diff --git a/.a0proj/memory/index.faiss b/.a0proj/memory/index.faiss
index 137b266..731d491 100644
Binary files a/.a0proj/memory/index.faiss and b/.a0proj/memory/index.faiss differ
diff --git a/.a0proj/memory/index.faiss.sha256 b/.a0proj/memory/index.faiss.sha256
index db2384d..e87d7f7 100644
--- a/.a0proj/memory/index.faiss.sha256
+++ b/.a0proj/memory/index.faiss.sha256
@@ -1 +1 @@
-c2a292d7913ab63077b072cdabe7bccf0f64dbf3824975001b58539db4f3bf5d
\ No newline at end of file
+8e95e0e8cec343042859ef1896dffae2d6bfba986fa2daeaf86600f62e39f71c
\ No newline at end of file
diff --git a/.a0proj/memory/index.pkl b/.a0proj/memory/index.pkl
index 85be656..d1fe0d0 100644
Binary files a/.a0proj/memory/index.pkl and b/.a0proj/memory/index.pkl differ
diff --git a/.a0proj/variables.env b/.a0proj/variables.env
index 3645c2a..f19a66a 100644
--- a/.a0proj/variables.env
+++ b/.a0proj/variables.env
@@ -1,3 +1,3 @@
-EMBEDDING_MODEL=mxbai-embed-large:latest
+EMBEDDING_MODEL=BAAI/bge-m3
 OLLAMA_HOST=http://ares.moon-dragon.us:11435
 LLM_MODEL=qwen3.5:9b
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
deleted file mode 100644
index f1f5a25..0000000
--- a/.github/workflows/ci.yml
+++ /dev/null
@@ -1,150 +0,0 @@
-name: CI Pipeline
-
-on:
-  push:
-    branches: [ master, develop ]
-  pull_request:
-    branches: [ master ]
-
-env:
-  CARGO_TERM_COLOR: always
-  RUST_BACKTRACE: 1
-
-jobs:
-  fmt:
-    name: Code Format
-    runs-on: linux
-    container: node:18
-    steps:
-      - uses: actions/checkout@v4
-        with:
-          fetch-depth: 0
-      - uses: dtolnay/rust-toolchain@stable
-        with:
-          components: rustfmt
-      - name: Check formatting
-        run: cargo fmt --all -- --check
-
-  clippy:
-    name: Clippy Lints
-    runs-on: linux
-    container: node:18
-    steps:
-      - uses: actions/checkout@v4
-        with:
-          fetch-depth: 0
-      - name: Install system dependencies
-        run: |
-          apt-get update
-          apt-get install -y libsystemd-dev pkg-config
-      - uses: dtolnay/rust-toolchain@stable
-        with:
-          components: clippy
-      - name: Cache cargo
-        uses: Swatinem/rust-cache@v2
-      - name: Run clippy
-        run: cargo clippy --all-targets --all-features -- -D warnings
-
-  test:
-    name: Unit Tests
-    runs-on: linux
-    container: node:18
-    steps:
-      - uses: actions/checkout@v4
-        with:
-          fetch-depth: 0
-      - name: Install system dependencies
-        run: |
-          apt-get update
-          apt-get install -y libsystemd-dev pkg-config
-      - uses: dtolnay/rust-toolchain@stable
-      - name: Cache cargo
-        uses: Swatinem/rust-cache@v2
-      - name: Run tests
-        run: cargo test --all-features
-
-  audit:
-    name: Security Audit
-    runs-on: linux
-    container: node:18
-    steps:
-      - uses: actions/checkout@v4
-        with:
-          fetch-depth: 0
-      - name: Install system dependencies
-        run: |
-          apt-get update
-          apt-get install -y libsystemd-dev pkg-config
-      - uses: dtolnay/rust-toolchain@stable
-      - name: Run cargo-audit
-        run: |
-          cargo install cargo-audit
-          cargo audit
-
-  build-deb:
-    name: Build Debian Package
-    runs-on: linux
-    container: node:18-bookworm
-    steps:
-      - uses: actions/checkout@v4
-        with:
-          fetch-depth: 0
-      - uses: dtolnay/rust-toolchain@stable
-      - name: Install build dependencies
-        run: |
-          apt-get update
-          apt-get install -y build-essential debhelper cargo rustc libsystemd-dev pkg-config
-      - name: Build Debian package
-        run: dpkg-buildpackage -us -uc -b
-
-  build-rpm:
-    name: Build RPM Package
-    runs-on: linux
-    container: linux-patch-api-rpm:latest
-    steps:
-      - uses: actions/checkout@v4
-        with:
-          fetch-depth: 0
-      - uses: dtolnay/rust-toolchain@stable
-      - name: Install RPM build tools
-        run: |
-          dnf install -y rpm-build gcc cargo rust systemd-devel pkg-config
-      - name: Build release binary
-        run: cargo build --release
-      - name: Build RPM package
-        run: ./build-rpm.sh
-
-  build-apk:
-    name: Build Alpine Package
-    runs-on: linux
-    container: node:18-alpine
-    steps:
-      - uses: actions/checkout@v4
-        with:
-          fetch-depth: 0
-      - name: Install Rust toolchain
-        run: |
-          apk add --no-cache curl
-          curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh -s -- -y --default-toolchain stable
-          source $HOME/.cargo/env
-      - name: Install build dependencies
-        run: |
-          apk add --no-cache musl-dev openssl-dev git abuild gcc elogind-dev
-      - name: Build APK package
-        run: ./build-alpine.sh
-
-  build-arch:
-    name: Build Arch Package
-    runs-on: linux
-    container: linux-patch-api-arch:latest
-    steps:
-      - uses: actions/checkout@v4
-        with:
-          fetch-depth: 0
-      - name: Install build dependencies
-        run: |
-          pacman -Syu --noconfirm rust cargo systemd git base-devel
-      - name: Build release binary
-        run: cargo build --release
-      - name: Build Arch package
-        run: ./build-arch.sh
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
deleted file mode 100644
index 86146b1..0000000
--- a/.github/workflows/release.yml
+++ /dev/null
@@ -1,182 +0,0 @@
-name: Release Pipeline
-
-on:
-  push:
-    tags: [ 'v*' ]
-
-env:
-  CARGO_TERM_COLOR: always
-  RUST_BACKTRACE: 1
-
-jobs:
-  build-deb:
-    name: Build Debian Package
-    runs-on: linux
-    container: node:18-bookworm
-    steps:
-      - uses: actions/checkout@v4
-        with:
-          fetch-depth: 0
-      - uses: dtolnay/rust-toolchain@stable
-      - name: Install build dependencies
-        run: |
-          apt-get update
-          apt-get install -y build-essential debhelper cargo rustc libsystemd-dev pkg-config
-      - name: Build Debian package
-        run: dpkg-buildpackage -us -uc -b
-      - name: Copy .deb to workspace
-        run: cp ../linux-patch-api_*.deb .
-      - name: Upload to Gitea Release
-        env:
-          GITEA_TOKEN: ${{ secrets.giteatoken }}
-          GITEA_API: https://gitea.moon-dragon.us/api/v1
-        run: |
-          TAG_NAME=${GITHUB_REF#refs/tags/}
-          echo "Tag: $TAG_NAME"
-          FILE=$(ls linux-patch-api_*.deb 2>/dev/null | head -1)
-          [ -z "$FILE" ] && echo "No .deb file found" && exit 0
-          echo "File: $FILE"
-          RELEASE_ID=$(curl -s -H "Authorization: token $GITEA_TOKEN" "$GITEA_API/repos/echo/linux_patch_api/releases/tags/$TAG_NAME" | grep -o '"id":[0-9]*' | head -1 | cut -d: -f2)
-          echo "Release ID: $RELEASE_ID"
-          if [ -z "$RELEASE_ID" ]; then
-            echo "Creating release..."
-            RESPONSE=$(curl -s -X POST -H "Authorization: token $GITEA_TOKEN" -H "Content-Type: application/json" -d "{\"tag_name\": \"$TAG_NAME\", \"name\": \"$TAG_NAME\"}" "$GITEA_API/repos/echo/linux_patch_api/releases")
-            RELEASE_ID=$(echo "$RESPONSE" | grep -o '"id":[0-9]*' | head -1 | cut -d: -f2)
-            echo "Created release ID: $RELEASE_ID"
-          fi
-          if [ -n "$RELEASE_ID" ]; then
-            echo "Uploading $FILE to release $RELEASE_ID..."
-            UPLOAD_RESPONSE=$(curl -s -w "\nHTTP_CODE:%{http_code}" -X POST -H "Authorization: token $GITEA_TOKEN" -F "attachment=@$FILE" "$GITEA_API/repos/echo/linux_patch_api/releases/$RELEASE_ID/assets?name=$(basename $FILE)")
-            HTTP_CODE=$(echo "$UPLOAD_RESPONSE" | grep "HTTP_CODE:" | cut -d: -f2)
-            echo "HTTP Code: $HTTP_CODE"
-            echo "Response: $UPLOAD_RESPONSE"
-            if [ "$HTTP_CODE" != "201" ] && [ "$HTTP_CODE" != "200" ]; then echo "ERROR: Upload failed with HTTP $HTTP_CODE" && exit 1; fi
-            echo "Successfully uploaded $FILE"
-          else echo "ERROR: Could not get release ID" && exit 1; fi
-
-  build-rpm:
-    name: Build RPM Package
-    runs-on: linux
-    container: linux-patch-api-rpm:latest
-    steps:
-      - uses: actions/checkout@v4
-        with:
-          fetch-depth: 0
-      - uses: dtolnay/rust-toolchain@stable
-      - name: Install RPM build tools
-        run: |
-          dnf install -y rpm-build gcc cargo rust systemd-devel pkg-config
-      - name: Build release binary
-        run: cargo build --release
-      - name: Build RPM package
-        run: ./build-rpm.sh
-      - name: Upload to Gitea Release
-        env:
-          GITEA_TOKEN: ${{ secrets.giteatoken }}
-          GITEA_API: https://gitea.moon-dragon.us/api/v1
-        run: |
-          TAG_NAME=${GITHUB_REF#refs/tags/}
-          echo "Tag: $TAG_NAME"
-          FILE=$(ls ~/rpmbuild/RPMS/x86_64/*.rpm 2>/dev/null | head -1)
-          [ -z "$FILE" ] && echo "No .rpm file found" && exit 0
-          echo "File: $FILE"
-          RELEASE_ID=$(curl -s -H "Authorization: token $GITEA_TOKEN" "$GITEA_API/repos/echo/linux_patch_api/releases/tags/$TAG_NAME" | grep -o '"id":[0-9]*' | head -1 | cut -d: -f2)
-          echo "Release ID: $RELEASE_ID"
-          if [ -z "$RELEASE_ID" ]; then
-            RESPONSE=$(curl -s -X POST -H "Authorization: token $GITEA_TOKEN" -H "Content-Type: application/json" -d "{\"tag_name\": \"$TAG_NAME\", \"name\": \"$TAG_NAME\"}" "$GITEA_API/repos/echo/linux_patch_api/releases")
-            RELEASE_ID=$(echo "$RESPONSE" | grep -o '"id":[0-9]*' | head -1 | cut -d: -f2)
-          fi
-          if [ -n "$RELEASE_ID" ]; then
-            echo "Uploading $FILE to release $RELEASE_ID..."
-            UPLOAD_RESPONSE=$(curl -s -w "\nHTTP_CODE:%{http_code}" -X POST -H "Authorization: token $GITEA_TOKEN" -F "attachment=@$FILE" "$GITEA_API/repos/echo/linux_patch_api/releases/$RELEASE_ID/assets?name=$(basename $FILE)")
-            HTTP_CODE=$(echo "$UPLOAD_RESPONSE" | grep "HTTP_CODE:" | cut -d: -f2)
-            echo "HTTP Code: $HTTP_CODE"
-            echo "Response: $UPLOAD_RESPONSE"
-            if [ "$HTTP_CODE" != "201" ] && [ "$HTTP_CODE" != "200" ]; then echo "ERROR: Upload failed" && exit 1; fi
-            echo "Successfully uploaded $FILE"
-          else echo "ERROR: No release ID" && exit 1; fi
-
-  build-apk:
-    name: Build Alpine Package
-    runs-on: linux
-    container: node:18-alpine
-    steps:
-      - uses: actions/checkout@v4
-        with:
-          fetch-depth: 0
-      - name: Install Rust toolchain
-        run: |
-          apk add --no-cache curl
-          curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh -s -- -y --default-toolchain stable
-          source $HOME/.cargo/env
-      - name: Install build dependencies
-        run: |
-          apk add --no-cache musl-dev openssl-dev git abuild gcc elogind-dev
-      - name: Build APK package
-        run: ./build-alpine.sh
-      - name: Upload to Gitea Release
-        env:
-          GITEA_TOKEN: ${{ secrets.giteatoken }}
-          GITEA_API: https://gitea.moon-dragon.us/api/v1
-        run: |
-          TAG_NAME=${GITHUB_REF#refs/tags/}
-          echo "Tag: $TAG_NAME"
-          FILE=$(ls releases/*.apk 2>/dev/null | head -1)
-          [ -z "$FILE" ] && echo "No .apk file found" && exit 0
-          echo "File: $FILE"
-          RELEASE_ID=$(curl -s -H "Authorization: token $GITEA_TOKEN" "$GITEA_API/repos/echo/linux_patch_api/releases/tags/$TAG_NAME" | grep -o '"id":[0-9]*' | head -1 | cut -d: -f2)
-          echo "Release ID: $RELEASE_ID"
-          if [ -z "$RELEASE_ID" ]; then
-            RESPONSE=$(curl -s -X POST -H "Authorization: token $GITEA_TOKEN" -H "Content-Type: application/json" -d "{\"tag_name\": \"$TAG_NAME\", \"name\": \"$TAG_NAME\"}" "$GITEA_API/repos/echo/linux_patch_api/releases")
-            RELEASE_ID=$(echo "$RESPONSE" | grep -o '"id":[0-9]*' | head -1 | cut -d: -f2)
-          fi
-          if [ -n "$RELEASE_ID" ]; then
-            echo "Uploading $FILE to release $RELEASE_ID..."
-            UPLOAD_RESPONSE=$(curl -s -w "\nHTTP_CODE:%{http_code}" -X POST -H "Authorization: token $GITEA_TOKEN" -F "attachment=@$FILE" "$GITEA_API/repos/echo/linux_patch_api/releases/$RELEASE_ID/assets?name=$(basename $FILE)")
-            HTTP_CODE=$(echo "$UPLOAD_RESPONSE" | grep "HTTP_CODE:" | cut -d: -f2)
-            echo "HTTP Code: $HTTP_CODE"
-            echo "Response: $UPLOAD_RESPONSE"
-            if [ "$HTTP_CODE" != "201" ] && [ "$HTTP_CODE" != "200" ]; then echo "ERROR: Upload failed" && exit 1; fi
-            echo "Successfully uploaded $FILE"
-          else echo "ERROR: No release ID" && exit 1; fi
-
-  build-arch:
-    name: Build Arch Package
-    runs-on: linux
-    container: linux-patch-api-arch:latest
-    steps:
-      - uses: actions/checkout@v4
-        with:
-          fetch-depth: 0
-      - name: Install build dependencies
-        run: |
-          pacman -Syu --noconfirm rust cargo systemd git base-devel
-      - name: Build release binary
-        run: cargo build --release
-      - name: Build Arch package
-        run: ./build-arch.sh
-      - name: Upload to Gitea Release
-        env:
-          GITEA_TOKEN: ${{ secrets.giteatoken }}
-          GITEA_API: https://gitea.moon-dragon.us/api/v1
-        run: |
-          TAG_NAME=${GITHUB_REF#refs/tags/}
-          echo "Tag: $TAG_NAME"
-          FILE=$(ls releases/*.pkg.tar.zst 2>/dev/null | head -1)
-          [ -z "$FILE" ] && echo "No .pkg.tar.zst file found" && exit 0
-          echo "File: $FILE"
-          RELEASE_ID=$(curl -s -H "Authorization: token $GITEA_TOKEN" "$GITEA_API/repos/echo/linux_patch_api/releases/tags/$TAG_NAME" | grep -o '"id":[0-9]*' | head -1 | cut -d: -f2)
-          echo "Release ID: $RELEASE_ID"
-          if [ -z "$RELEASE_ID" ]; then
-            RESPONSE=$(curl -s -X POST -H "Authorization: token $GITEA_TOKEN" -H "Content-Type: application/json" -d "{\"tag_name\": \"$TAG_NAME\", \"name\": \"$TAG_NAME\"}" "$GITEA_API/repos/echo/linux_patch_api/releases")
-            RELEASE_ID=$(echo "$RESPONSE" | grep -o '"id":[0-9]*' | head -1 | cut -d: -f2)
-          fi
-          if [ -n "$RELEASE_ID" ]; then
-            echo "Uploading $FILE to release $RELEASE_ID..."
-            UPLOAD_RESPONSE=$(curl -s -w "\nHTTP_CODE:%{http_code}" -X POST -H "Authorization: token $GITEA_TOKEN" -F "attachment=@$FILE" "$GITEA_API/repos/echo/linux_patch_api/releases/$RELEASE_ID/assets?name=$(basename $FILE)")
-            HTTP_CODE=$(echo "$UPLOAD_RESPONSE" | grep "HTTP_CODE:" | cut -d: -f2)
-            echo "HTTP Code: $HTTP_CODE"
-            echo "Response: $UPLOAD_RESPONSE"
-            if [ "$HTTP_CODE" != "201" ] && [ "$HTTP_CODE" != "200" ]; then echo "ERROR: Upload failed" && exit 1; fi
-            echo "Successfully uploaded $FILE"
-          else echo "ERROR: No release ID" && exit 1; fi