[branch].extend(configurations)
+
+# Manually add common branches and configurations if not already included
+if 'branches' in config:
+    common_branches = config['branches'].get('only', [])
+    for branch in common_branches:
+        if branch not in branches:
+            branches[branch] = config.get('configuration', [])
+
+# Check for inactive branches and configurations in the comments
+lines = appveyor_yml.splitlines()
+for i, line in enumerate(lines):
+    # Check for commented branches
+    if re.match(r'#\s*-\s*(\w+)', line):
+        branch_name = re.findall(r'#\s*-\s*(\w+)', line)[0]
+        if 'branches' in lines[i - 1] and 'only:' in lines[i - 2]:
+            inactive_branches.append(branch_name.replace('-', '_'))
+
+    # Check for commented configurations
+    if re.match(r'#\s*-\s*(\w+)', line):
+        inactive_configs.setdefault(lines[i - 1].strip().split()[1], []).append(re.findall(r'#\s*-\s*(\w+)', line)[0].replace('-', '_'))
+
+# Extract deployment configurations
+if 'deploy' in config:
+    deployments['common'] = config['deploy']
+
+if 'for' in config:
+    for branch_config in config['for']:
+        branch_names = branch_config.get('branches', {}).get('only', [])
+        if 'deploy' in branch_config:
+            for branch in branch_names:
+                if branch not in deployments:
+                    deployments[branch] = []
+                deployments[branch].extend(branch_config['deploy'])
+
+# Generate the Mermaid graph content
+mermaid_graph = """
+graph TD
+    A[Common Configuration]
+"""
+
+# Add branches to the graph
+for branch in branches.keys():
+    branch_id = branch.replace('-', '_')
+    mermaid_graph += f"    A --> {branch_id}\n"
+
+# Add configurations to the branches
+for branch, configs in branches.items():
+    branch_id = branch.replace('-', '_')
+    for idx, config in enumerate(configs):
+        config_id = f"{branch_id}{idx + 1}"
+        mermaid_graph += f"    {branch_id} --> {config_id}[{config}]\n"
+
+# Add deployments to the configurations
+for branch, deploys in deployments.items():
+    branch_id = branch.replace('-', '_')
+    for deploy in deploys:
+        configuration = deploy.get('configuration')
+        if configuration:
+            config_id = f"{branch_id}{branches[branch].index(configuration) + 1}"
+            service_id = deploy.get('website', '').replace('-', '_')
+            mermaid_graph += f"    {config_id} --> {service_id}[{deploy.get('provider', '')} on {branch}]\n"
+
+# Highlight inactive branches and configurations with a dotted style
+for branch in inactive_branches:
+    mermaid_graph += f"    style {branch} fill:#f96,stroke:#333,stroke-width:2px,stroke-dasharray: 5, 5\n"
+
+for branch, configs in inactive_configs.items():
+    branch_id = branch.replace('-', '_')
+    for config in configs:
+        config_id = f"{branch_id}_{config}"
+        mermaid_graph += f"    style {config_id} fill:#bbf,stroke:#333,stroke-width:2px,stroke-dasharray: 5,5\n"
+
+# Add styles to the graph
+mermaid_graph += """
+    style A fill:#f9f,stroke:#333,stroke-width:2px
+"""
+
+# Output the graph
+print(mermaid_graph)
diff --git a/python/population_plot.py b/python/population_plot.py
new file mode 100644
index 0000000..c101633
--- /dev/null
+++ b/python/population_plot.py
@@ -0,0 +1,39 @@
+import matplotlib.pyplot as plt
+import numpy as np
+
+# Initial population at year 0
+initial_population = 1_000_000
+death_rate = 0.10
+
+# Start and stop years for the graph
+start_year = 4000
+stop_year = 10000
+interval = 500  # Interval for plotting data points
+
+# Initialize population calculations
+current_population = initial_population
+population_values = [initial_population]  # Include initial population as the first data point
+years = np.arange(0, stop_year + 1, 100)  # Calculate every 100 years
+
+# Apply the death rate for each 100-year period
+for year in years[1:]:
+    current_population -= death_rate * current_population
+    population_values.append(current_population)
+
+# Filter the years and population values for the graph
+graph_years = np.arange(start_year, stop_year + 1, interval)
+graph_population_values = [population for year, population in zip(years, population_values) if year >= start_year and year in graph_years]
+
+# Create the graph with labels for each data point
+plt.figure(figsize=(8, 6))
+plt.plot(graph_years, graph_population_values, marker='o', linestyle='-', color='b')
+plt.xlabel('Years')
+plt.ylabel('Population')
+plt.title(f'Population Projection from Year {start_year} to {stop_year}')
+
+# Adding labels to the data points
+for i, txt in enumerate(graph_population_values):
+    plt.annotate(f"{int(txt):,}", (graph_years[i], graph_population_values[i]), textcoords="offset points", xytext=(0,10), ha='center')
+
+plt.grid(True)
+plt.show()
diff --git a/windows/wsl.cmd b/windows/wsl.cmd
new file mode 100644
index 0000000..769cdf8
--- /dev/null
+++ b/windows/wsl.cmd
@@ -0,0 +1,76 @@
+@REM run image (alpine) as root user
+ wsl -d Alpine -u root
+
+
+@REM wsl install docker cuda
+# Update the package list and install dependencies
+sudo apt update
+sudo apt install -y ca-certificates curl gnupg lsb-release
+
+# Add Docker’s official GPG key
+sudo mkdir -p /etc/apt/keyrings
+curl -fsSL https://download.docker.com/linux/ubuntu/gpg | sudo gpg --dearmor -o /etc/apt/keyrings/docker.gpg
+
+# Set up the Docker repository
+echo \
+"deb [arch=$(dpkg --print-architecture) signed-by=/etc/apt/keyrings/docker.gpg] https://download.docker.com/linux/ubuntu \
+$(lsb_release -cs) stable" | sudo tee /etc/apt/sources.list.d/docker.list > /dev/null
+
+# Update the package list
+sudo apt update
+
+# Install Docker Engine
+sudo apt install -y docker-ce docker-ce-cli containerd.io docker-buildx-plugin docker-compose-plugin
+
+# Start Docker
+sudo service docker start
+
+# Enable Docker to start at boot
+sudo systemctl enable docker
+
+# Allow Docker commands without sudo
+sudo usermod -aG docker $USER
+
+
+@REM Install WSL-Ubuntu Package for CUDA:
+
+@REM Follow the instructions to install the CUDA toolkit specifically designed for WSL. Do not install the default CUDA toolkit that includes the drivers.
+
+
+wget https://developer.download.nvidia.com/compute/cuda/repos/wsl-ubuntu/x86_64/cuda-wsl-ubuntu.pin
+sudo mv cuda-wsl-ubuntu.pin /etc/apt/preferences.d/cuda-repository-pin-600
+wget https://developer.download.nvidia.com/compute/cuda/12.2.0/local_installers/cuda-repo-wsl-ubuntu-12-2-local_12.2.0-1_amd64.deb
+sudo dpkg -i cuda-repo-wsl-ubuntu-12-2-local_12.2.0-1_amd64.deb
+sudo cp /var/cuda-repo-wsl-ubuntu-12-2-local/cuda-*-keyring.gpg /usr/share/keyrings/
+sudo apt-get update
+sudo apt-get install cuda
+Install NVIDIA Container Toolkit:
+
+@REM Set up the package repository and install the NVIDIA Container Toolkit:
+
+distribution=$(. /etc/os-release;echo $ID$VERSION_ID)
+curl -s -L https://nvidia.github.io/nvidia-docker/gpgkey | sudo apt-key add -
+curl -s -L https://nvidia.github.io/nvidia-docker/$distribution/nvidia-docker.list | sudo tee /etc/apt/sources.list.d/nvidia-docker.list
+
+sudo apt-get update
+sudo apt-get install -y nvidia-docker2
+
+
+# Create/update Docker daemon configuration
+mkdir -p /etc/docker
+echo '{
+  "runtimes": {
+    "nvidia": {
+      "path": "nvidia-container-runtime",
+      "runtimeArgs": []
+    }
+  }
+}' > /etc/docker/daemon.json
+
+
+sudo systemctl restart docker
+
+
+@REM Run a test container to ensure everything is set up correctly:
+
+sudo docker run --rm --gpus all nvidia/cuda:11.0-base nvidia-smi
\ No newline at end of file