fix: resolve forward refs for CrewAgentExecutor BaseModel

.github/security.md

@@ -5,10 +5,7 @@ CrewAI ecosystem.
 
 ### How to Report
 
-Please submit reports through one of the following channels:
-
-- **crewai-vdp-ess@submit.bugcrowd.com**
-- https://security.crewai.com
+Please submit reports to **crewai-vdp-ess@submit.bugcrowd.com**
 
 - **Please do not** disclose vulnerabilities via public GitHub issues, pull requests,
   or social media

.github/workflows/build-uv-cache.yml

@@ -23,12 +23,12 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5 # v4.3.1
+        uses: actions/checkout@v4
 
       - name: Install uv
-        uses: astral-sh/setup-uv@d0cc045d04ccac9d8b7881df0226f9e82c39688e # v6
+        uses: astral-sh/setup-uv@v6
         with:
-          version: "0.11.3"
+          version: "0.8.4"
           python-version: ${{ matrix.python-version }}
           enable-cache: false
 
@@ -39,7 +39,7 @@ jobs:
           echo "Cache populated successfully"
 
       - name: Save uv caches
-        uses: actions/cache/save@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+        uses: actions/cache/save@v4
         with:
           path: |
             ~/.cache/uv

.github/workflows/codeql.yml

@@ -59,7 +59,7 @@ jobs:
         # your codebase is analyzed, see https://docs.github.com/en/code-security/code-scanning/creating-an-advanced-setup-for-code-scanning/codeql-code-scanning-for-compiled-languages
     steps:
     - name: Checkout repository
-      uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5 # v4.3.1
+      uses: actions/checkout@v4
 
     # Add any setup steps before running the `github/codeql-action/init` action.
     # This includes steps like installing compilers or runtimes (`actions/setup-node`
@@ -69,7 +69,7 @@ jobs:
 
     # Initializes the CodeQL tools for scanning.
     - name: Initialize CodeQL
-      uses: github/codeql-action/init@9e0d7b8d25671d64c341c19c0152d693099fb5ba # v4.35.5
+      uses: github/codeql-action/init@v4
       with:
         languages: ${{ matrix.language }}
         build-mode: ${{ matrix.build-mode }}
@@ -98,6 +98,6 @@ jobs:
         exit 1
 
     - name: Perform CodeQL Analysis
-      uses: github/codeql-action/analyze@9e0d7b8d25671d64c341c19c0152d693099fb5ba # v4.35.5
+      uses: github/codeql-action/analyze@v4
       with:
         category: "/language:${{matrix.language}}"

.github/workflows/docs-broken-links.yml

@@ -13,18 +13,15 @@ on:
       - "docs.json"
   workflow_dispatch:
 
-permissions:
-  contents: read
-
 jobs:
   check-links:
     name: Check broken links
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5 # v4.3.1
+      - uses: actions/checkout@v4
 
       - name: Set up Node
-        uses: actions/setup-node@49933ea5288caeca8642d1e84afbd3f7d6820020 # v4.4.0
+        uses: actions/setup-node@v4
         with:
           node-version: "22"
 

.github/workflows/generate-tool-specs.yml

@@ -14,7 +14,6 @@ permissions:
 
 jobs:
   generate-specs:
-    if: github.event_name == 'workflow_dispatch' || github.event.pull_request.head.repo.full_name == github.repository
     runs-on: ubuntu-latest
     env:
       PYTHONUNBUFFERED: 1
@@ -22,21 +21,21 @@ jobs:
     steps:
       - name: Generate GitHub App token
         id: app-token
-        uses: actions/create-github-app-token@bcd2ba49218906704ab6c1aa796996da409d3eb1 # v3.2.0
+        uses: tibdex/github-app-token@v2
         with:
-          app-id: ${{ secrets.CREWAI_TOOL_SPECS_APP_ID }}
-          private-key: ${{ secrets.CREWAI_TOOL_SPECS_PRIVATE_KEY }}
+          app_id: ${{ secrets.CREWAI_TOOL_SPECS_APP_ID }}
+          private_key: ${{ secrets.CREWAI_TOOL_SPECS_PRIVATE_KEY }}
 
       - name: Checkout code
-        uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5 # v4.3.1
+        uses: actions/checkout@v4
         with:
           ref: ${{ github.head_ref }}
           token: ${{ steps.app-token.outputs.token }}
 
       - name: Install uv
-        uses: astral-sh/setup-uv@d0cc045d04ccac9d8b7881df0226f9e82c39688e # v6
+        uses: astral-sh/setup-uv@v6
         with:
-          version: "0.11.3"
+          version: "0.8.4"
           python-version: "3.12"
           enable-cache: true
 

.github/workflows/linter.yml

@@ -6,31 +6,14 @@ permissions:
   contents: read
 
 jobs:
-  changes:
-    name: Detect changes
-    runs-on: ubuntu-latest
-    outputs:
-      code: ${{ steps.filter.outputs.code }}
-    steps:
-      - uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5 # v4.3.1
-      - uses: dorny/paths-filter@d1c1ffe0248fe513906c8e24db8ea791d46f8590 # v3
-        id: filter
-        with:
-          filters: |
-            code:
-              - '!docs/**'
-              - '!**/*.md'
-
-  lint-run:
-    needs: changes
-    if: needs.changes.outputs.code == 'true'
+  lint:
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5 # v4.3.1
+      - uses: actions/checkout@v4
 
       - name: Restore global uv cache
         id: cache-restore
-        uses: actions/cache/restore@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+        uses: actions/cache/restore@v4
         with:
           path: |
             ~/.cache/uv
@@ -41,9 +24,9 @@ jobs:
             uv-main-py3.11-
 
       - name: Install uv
-        uses: astral-sh/setup-uv@d0cc045d04ccac9d8b7881df0226f9e82c39688e # v6
+        uses: astral-sh/setup-uv@v6
         with:
-          version: "0.11.3"
+          version: "0.8.4"
           python-version: "3.11"
           enable-cache: false
 
@@ -58,30 +41,10 @@ jobs:
 
       - name: Save uv caches
         if: steps.cache-restore.outputs.cache-hit != 'true'
-        uses: actions/cache/save@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+        uses: actions/cache/save@v4
         with:
           path: |
             ~/.cache/uv
             ~/.local/share/uv
             .venv
           key: uv-main-py3.11-${{ hashFiles('uv.lock') }}
-
-  # Summary job to provide single status for branch protection
-  lint:
-    name: lint
-    runs-on: ubuntu-latest
-    needs: [changes, lint-run]
-    if: always()
-    steps:
-      - name: Check results
-        run: |
-          if [ "${{ needs.changes.outputs.code }}" != "true" ]; then
-            echo "Docs-only change, skipping lint"
-            exit 0
-          fi
-          if [ "${{ needs.lint-run.result }}" == "success" ]; then
-            echo "Lint passed"
-          else
-            echo "Lint failed"
-            exit 1
-          fi

.github/workflows/nightly.yml

@@ -5,10 +5,6 @@ on:
     - cron: '0 6 * * *' # daily at 6am UTC
   workflow_dispatch:
 
-concurrency:
-  group: nightly-publish
-  cancel-in-progress: false
-
 jobs:
   check:
     name: Check for new commits
@@ -18,15 +14,14 @@ jobs:
     outputs:
       has_changes: ${{ steps.check.outputs.has_changes }}
     steps:
-      - uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5 # v4.3.1
+      - uses: actions/checkout@v4
         with:
           fetch-depth: 0
 
-      - name: Check for recent commits
+      - name: Check for commits in last 24h
         id: check
         run: |
-          # 25h window absorbs cron-vs-commit timing skew at the boundary.
-          RECENT=$(git log --since="25 hours ago" --oneline | head -1)
+          RECENT=$(git log --since="24 hours ago" --oneline | head -1)
           if [ -n "$RECENT" ]; then
             echo "has_changes=true" >> "$GITHUB_OUTPUT"
           else
@@ -41,44 +36,36 @@ jobs:
     permissions:
       contents: read
     steps:
-      - uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5 # v4.3.1
+      - uses: actions/checkout@v4
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: "3.12"
 
       - name: Install uv
-        uses: astral-sh/setup-uv@d0cc045d04ccac9d8b7881df0226f9e82c39688e # v6
-        with:
-          version: "0.11.3"
-          python-version: "3.12"
-          enable-cache: false
+        uses: astral-sh/setup-uv@v4
 
       - name: Stamp nightly versions
         run: |
           DATE=$(date +%Y%m%d)
-
-          # All workspace packages share the same base version and are released together.
-          BASE=$(python -c "
-          import re
-          print(re.search(r'__version__\s*=\s*\"(.*?)\"', open('lib/crewai/src/crewai/__init__.py').read()).group(1))
-          ")
-          NIGHTLY="${BASE}.dev${DATE}"
-          echo "Nightly version: ${NIGHTLY}"
-
           for init_file in \
             lib/crewai/src/crewai/__init__.py \
-            lib/crewai-core/src/crewai_core/__init__.py \
             lib/crewai-tools/src/crewai_tools/__init__.py \
-            lib/crewai-files/src/crewai_files/__init__.py \
-            lib/cli/src/crewai_cli/__init__.py; do
+            lib/crewai-files/src/crewai_files/__init__.py; do
+            CURRENT=$(python -c "
+          import re
+          text = open('$init_file').read()
+          print(re.search(r'__version__\s*=\s*\"(.*?)\"\s*$', text, re.MULTILINE).group(1))
+          ")
+            NIGHTLY="${CURRENT}.dev${DATE}"
             sed -i "s/__version__ = .*/__version__ = \"${NIGHTLY}\"/" "$init_file"
-            echo "Stamped $init_file -> $NIGHTLY"
+            echo "$init_file: $CURRENT -> $NIGHTLY"
           done
 
-          # Update all cross-package dependency pins to the nightly version.
-          sed -i "s/\"crewai==[^\"]*\"/\"crewai==${NIGHTLY}\"/" lib/crewai-tools/pyproject.toml
-          sed -i "s/\"crewai-core==[^\"]*\"/\"crewai-core==${NIGHTLY}\"/" lib/crewai/pyproject.toml
-          sed -i "s/\"crewai-cli==[^\"]*\"/\"crewai-cli==${NIGHTLY}\"/" lib/crewai/pyproject.toml
+          # Update cross-package dependency pins to nightly versions
           sed -i "s/\"crewai-tools==[^\"]*\"/\"crewai-tools==${NIGHTLY}\"/" lib/crewai/pyproject.toml
-          sed -i "s/\"crewai-files==[^\"]*\"/\"crewai-files==${NIGHTLY}\"/" lib/crewai/pyproject.toml
-          sed -i "s/\"crewai-core==[^\"]*\"/\"crewai-core==${NIGHTLY}\"/" lib/cli/pyproject.toml
+          sed -i "s/\"crewai==[^\"]*\"/\"crewai==${NIGHTLY}\"/" lib/crewai-tools/pyproject.toml
           echo "Updated cross-package dependency pins to ${NIGHTLY}"
 
       - name: Build packages
@@ -87,7 +74,7 @@ jobs:
           rm dist/.gitignore
 
       - name: Upload artifacts
-        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # v4.6.2
+        uses: actions/upload-artifact@v4
         with:
           name: dist
           path: dist/
@@ -98,19 +85,22 @@ jobs:
     runs-on: ubuntu-latest
     environment:
       name: pypi
+      url: https://pypi.org/p/crewai
     permissions:
       id-token: write
       contents: read
     steps:
+      - uses: actions/checkout@v4
+
       - name: Install uv
-        uses: astral-sh/setup-uv@d0cc045d04ccac9d8b7881df0226f9e82c39688e # v6
+        uses: astral-sh/setup-uv@v6
         with:
-          version: "0.11.3"
+          version: "0.8.4"
           python-version: "3.12"
           enable-cache: false
 
       - name: Download artifacts
-        uses: actions/download-artifact@d3f86a106a0bac45b974a628896c90dbdf5c8093 # v4.3.0
+        uses: actions/download-artifact@v4
         with:
           name: dist
           path: dist
@@ -126,8 +116,7 @@ jobs:
               continue
             fi
             echo "Publishing $package"
-            # --check-url skips files already on PyPI so manual re-runs on the same day are idempotent.
-            if ! uv publish --check-url https://pypi.org/simple/ "$package"; then
+            if ! uv publish "$package"; then
               echo "Failed to publish $package"
               failed=1
             fi

.github/workflows/pr-size.yml

@@ -10,7 +10,7 @@ jobs:
     permissions:
       pull-requests: write
     steps:
-      - uses: codelytv/pr-size-labeler@095a41fca88b8764fd9e008ad269bcdb82bb38b9 # v1
+      - uses: codelytv/pr-size-labeler@v1
         with:
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
           xs_label: "size/XS"

.github/workflows/pr-title.yml

@@ -12,7 +12,7 @@ jobs:
   pr-title:
     runs-on: ubuntu-latest
     steps:
-      - uses: amannn/action-semantic-pull-request@e32d7e603df1aa1ba07e981f2a23455dee596825 # v5
+      - uses: amannn/action-semantic-pull-request@v5
         continue-on-error: true
         env:
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}

.github/workflows/publish.yml

@@ -24,17 +24,17 @@ jobs:
             echo "tag=" >> $GITHUB_OUTPUT
           fi
 
-      - uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5 # v4.3.1
+      - uses: actions/checkout@v4
         with:
           ref: ${{ steps.release.outputs.tag || github.ref }}
 
       - name: Set up Python
-        uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0
+        uses: actions/setup-python@v5
         with:
           python-version: "3.12"
 
       - name: Install uv
-        uses: astral-sh/setup-uv@38f3f104447c67c051c4a08e39b64a148898af3a # v4
+        uses: astral-sh/setup-uv@v4
 
       - name: Build packages
         run: |
@@ -42,7 +42,7 @@ jobs:
           rm dist/.gitignore
 
       - name: Upload artifacts
-        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # v4.6.2
+        uses: actions/upload-artifact@v4
         with:
           name: dist
           path: dist/
@@ -58,19 +58,19 @@ jobs:
       id-token: write
       contents: read
     steps:
-      - uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5 # v4.3.1
+      - uses: actions/checkout@v4
         with:
           ref: ${{ inputs.release_tag || github.ref }}
 
       - name: Install uv
-        uses: astral-sh/setup-uv@d0cc045d04ccac9d8b7881df0226f9e82c39688e # v6
+        uses: astral-sh/setup-uv@v6
         with:
-          version: "0.11.3"
+          version: "0.8.4"
           python-version: "3.12"
           enable-cache: false
 
       - name: Download artifacts
-        uses: actions/download-artifact@d3f86a106a0bac45b974a628896c90dbdf5c8093 # v4.3.0
+        uses: actions/download-artifact@v4
         with:
           name: dist
           path: dist
@@ -159,7 +159,7 @@ jobs:
 
       - name: Notify Slack
         if: success()
-        uses: slackapi/slack-github-action@b0fa283ad8fea605de13dc3f449259339835fc52 # v2.1.0
+        uses: slackapi/slack-github-action@v2.1.0
         with:
           webhook: ${{ secrets.SLACK_WEBHOOK_URL }}
           webhook-type: incoming-webhook

.github/workflows/stale.yml

@@ -14,7 +14,7 @@ jobs:
   stale:
     runs-on: ubuntu-latest
     steps:
-    - uses: actions/stale@5bef64f19d7facfb25b37b414482c7164d639639 # v9.1.0
+    - uses: actions/stale@v9
       with:
         repo-token: ${{ secrets.GITHUB_TOKEN }}
         stale-issue-label: 'no-issue-activity'

.github/workflows/tests.yml

@@ -6,25 +6,8 @@ permissions:
   contents: read
 
 jobs:
-  changes:
-    name: Detect changes
-    runs-on: ubuntu-latest
-    outputs:
-      code: ${{ steps.filter.outputs.code }}
-    steps:
-      - uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5 # v4.3.1
-      - uses: dorny/paths-filter@d1c1ffe0248fe513906c8e24db8ea791d46f8590 # v3
-        id: filter
-        with:
-          filters: |
-            code:
-              - '!docs/**'
-              - '!**/*.md'
-
-  tests-matrix:
+  tests:
     name: tests (${{ matrix.python-version }})
-    needs: changes
-    if: needs.changes.outputs.code == 'true'
     runs-on: ubuntu-latest
     timeout-minutes: 15
     strategy:
@@ -34,13 +17,13 @@ jobs:
         group: [1, 2, 3, 4, 5, 6, 7, 8]
     steps:
       - name: Checkout code
-        uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5 # v4.3.1
+        uses: actions/checkout@v4
         with:
           fetch-depth: 0  # Fetch all history for proper diff
 
       - name: Restore global uv cache
         id: cache-restore
-        uses: actions/cache/restore@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+        uses: actions/cache/restore@v4
         with:
           path: |
             ~/.cache/uv
@@ -51,9 +34,9 @@ jobs:
             uv-main-py${{ matrix.python-version }}-
 
       - name: Install uv
-        uses: astral-sh/setup-uv@d0cc045d04ccac9d8b7881df0226f9e82c39688e # v6
+        uses: astral-sh/setup-uv@v6
         with:
-          version: "0.11.3"
+          version: "0.8.4"
           python-version: ${{ matrix.python-version }}
           enable-cache: false
 
@@ -61,7 +44,7 @@ jobs:
         run: uv sync --all-groups --all-extras
 
       - name: Restore test durations
-        uses: actions/cache/restore@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+        uses: actions/cache/restore@v4
         with:
           path: .test_durations_py*
           key: test-durations-py${{ matrix.python-version }}
@@ -108,30 +91,10 @@ jobs:
 
       - name: Save uv caches
         if: steps.cache-restore.outputs.cache-hit != 'true'
-        uses: actions/cache/save@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+        uses: actions/cache/save@v4
         with:
           path: |
             ~/.cache/uv
             ~/.local/share/uv
             .venv
           key: uv-main-py${{ matrix.python-version }}-${{ hashFiles('uv.lock') }}
-
-  # Summary job to provide single status for branch protection
-  tests:
-    name: tests
-    runs-on: ubuntu-latest
-    needs: [changes, tests-matrix]
-    if: always()
-    steps:
-      - name: Check results
-        run: |
-          if [ "${{ needs.changes.outputs.code }}" != "true" ]; then
-            echo "Docs-only change, skipping tests"
-            exit 0
-          fi
-          if [ "${{ needs.tests-matrix.result }}" == "success" ]; then
-            echo "All tests passed"
-          else
-            echo "Tests failed"
-            exit 1
-          fi

.github/workflows/type-checker.yml

@@ -6,25 +6,8 @@ permissions:
   contents: read
 
 jobs:
-  changes:
-    name: Detect changes
-    runs-on: ubuntu-latest
-    outputs:
-      code: ${{ steps.filter.outputs.code }}
-    steps:
-      - uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5 # v4.3.1
-      - uses: dorny/paths-filter@d1c1ffe0248fe513906c8e24db8ea791d46f8590 # v3
-        id: filter
-        with:
-          filters: |
-            code:
-              - '!docs/**'
-              - '!**/*.md'
-
   type-checker-matrix:
     name: type-checker (${{ matrix.python-version }})
-    needs: changes
-    if: needs.changes.outputs.code == 'true'
     runs-on: ubuntu-latest
     strategy:
       fail-fast: false
@@ -33,11 +16,11 @@ jobs:
 
     steps:
       - name: Checkout code
-        uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5 # v4.3.1
+        uses: actions/checkout@v4
 
       - name: Restore global uv cache
         id: cache-restore
-        uses: actions/cache/restore@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+        uses: actions/cache/restore@v4
         with:
           path: |
             ~/.cache/uv
@@ -48,9 +31,9 @@ jobs:
             uv-main-py${{ matrix.python-version }}-
 
       - name: Install uv
-        uses: astral-sh/setup-uv@d0cc045d04ccac9d8b7881df0226f9e82c39688e # v6
+        uses: astral-sh/setup-uv@v6
         with:
-          version: "0.11.3"
+          version: "0.8.4"
           python-version: ${{ matrix.python-version }}
           enable-cache: false
 
@@ -62,7 +45,7 @@ jobs:
 
       - name: Save uv caches
         if: steps.cache-restore.outputs.cache-hit != 'true'
-        uses: actions/cache/save@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+        uses: actions/cache/save@v4
         with:
           path: |
             ~/.cache/uv
@@ -74,18 +57,14 @@ jobs:
   type-checker:
     name: type-checker
     runs-on: ubuntu-latest
-    needs: [changes, type-checker-matrix]
+    needs: type-checker-matrix
     if: always()
     steps:
-      - name: Check results
+      - name: Check matrix results
         run: |
-          if [ "${{ needs.changes.outputs.code }}" != "true" ]; then
-            echo "Docs-only change, skipping type checks"
-            exit 0
-          fi
-          if [ "${{ needs.type-checker-matrix.result }}" == "success" ]; then
-            echo "All type checks passed"
+          if [ "${{ needs.type-checker-matrix.result }}" == "success" ] || [ "${{ needs.type-checker-matrix.result }}" == "skipped" ]; then
+            echo "✅ All type checks passed"
           else
-            echo "Type checks failed"
+            echo "❌ Type checks failed"
             exit 1
           fi

.github/workflows/update-test-durations.yml

@@ -23,11 +23,11 @@ jobs:
     
     steps:
       - name: Checkout repository
-        uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5 # v4.3.1
+        uses: actions/checkout@v4
 
       - name: Restore global uv cache
         id: cache-restore
-        uses: actions/cache/restore@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+        uses: actions/cache/restore@v4
         with:
           path: |
             ~/.cache/uv
@@ -38,9 +38,9 @@ jobs:
             uv-main-py${{ matrix.python-version }}-
 
       - name: Install uv
-        uses: astral-sh/setup-uv@d0cc045d04ccac9d8b7881df0226f9e82c39688e # v6
+        uses: astral-sh/setup-uv@v6
         with:
-          version: "0.11.3"
+          version: "0.8.4"
           python-version: ${{ matrix.python-version }}
           enable-cache: false
 
@@ -55,14 +55,14 @@ jobs:
 
       - name: Save durations to cache
         if: always()
-        uses: actions/cache/save@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+        uses: actions/cache/save@v4
         with:
           path: .test_durations_py*
           key: test-durations-py${{ matrix.python-version }}
 
       - name: Save uv caches
         if: steps.cache-restore.outputs.cache-hit != 'true'
-        uses: actions/cache/save@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+        uses: actions/cache/save@v4
         with:
           path: |
             ~/.cache/uv

.github/workflows/vulnerability-scan.yml

@@ -1,135 +0,0 @@
-name: Vulnerability Scan
-
-on:
-  pull_request:
-  push:
-    branches: [main]
-  schedule:
-    # Run weekly on Monday at 9:00 UTC
-    - cron: '0 9 * * 1'
-
-permissions:
-  contents: read
-
-jobs:
-  pip-audit:
-    name: pip-audit
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5 # v4.3.1
-        with:
-          persist-credentials: false
-
-      - name: Restore global uv cache
-        id: cache-restore
-        uses: actions/cache/restore@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
-        with:
-          path: |
-            ~/.cache/uv
-            ~/.local/share/uv
-            .venv
-          key: uv-main-py3.11-${{ hashFiles('uv.lock') }}
-          restore-keys: |
-            uv-main-py3.11-
-
-      - name: Install uv
-        uses: astral-sh/setup-uv@d0cc045d04ccac9d8b7881df0226f9e82c39688e # v6
-        with:
-          version: "0.11.3"
-          python-version: "3.11"
-          enable-cache: false
-
-      - name: Install dependencies
-        run: uv sync --all-groups --all-extras --no-install-project
-
-      - name: Install pip-audit
-        run: uv pip install pip-audit
-
-      - name: Run pip-audit
-        run: |
-          uv run pip-audit --desc --aliases --skip-editable --format json --output pip-audit-report.json \
-            --ignore-vuln PYSEC-2024-277 \
-            --ignore-vuln PYSEC-2026-89 \
-            --ignore-vuln PYSEC-2026-97 \
-            --ignore-vuln PYSEC-2025-148 \
-            --ignore-vuln PYSEC-2025-183 \
-            --ignore-vuln PYSEC-2025-189 \
-            --ignore-vuln PYSEC-2025-190 \
-            --ignore-vuln PYSEC-2025-191 \
-            --ignore-vuln PYSEC-2025-192 \
-            --ignore-vuln PYSEC-2025-193 \
-            --ignore-vuln PYSEC-2025-194 \
-            --ignore-vuln PYSEC-2025-195 \
-            --ignore-vuln PYSEC-2025-196 \
-            --ignore-vuln PYSEC-2025-197 \
-            --ignore-vuln PYSEC-2025-210 \
-            --ignore-vuln PYSEC-2026-139 \
-            --ignore-vuln GHSA-rrmf-rvhw-rf47 \
-            --ignore-vuln PYSEC-2025-211 \
-            --ignore-vuln PYSEC-2025-212 \
-            --ignore-vuln PYSEC-2025-213 \
-            --ignore-vuln PYSEC-2025-214 \
-            --ignore-vuln PYSEC-2025-215 \
-            --ignore-vuln PYSEC-2025-216 \
-            --ignore-vuln PYSEC-2025-217 \
-            --ignore-vuln PYSEC-2025-218 \
-            --ignore-vuln GHSA-f4j7-r4q5-qw2c
-        # Ignored CVEs:
-        #   PYSEC-2024-277      - joblib 1.5.3: disputed; NumpyArrayWrapper only used with trusted caches
-        #   PYSEC-2026-89       - markdown 3.10.2: DoS via malformed HTML; fix 3.8.1 — already past, advisory range is stale
-        #   PYSEC-2026-97       - nltk 3.9.4: arbitrary file read in filestring(); no fix available
-        #   PYSEC-2025-148      - onnx 1.21.0: path traversal in save_external_data; no fix available
-        #   PYSEC-2025-183      - pyjwt 2.12.1: disputed weak-encryption claim; key length is application-chosen
-        #   PYSEC-2025-189..197 - torch 2.11.0: memory-corruption/DoS in functions only reachable via untrusted models; no fix available
-        #   PYSEC-2025-210, PYSEC-2026-139 - torch 2.11.0: profiler/deserialization issues; no fix available
-        #   GHSA-rrmf-rvhw-rf47 - torch 2.11.0 (CVE-2025-3000, alias of PYSEC-2025-194): memory corruption in torch.jit.script, CVSS 1.9, local-only; affected <=2.12.0, no fix available. pip-audit reports it under the GHSA id so the PYSEC ignore above does not catch it.
-        #   PYSEC-2025-211..218 - transformers 5.5.4: deserialization/code injection via malicious model checkpoints; no fix available
-        #   GHSA-f4j7-r4q5-qw2c - chromadb 1.1.1 (CVE-2026-45829): pre-auth RCE via /api/v2/tenants/{tenant}/databases/{db}/collections when trust_remote_code=true.
-        #                         Advisory: vulnerable >=1.0.0,<=1.5.9, firstPatchedVersion=none. We only use chromadb.PersistentClient (lib/crewai/src/crewai/rag/chromadb/factory.py)
-        #                         and chromadb.utils.embedding_functions; the chromadb HTTP server is never started, so the vulnerable route is not exposed.
-        continue-on-error: true
-
-      - name: Display results
-        if: always()
-        run: |
-          if [ -f pip-audit-report.json ]; then
-            echo "## pip-audit Results" >> $GITHUB_STEP_SUMMARY
-            echo '```json' >> $GITHUB_STEP_SUMMARY
-            cat pip-audit-report.json | python3 -m json.tool >> $GITHUB_STEP_SUMMARY
-            echo '```' >> $GITHUB_STEP_SUMMARY
-            # Fail if vulnerabilities found
-            python3 -c "
-          import json, sys
-          with open('pip-audit-report.json') as f:
-              data = json.load(f)
-          vulns = [d for d in data.get('dependencies', []) if d.get('vulns')]
-          if vulns:
-              print(f'::error::Found vulnerabilities in {len(vulns)} package(s)')
-              for v in vulns:
-                  for vuln in v['vulns']:
-                      print(f'  - {v[\"name\"]}=={v[\"version\"]}: {vuln[\"id\"]}')
-              sys.exit(1)
-          print('No known vulnerabilities found')
-          "
-          else
-            echo "::error::pip-audit failed to produce a report. Check the pip-audit step logs."
-            exit 1
-          fi
-
-      - name: Upload pip-audit report
-        if: always()
-        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # v4.6.2
-        with:
-          name: pip-audit-report
-          path: pip-audit-report.json
-
-      - name: Save uv caches
-        if: steps.cache-restore.outputs.cache-hit != 'true'
-        uses: actions/cache/save@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
-        with:
-          path: |
-            ~/.cache/uv
-            ~/.local/share/uv
-            .venv
-          key: uv-main-py3.11-${{ hashFiles('uv.lock') }}
-

.gitignore

@@ -30,6 +30,3 @@ chromadb-*.lock
 .crewai/memory
 blogs/*
 secrets/*
-UNKNOWN.egg-info/
-demos/*
-.crewai/*

.pre-commit-config.yaml

@@ -19,47 +19,11 @@ repos:
         language: system
         pass_filenames: true
         types: [python]
-        exclude: ^(lib/crewai/src/crewai/cli/templates/|lib/cli/src/crewai_cli/templates/|lib/cli/tests/|lib/crewai/tests/|lib/crewai-tools/tests/|lib/crewai-files/tests/|lib/devtools/tests/)
+        exclude: ^(lib/crewai/src/crewai/cli/templates/|lib/crewai/tests/|lib/crewai-tools/tests/|lib/crewai-files/tests/)
   - repo: https://github.com/astral-sh/uv-pre-commit
-    rev: 0.11.3
+    rev: 0.9.3
     hooks:
       - id: uv-lock
-  - repo: local
-    hooks:
-      - id: pip-audit
-        name: pip-audit
-        # Keep this ignore list in sync with .github/workflows/vulnerability-scan.yml.
-        entry: >-
-          bash -c 'source .venv/bin/activate && uv run pip-audit --skip-editable
-          --ignore-vuln PYSEC-2024-277
-          --ignore-vuln PYSEC-2026-89
-          --ignore-vuln PYSEC-2026-97
-          --ignore-vuln PYSEC-2025-148
-          --ignore-vuln PYSEC-2025-183
-          --ignore-vuln PYSEC-2025-189
-          --ignore-vuln PYSEC-2025-190
-          --ignore-vuln PYSEC-2025-191
-          --ignore-vuln PYSEC-2025-192
-          --ignore-vuln PYSEC-2025-193
-          --ignore-vuln PYSEC-2025-194
-          --ignore-vuln PYSEC-2025-195
-          --ignore-vuln PYSEC-2025-196
-          --ignore-vuln PYSEC-2025-197
-          --ignore-vuln PYSEC-2025-210
-          --ignore-vuln PYSEC-2026-139
-          --ignore-vuln GHSA-rrmf-rvhw-rf47
-          --ignore-vuln PYSEC-2025-211
-          --ignore-vuln PYSEC-2025-212
-          --ignore-vuln PYSEC-2025-213
-          --ignore-vuln PYSEC-2025-214
-          --ignore-vuln PYSEC-2025-215
-          --ignore-vuln PYSEC-2025-216
-          --ignore-vuln PYSEC-2025-217
-          --ignore-vuln PYSEC-2025-218
-          --ignore-vuln GHSA-f4j7-r4q5-qw2c' --
-        language: system
-        pass_filenames: false
-        stages: [pre-push, manual]
   - repo: https://github.com/commitizen-tools/commitizen
     rev: v4.10.1
     hooks:

AGENTS.md

@@ -1,142 +0,0 @@
-# Docs contributor guide
-
-The `docs/` directory is published at [docs.crewai.com](https://docs.crewai.com)
-by [Mintlify](https://www.mintlify.com/). Mintlify watches `docs/docs.json`
-and the MDX files referenced from it.
-
-## TL;DR for editing docs
-
-- Edit MDX under `docs/edge/<lang>/...` (e.g. `docs/edge/en/concepts/agents.mdx`).
-- Your change ships under the **Edge** version selector the moment it merges
-  to `main`. Edge follows `main` and is the channel for unreleased work.
-- On release cut, the current Edge state is frozen into `docs/v<X.Y.Z>/` and
-  that snapshot becomes the new default version in the selector (tag:
-  `Latest`). Canonical URLs (`/<lang>/...`) auto-redirect to the new default.
-- Never modify files under `docs/v*/`. Those are frozen release snapshots
-  and the `docs-snapshots` CI guard rejects writes. The only exception is a
-  release-cut PR (auto-generated by `devtools release` or the manual
-  `scripts/docs/freeze_current_edge.py` wrapper), which uses a
-  `[docs-freeze]` title prefix to opt out.
-- Never delete or rename files under `docs/images/`. Images are append-only.
-  See [Images](#images) below.
-
-## The version model
-
-The site has one rolling channel (Edge) plus one frozen snapshot per
-release.
-
-```
-docs/
-  edge/                  <-- Edge sources (you edit here)
-    en/...
-    pt-BR/  ko/  ar/
-    enterprise-api.*.yaml
-
-  v1.14.7/               <-- frozen snapshot of v1.14.7
-    en/...
-    pt-BR/  ko/  ar/
-    enterprise-api.*.yaml
-  v1.14.6/...
-  ...
-
-  images/                <-- shared, append-only
-  docs.json              <-- Mintlify config: navigation + redirects
-```
-
-`docs/docs.json` lists one navigation block per version per language. Edge
-points at `docs/edge/<lang>/...`; every other version points at its own
-`docs/v<X.Y.Z>/<lang>/...` subtree. Mintlify scopes both the sidebar and the
-in-site search to whichever version the reader selects, so picking
-`v1.10.0` genuinely shows the v1.10.0 docs (and only those).
-
-### URLs and canonical redirects
-
-Each Mintlify version corresponds to its own URL prefix:
-
-- Edge: `/edge/<lang>/<page>` (e.g. `/edge/en/concepts/agents`)
-- Frozen: `/v<X.Y.Z>/<lang>/<page>` (e.g. `/v1.14.7/en/concepts/agents`)
-
-External links to the old, unversioned `/<lang>/<page>` URLs would 404 under
-this layout. To keep them working, `docs.json` ships wildcard redirects:
-
-```jsonc
-{ "source": "/en/:slug*", "destination": "/v1.14.7/en/:slug*", "permanent": false }
-```
-
-The release-cut step rewrites the destination on every release so canonical
-`/<lang>/...` URLs always resolve to the latest stable docs.
-
-## Lifecycle
-
-1. **During development.** You add or edit pages under
-   `docs/edge/<lang>/...` in normal PRs. They land in Edge as soon as the PR
-   merges. Both `/edge/<lang>/<page>` and the version selector's `Edge` entry
-   reflect the change immediately.
-2. **Release cut.** The release engineer runs `devtools release X.Y.Z`. As
-   part of that flow the CLI opens a `[docs-freeze]` PR that copies Edge into
-   `docs/v<X.Y.Z>/`, rewrites internal OpenAPI references, updates
-   `docs/docs.json` to make `v<X.Y.Z>` the new default + `Latest`, and rewires
-   the canonical-URL redirects to the new default. The PR must merge before
-   the tag and PyPI publish run.
-3. **After release.** Edge keeps rolling. Patch fixes to the just-released
-   docs go into Edge and ship with the next release. We do not back-edit
-   frozen snapshots.
-
-See [`RELEASING.md`](RELEASING.md) for the full release runbook.
-
-## Images
-
-Snapshots share a single `docs/images/` directory. If an image is deleted
-or renamed, every frozen snapshot that referenced it breaks. So the rule
-is:
-
-- Adding new images is always fine.
-- Deleting or renaming an existing image fails CI unless the PR is a
-  `[docs-freeze]` release-cut PR.
-- If an asset is wrong, add a new file with a new name and reference the
-  new name in the Edge MDX (`docs/edge/<lang>/...`). Leave the old file
-  alone.
-
-## Local preview
-
-Install the Mintlify CLI and run from `docs/`:
-
-```bash
-npm i -g mintlify
-mintlify dev
-```
-
-Use the version selector at the top of the rendered page to switch between
-Edge and frozen versions.
-
-To check links across every version:
-
-```bash
-mintlify broken-links
-```
-
-CI runs the broken-links check on every PR that touches `docs/**` via
-[`.github/workflows/docs-broken-links.yml`](.github/workflows/docs-broken-links.yml).
-
-## Scripts
-
-- `scripts/docs/freeze_historical_versions.py` — one-time migration that
-  reconstructed `docs/v1.10.0/` through `docs/v1.14.7/` from git tags. You
-  should not need to run this again.
-- `scripts/docs/prefix_version_paths.py` — one-time migration that switched
-  `docs/docs.json` to directory-based versioning, inserted Edge, and added
-  the canonical-URL redirects. You should not need to run this again.
-- `scripts/docs/freeze_current_edge.py` — thin CLI wrapper around
-  `crewai_devtools.docs_versioning.freeze`. `devtools release` calls the
-  same module during its docs PR step; this script is the manual escape
-  hatch (e.g. retroactively freezing a forgotten release).
-
-## CI guards
-
-- [`.github/workflows/docs-snapshots.yml`](.github/workflows/docs-snapshots.yml)
-  enforces the two rules above (frozen snapshots immutable, images
-  append-only). Both checks accept the `[docs-freeze]` PR-title escape
-  hatch.
-- [`.github/workflows/docs-broken-links.yml`](.github/workflows/docs-broken-links.yml)
-  runs `mintlify broken-links` against the whole site, so adding a new
-  page or moving a snapshot file that breaks a link will fail CI.

README.md

@@ -12,8 +12,6 @@
 <p align="center">
   <a href="https://crewai.com">Homepage</a>
   ·
-  <a href="https://crewai.com/open-source">Open Source</a>
-  ·
   <a href="https://docs.crewai.com">Docs</a>
   ·
   <a href="https://app.crewai.com">Start Cloud Trial</a>
@@ -55,20 +53,20 @@
 
 ### Fast and Flexible Multi-Agent Automation Framework
 
-> CrewAI is an open-source Python framework with high-level abstractions and low-level APIs for building production-ready multi-agent workflows.
-> It gives developers autonomous agent collaboration through Crews and precise, event-driven control through Flows.
+> CrewAI is a lean, lightning-fast Python framework built entirely from scratch—completely **independent of LangChain or other agent frameworks**.
+> It empowers developers with both high-level simplicity and precise low-level control, ideal for creating autonomous AI agents tailored to any scenario.
 
-- **CrewAI Crews**: Optimize for autonomy and collaborative intelligence with role-based AI agents.
-- **CrewAI Flows**: Build event-driven automations that combine precise workflow control, single LLM calls, and native support for Crews.
+- **CrewAI Crews**: Optimize for autonomy and collaborative intelligence.
+- **CrewAI Flows**: The **enterprise and production architecture** for building and deploying multi-agent systems. Enable granular, event-driven control, single LLM calls for precise task orchestration and supports Crews natively
 
 With over 100,000 developers certified through our community courses at [learn.crewai.com](https://learn.crewai.com), CrewAI is rapidly becoming the
-standard for production-ready agentic automation.
+standard for enterprise-ready AI automation.
 
 # CrewAI AMP Suite
 
-For organizations that need a commercial control plane around CrewAI, [CrewAI AMP Suite](https://www.crewai.com/enterprise) adds managed deployment, observability, governance, security, and enterprise support.
+CrewAI AMP Suite is a comprehensive bundle tailored for organizations that require secure, scalable, and easy-to-manage agent-driven automation.
 
-You can try one part of the suite, the [Crew Control Plane, for free](https://app.crewai.com).
+You can try one part of the suite the [Crew Control Plane for free](https://app.crewai.com)
 
 ## Crew Control Plane Key Features:
 
@@ -85,11 +83,11 @@ intelligent automations.
 
 ## Table of contents
 
-- [Build with AI](#build-with-ai)
 - [Why CrewAI?](#why-crewai)
 - [Getting Started](#getting-started)
 - [Key Features](#key-features)
 - [Understanding Flows and Crews](#understanding-flows-and-crews)
+- [CrewAI vs LangGraph](#how-crewai-compares)
 - [Examples](#examples)
   - [Quick Tutorial](#quick-tutorial)
   - [Write Job Descriptions](#write-job-descriptions)
@@ -97,37 +95,11 @@ intelligent automations.
   - [Stock Analysis](#stock-analysis)
   - [Using Crews and Flows Together](#using-crews-and-flows-together)
 - [Connecting Your Crew to a Model](#connecting-your-crew-to-a-model)
-- [When to Use CrewAI](#when-to-use-crewai)
+- [How CrewAI Compares](#how-crewai-compares)
+- [Frequently Asked Questions (FAQ)](#frequently-asked-questions-faq)
 - [Contribution](#contribution)
 - [Telemetry](#telemetry)
 - [License](#license)
-- [Frequently Asked Questions (FAQ)](#frequently-asked-questions-faq)
-
-## Build with AI
-
-Using an AI coding agent? Teach it CrewAI best practices in one command:
-
-**Claude Code:**
-```shell
-/plugin marketplace add crewAIInc/skills
-/plugin install crewai-skills@crewai-plugins
-/reload-plugins
-```
-Four skills that activate automatically when you ask relevant CrewAI questions:
-
-| Skill | When it runs |
-|-------|--------------|
-| `getting-started` | Scaffolding new projects, choosing between `LLM.call()` / `Agent` / `Crew` / `Flow`, wiring `crew.py` / `main.py` |
-| `design-agent` | Configuring agents — role, goal, backstory, tools, LLMs, memory, guardrails |
-| `design-task` | Writing task descriptions, dependencies, structured output (`output_pydantic`, `output_json`), human review |
-| `ask-docs` | Querying the live [CrewAI docs MCP server](https://docs.crewai.com/mcp) for up-to-date API details |
-
-**Cursor, Codex, Windsurf, and others ([skills.sh](https://skills.sh/crewaiinc/skills)):**
-```shell
-npx skills add crewaiinc/skills
-```
-
-This installs the official [CrewAI Skills](https://github.com/crewAIInc/skills) — structured instructions that teach coding agents how to scaffold Flows, configure Crews, design agents and tasks, and follow CrewAI patterns.
 
 ## Why CrewAI?
 
@@ -135,15 +107,15 @@ This installs the official [CrewAI Skills](https://github.com/crewAIInc/skills)
   <img src="docs/images/asset.png" alt="CrewAI Logo" width="100%">
 </div>
 
-CrewAI unlocks the true potential of multi-agent automation, delivering speed, flexibility, and control through Crews of AI agents and event-driven Flows:
+CrewAI unlocks the true potential of multi-agent automation, delivering the best-in-class combination of speed, flexibility, and control with either Crews of AI Agents or Flows of Events:
 
-- **Purpose-built architecture**: Designed specifically for agent orchestration, with a lightweight Python core and clean primitives for real-world automation.
+- **Standalone Framework**: Built from scratch, independent of LangChain or any other agent framework.
 - **High Performance**: Optimized for speed and minimal resource usage, enabling faster execution.
-- **Flexible Low-Level Customization**: Complete freedom to customize everything from workflows and system architecture to agent behaviors, internal prompts, and execution logic.
-- **Ideal for Every Use Case**: Proven effective for simple tasks, complex workflows, and production-grade automation.
+- **Flexible Low Level Customization**: Complete freedom to customize at both high and low levels - from overall workflows and system architecture to granular agent behaviors, internal prompts, and execution logic.
+- **Ideal for Every Use Case**: Proven effective for both simple tasks and highly complex, real-world, enterprise-grade scenarios.
 - **Robust Community**: Backed by a rapidly growing community of over **100,000 certified** developers offering comprehensive support and resources.
 
-CrewAI empowers developers and teams to build intelligent automations that balance simplicity, flexibility, and production-grade control.
+CrewAI empowers developers and enterprises to confidently build intelligent automations, bridging the gap between simplicity, flexibility, and performance.
 
 ## Getting Started
 
@@ -434,17 +406,16 @@ In addition to the sequential process, you can use the hierarchical process, whi
 
 ## Key Features
 
-CrewAI gives developers a practical foundation for building agentic systems that move from prototype to production: autonomous collaboration where it helps, explicit workflow control where it matters, and Python-native customization throughout.
+CrewAI stands apart as a lean, standalone, high-performance multi-AI Agent framework delivering simplicity, flexibility, and precise control—free from the complexity and limitations found in other agent frameworks.
 
-- **Crews for autonomy**: Model teams of specialized AI agents with roles, goals, tools, and tasks.
-- **Flows for control**: Build event-driven workflows with state, branching, routing, and production logic.
-- **Seamless integration**: Combine Crews and Flows to create complex, real-world automations.
-- **Python-native customization**: Customize prompts, tools, execution paths, state, and integrations without fighting the framework.
-- **Agent-ready capabilities**: Use tools, memory, knowledge, checkpointing, async execution, and MCP/A2A support for more capable production agents.
-- **Production-ready patterns**: Add deterministic steps, human input, structured outputs, and checkpointing as your system grows.
-- **Thriving community**: Backed by robust documentation and over 100,000 certified developers, providing exceptional support and guidance.
+- **Standalone & Lean**: Completely independent from other frameworks like LangChain, offering faster execution and lighter resource demands.
+- **Flexible & Precise**: Easily orchestrate autonomous agents through intuitive [Crews](https://docs.crewai.com/concepts/crews) or precise [Flows](https://docs.crewai.com/concepts/flows), achieving perfect balance for your needs.
+- **Seamless Integration**: Effortlessly combine Crews (autonomy) and Flows (precision) to create complex, real-world automations.
+- **Deep Customization**: Tailor every aspect—from high-level workflows down to low-level internal prompts and agent behaviors.
+- **Reliable Performance**: Consistent results across simple tasks and complex, enterprise-level automations.
+- **Thriving Community**: Backed by robust documentation and over 100,000 certified developers, providing exceptional support and guidance.
 
-Choose CrewAI to build powerful, adaptable, and production-ready AI automations.
+Choose CrewAI to easily build powerful, adaptable, and production-ready AI automations.
 
 ## Examples
 
@@ -582,17 +553,16 @@ CrewAI supports using various LLMs through a variety of connection options. By d
 
 Please refer to the [Connect CrewAI to LLMs](https://docs.crewai.com/how-to/LLM-Connections/) page for details on configuring your agents' connections to models.
 
-## When to Use CrewAI
+## How CrewAI Compares
 
-Use CrewAI when you need more than a single prompt or chatbot: multi-step work, specialized agents, tool use, structured outputs, human review, or workflows that combine autonomous reasoning with explicit business logic.
+**CrewAI's Advantage**: CrewAI combines autonomous agent intelligence with precise workflow control through its unique Crews and Flows architecture. The framework excels at both high-level orchestration and low-level customization, enabling complex, production-grade systems with granular control.
 
-CrewAI is especially useful when you want to:
+- **LangGraph**: While LangGraph provides a foundation for building agent workflows, its approach requires significant boilerplate code and complex state management patterns. The framework's tight coupling with LangChain can limit flexibility when implementing custom agent behaviors or integrating with external systems.
 
-- Coordinate multiple agents with clear roles and tasks.
-- Wrap agent work in deterministic, event-driven workflows.
-- Keep application logic in regular Python.
-- Move from experiment to production without changing frameworks.
-- Add tools, memory, checkpointing, and async execution as your system grows.
+_P.S. CrewAI demonstrates significant performance advantages over LangGraph, executing 5.76x faster in certain cases like this QA task example ([see comparison](https://github.com/crewAIInc/crewAI-examples/tree/main/Notebooks/CrewAI%20Flows%20%26%20Langgraph/QA%20Agent)) while achieving higher evaluation scores with faster completion times in certain coding tasks, like in this example ([detailed analysis](https://github.com/crewAIInc/crewAI-examples/blob/main/Notebooks/CrewAI%20Flows%20%26%20Langgraph/Coding%20Assistant/coding_assistant_eval.ipynb))._
+
+- **Autogen**: While Autogen excels at creating conversational agents capable of working together, it lacks an inherent concept of process. In Autogen, orchestrating agents' interactions requires additional programming, which can become complex and cumbersome as the scale of tasks grows.
+- **ChatDev**: ChatDev introduced the idea of processes into the realm of AI agents, but its implementation is quite rigid. Customizations in ChatDev are limited and not geared towards production environments, which can hinder scalability and flexibility in real-world applications.
 
 ## Contribution
 
@@ -604,19 +574,6 @@ CrewAI is open-source and we welcome contributions. If you're looking to contrib
 - Send a pull request.
 - We appreciate your input!
 
-### Contributing to the docs
-
-The site at [docs.crewai.com](https://docs.crewai.com) is published from
-`docs/` by [Mintlify](https://www.mintlify.com/). The docs use directory-based
-versioning: edits to `docs/edge/<lang>/...` (e.g.
-`docs/edge/en/concepts/agents.mdx`) land under the **Edge** version selector
-immediately and are frozen into a new versioned snapshot under
-`docs/v<X.Y.Z>/` at the next release cut. Frozen snapshots are immutable — CI
-rejects PRs that modify them without a `[docs-freeze]` title prefix. The
-release CLI (`devtools release`) handles the freeze automatically; see
-[`AGENTS.md`](AGENTS.md) for the full contributor guide and
-[`RELEASING.md`](RELEASING.md) for the release-cut runbook.
-
 ### Installing Dependencies
 
 ```bash
@@ -701,7 +658,7 @@ CrewAI is released under the [MIT License](https://github.com/crewAIInc/crewAI/b
 
 - [What exactly is CrewAI?](#q-what-exactly-is-crewai)
 - [How do I install CrewAI?](#q-how-do-i-install-crewai)
-- [Is CrewAI a standalone framework?](#q-is-crewai-a-standalone-framework)
+- [Does CrewAI depend on LangChain?](#q-does-crewai-depend-on-langchain)
 - [Is CrewAI open-source?](#q-is-crewai-open-source)
 - [Does CrewAI collect data from users?](#q-does-crewai-collect-data-from-users)
 
@@ -710,6 +667,7 @@ CrewAI is released under the [MIT License](https://github.com/crewAIInc/crewAI/b
 - [Can CrewAI handle complex use cases?](#q-can-crewai-handle-complex-use-cases)
 - [Can I use CrewAI with local AI models?](#q-can-i-use-crewai-with-local-ai-models)
 - [What makes Crews different from Flows?](#q-what-makes-crews-different-from-flows)
+- [How is CrewAI better than LangChain?](#q-how-is-crewai-better-than-langchain)
 - [Does CrewAI support fine-tuning or training custom models?](#q-does-crewai-support-fine-tuning-or-training-custom-models)
 
 ### Resources and Community
@@ -725,7 +683,7 @@ CrewAI is released under the [MIT License](https://github.com/crewAIInc/crewAI/b
 
 ### Q: What exactly is CrewAI?
 
-A: CrewAI is a lean, fast Python framework built specifically for orchestrating autonomous AI agents and production-ready agentic workflows.
+A: CrewAI is a standalone, lean, and fast Python framework built specifically for orchestrating autonomous AI agents. Unlike frameworks like LangChain, CrewAI does not rely on external dependencies, making it leaner, faster, and simpler.
 
 ### Q: How do I install CrewAI?
 
@@ -741,9 +699,9 @@ For additional tools, use:
 uv pip install 'crewai[tools]'
 ```
 
-### Q: Is CrewAI a standalone framework?
+### Q: Does CrewAI depend on LangChain?
 
-A: Yes. CrewAI is a standalone Python framework with its own primitives for agents, tasks, crews, flows, tools, and orchestration.
+A: No. CrewAI is built entirely from the ground up, with no dependencies on LangChain or other agent frameworks. This ensures a lean, fast, and flexible experience.
 
 ### Q: Can CrewAI handle complex use cases?
 
@@ -757,6 +715,10 @@ A: Absolutely! CrewAI supports various language models, including local ones. To
 
 A: Crews provide autonomous agent collaboration, ideal for tasks requiring flexible decision-making and dynamic interaction. Flows offer precise, event-driven control, ideal for managing detailed execution paths and secure state management. You can seamlessly combine both for maximum effectiveness.
 
+### Q: How is CrewAI better than LangChain?
+
+A: CrewAI provides simpler, more intuitive APIs, faster execution speeds, more reliable and consistent results, robust documentation, and an active community—addressing common criticisms and limitations associated with LangChain.
+
 ### Q: Is CrewAI open-source?
 
 A: Yes, CrewAI is open-source and actively encourages community contributions and collaboration.
@@ -795,11 +757,11 @@ A: Absolutely! CrewAI agents can easily integrate with external tools, APIs, and
 
 ### Q: Is CrewAI suitable for production environments?
 
-A: Yes, CrewAI is designed with production-grade patterns that support reliable, stable, and scalable agentic workflows.
+A: Yes, CrewAI is explicitly designed with production-grade standards, ensuring reliability, stability, and scalability for enterprise deployments.
 
 ### Q: How scalable is CrewAI?
 
-A: CrewAI is highly scalable, supporting simple automations and large-scale workflows involving numerous agents and complex tasks simultaneously.
+A: CrewAI is highly scalable, supporting simple automations and large-scale enterprise workflows involving numerous agents and complex tasks simultaneously.
 
 ### Q: Does CrewAI offer debugging and monitoring tools?
 

conftest.py

@@ -5,105 +5,12 @@ from collections.abc import Generator
 import gzip
 import os
 from pathlib import Path
-import re
 import tempfile
 from typing import Any
 
 from dotenv import load_dotenv
 import pytest
-
-
-def _patch_vcrpy_aiohttp_compat() -> None:
-    """Keep vcrpy's aiohttp stub working under aiohttp 3.14.0.
-
-    aiohttp 3.14.0 (pulled in to fix GHSA-jg22-mg44-37j8 and GHSA-hg6j-4rv6-33pg):
-      * removed ``aiohttp.streams.AsyncStreamReaderMixin`` (folded into ``StreamReader``),
-        which vcrpy's ``MockStream`` still subclasses -- vcr's patch machinery then raises
-        ``AttributeError`` at collection time; and
-      * added a required ``stream_writer`` keyword-only arg to ``ClientResponse.__init__``,
-        which vcrpy's ``MockClientResponse`` does not pass -- raising ``TypeError`` at
-        cassette playback.
-
-    Restore the mixin, then rebuild ``MockClientResponse``'s ``super().__init__`` call from
-    the live ``ClientResponse`` signature (defaulting every required keyword-only arg to
-    ``None``, mirroring vcrpy's original call) so it also survives future aiohttp additions.
-    """
-    import asyncio
-    import inspect
-
-    from aiohttp import streams
-    from aiohttp.client_reqrep import ClientResponse
-
-    if not hasattr(streams, "AsyncStreamReaderMixin"):
-
-        class AsyncStreamReaderMixin:
-            __slots__ = ()
-
-            def __aiter__(self) -> streams.AsyncStreamIterator[bytes]:
-                return streams.AsyncStreamIterator(self.readline)  # type: ignore[attr-defined]
-
-            def iter_chunked(self, n: int) -> streams.AsyncStreamIterator[bytes]:
-                return streams.AsyncStreamIterator(lambda: self.read(n))  # type: ignore[attr-defined]
-
-            def iter_any(self) -> streams.AsyncStreamIterator[bytes]:
-                return streams.AsyncStreamIterator(self.readany)  # type: ignore[attr-defined]
-
-            def iter_chunks(self) -> streams.ChunkTupleAsyncStreamIterator:
-                return streams.ChunkTupleAsyncStreamIterator(self)  # type: ignore[arg-type]
-
-        streams.AsyncStreamReaderMixin = AsyncStreamReaderMixin  # type: ignore[attr-defined]
-
-    # Importing the stub builds MockStream/MockClientResponse, so it must run after the
-    # mixin is restored above.
-    import vcr.stubs.aiohttp_stubs as aiohttp_stubs  # type: ignore[import-untyped]
-
-    if getattr(aiohttp_stubs.MockClientResponse, "_crewai_aiohttp_patched", False):
-        return
-
-    keyword_only = [
-        name
-        for name, param in inspect.signature(ClientResponse.__init__).parameters.items()
-        if param.kind is inspect.Parameter.KEYWORD_ONLY
-    ]
-
-    class _NullStreamWriter:
-        # aiohttp 3.14.0 reads stream_writer.output_size in the "request already
-        # sent" branch (writer is None), so None is not enough -- supply a stub.
-        output_size = 0
-
-    fallback_loop: list[asyncio.AbstractEventLoop] = []
-
-    def _resolve_loop() -> asyncio.AbstractEventLoop:
-        # MockClientResponse is normally built inside aiohttp's running loop, so
-        # prefer that. In a sync context there is no running loop; avoid
-        # asyncio.get_event_loop(), which on 3.12+ emits a DeprecationWarning
-        # (and can RuntimeError) when no current loop is set. Use one cached
-        # loop instead -- the mock only stores it and calls loop.get_debug().
-        try:
-            return asyncio.get_running_loop()
-        except RuntimeError:
-            if not fallback_loop:
-                fallback_loop.append(asyncio.new_event_loop())
-            return fallback_loop[0]
-
-    def _mock_client_response_init(
-        self: Any, method: str, url: Any, request_info: Any = None
-    ) -> None:
-        kwargs: dict[str, Any] = dict.fromkeys(keyword_only)
-        kwargs["request_info"] = request_info
-        if "loop" in kwargs:
-            kwargs["loop"] = _resolve_loop()
-        if "stream_writer" in kwargs:
-            kwargs["stream_writer"] = _NullStreamWriter()
-        ClientResponse.__init__(self, method, url, **kwargs)
-
-    aiohttp_stubs.MockClientResponse.__init__ = _mock_client_response_init
-    aiohttp_stubs.MockClientResponse._crewai_aiohttp_patched = True
-
-
-_patch_vcrpy_aiohttp_compat()
-
-from vcr.request import Request  # type: ignore[import-untyped]  # noqa: E402
+from vcr.request import Request  # type: ignore[import-untyped]
 
 
 try:
@@ -113,42 +20,21 @@ except ModuleNotFoundError:
 
 
 env_test_path = Path(__file__).parent / ".env.test"
-
-load_dotenv(env_test_path, override=False)
-load_dotenv(override=False)
-
-BEDROCK_HOST_PLACEHOLDER = "bedrock-runtime.vcr.amazonaws.com"
-_BEDROCK_HOST_RE = re.compile(r"^bedrock-runtime\.[a-z0-9-]+\.amazonaws\.com$")
+load_dotenv(env_test_path, override=True)
+load_dotenv(override=True)
 
 
-def _normalize_bedrock_host(host: str) -> str:
-    if _BEDROCK_HOST_RE.match(host):
-        return BEDROCK_HOST_PLACEHOLDER
-    return host
-
-
-def bedrock_host_matcher(r1: Request, r2: Request) -> bool:  # type: ignore[no-any-unimported]
-    """Match Bedrock requests across AWS regions (CI uses us-east-1, local may use us-west-2)."""
-    return _normalize_bedrock_host(r1.host or "") == _normalize_bedrock_host(
-        r2.host or ""
-    )
-
-
-def _patched_make_vcr_request(
-    httpx_request: Any, real_request_body: Any = None, **kwargs: Any
-) -> Any:
+def _patched_make_vcr_request(httpx_request: Any, **kwargs: Any) -> Any:
     """Patched version of VCR's _make_vcr_request that handles binary content.
 
     The original implementation fails on binary request bodies (like file uploads)
     because it assumes all content can be decoded as UTF-8.
     """
-    raw_body = real_request_body if real_request_body is not None else httpx_request.read()
-    body: Any = raw_body
-    if isinstance(raw_body, bytes):
-        try:
-            body = raw_body.decode("utf-8")
-        except UnicodeDecodeError:
-            body = base64.b64encode(raw_body).decode("ascii")
+    raw_body = httpx_request.read()
+    try:
+        body = raw_body.decode("utf-8")
+    except UnicodeDecodeError:
+        body = base64.b64encode(raw_body).decode("ascii")
     uri = str(httpx_request.url)
     headers = dict(httpx_request.headers)
     return Request(httpx_request.method, uri, body, headers)
@@ -168,13 +54,12 @@ _original_from_serialized_response = getattr(
 )
 
 if _original_from_serialized_response is not None:
-    _from_serialized: Any = _original_from_serialized_response
 
     def _patched_from_serialized_response(
         request: Any, serialized_response: Any, history: Any = None
     ) -> Any:
         """Patched version that ensures response._content is properly set."""
-        response = _from_serialized(request, serialized_response, history)
+        response = _original_from_serialized_response(request, serialized_response, history)
         # Explicitly set _content to avoid ResponseNotRead errors
         # The content was passed to the constructor but the mocked read() prevents
         # proper initialization of the internal state
@@ -302,7 +187,6 @@ HEADERS_TO_FILTER = {
     "anthropic-ratelimit-tokens-remaining": "ANTHROPIC-RATELIMIT-TOKENS-REMAINING-XXX",
     "anthropic-ratelimit-tokens-reset": "ANTHROPIC-RATELIMIT-TOKENS-RESET-XXX",
     "x-amz-date": "X-AMZ-DATE-XXX",
-    "x-amz-security-token": "X-AMZ-SECURITY-TOKEN-XXX",
     "amz-sdk-invocation-id": "AMZ-SDK-INVOCATION-ID-XXX",
     "accept-encoding": "ACCEPT-ENCODING-XXX",
     "x-amzn-requestid": "X-AMZN-REQUESTID-XXX",
@@ -327,10 +211,6 @@ def _filter_request_headers(request: Request) -> Request:  # type: ignore[no-any
         placeholder_host = "fake-azure-endpoint.openai.azure.com"
         request.uri = request.uri.replace(original_host, placeholder_host)
 
-    # Normalize Bedrock regional endpoints so cassettes work in any AWS region.
-    if request.host and _BEDROCK_HOST_RE.match(request.host):
-        request.uri = request.uri.replace(request.host, BEDROCK_HOST_PLACEHOLDER)
-
     return request
 
 
@@ -348,11 +228,6 @@ def _filter_response_headers(response: dict[str, Any]) -> dict[str, Any] | None:
     if body == "" or body == b"" or content_length == ["0"]:
         return None
 
-    status_code = response.get("status", {}).get("code")
-    if isinstance(status_code, int) and status_code >= 400:
-        # Avoid persisting auth/model errors when re-recording without valid AWS creds.
-        return None
-
     for encoding_header in ["Content-Encoding", "content-encoding"]:
         if encoding_header in headers:
             encoding = headers.pop(encoding_header)
@@ -380,8 +255,7 @@ def vcr_cassette_dir(request: Any) -> str:
 
     for parent in test_file.parents:
         if (
-            parent.name
-            in ("crewai", "crewai-tools", "crewai-files", "cli", "crewai-core")
+            parent.name in ("crewai", "crewai-tools", "crewai-files")
             and parent.parent.name == "lib"
         ):
             package_root = parent
@@ -403,11 +277,6 @@ def vcr_cassette_dir(request: Any) -> str:
     return str(cassette_dir)
 
 
-def pytest_recording_configure(vcr: Any, config: Any) -> None:
-    """Register custom VCR matchers for each test cassette session."""
-    vcr.register_matcher("bedrock_host", bedrock_host_matcher)
-
-
 @pytest.fixture(scope="module")
 def vcr_config(vcr_cassette_dir: str) -> dict[str, Any]:
     """Configure VCR with organized cassette storage."""

docs/ar/api-reference/status.mdx

@@ -0,0 +1,6 @@
+---
+title: "GET /{kickoff_id}/status"
+description: "الحصول على حالة التنفيذ"
+openapi: "/enterprise-api.en.yaml GET /{kickoff_id}/status"
+mode: "wide"
+---

docs/ar/changelog.mdx

@@ -0,0 +1,454 @@
+---
+title: "سجل التغييرات"
+description: "تحديثات المنتج والتحسينات وإصلاحات الأخطاء لـ CrewAI"
+icon: "clock"
+mode: "wide"
+---
+<Update label="27 مارس 2026">
+  ## v1.13.0rc1
+
+  [عرض الإصدار على GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.13.0rc1)
+
+  ## ما الذي تغير
+
+  ### الوثائق
+  - تحديث سجل التغييرات والإصدار لـ v1.13.0a2
+
+  ## المساهمون
+
+  @greysonlalonde
+
+</Update>
+
+<Update label="27 مارس 2026">
+  ## v1.13.0a2
+
+  [عرض الإصدار على GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.13.0a2)
+
+  ## ما الذي تغير
+
+  ### الميزات
+  - تحديث تلقائي لمستودع اختبار النشر أثناء الإصدار
+  - تحسين مرونة إصدار المؤسسات وتجربة المستخدم
+
+  ### الوثائق
+  - تحديث سجل التغييرات والإصدار للإصدار v1.13.0a1
+
+  ## المساهمون
+
+  @greysonlalonde
+
+</Update>
+
+<Update label="27 مارس 2026">
+  ## v1.13.0a1
+
+  [عرض الإصدار على GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.13.0a1)
+
+  ## ما الذي تغير
+
+  ### إصلاحات الأخطاء
+  - إصلاح الروابط المعطلة في سير العمل الوثائقي عن طريق تثبيت Node على LTS 22
+  - مسح ذاكرة التخزين المؤقت لـ uv للحزم المنشورة حديثًا في الإصدار المؤسسي
+
+  ### الوثائق
+  - إضافة مصفوفة شاملة لأذونات RBAC ودليل النشر
+  - تحديث سجل التغييرات والإصدار للإصدار v1.12.2
+
+  ## المساهمون
+
+  @greysonlalonde, @iris-clawd, @joaomdmoura
+
+</Update>
+
+<Update label="25 مارس 2026">
+  ## v1.12.2
+
+  [عرض الإصدار على GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.12.2)
+
+  ## ما الذي تغير
+
+  ### الميزات
+  - إضافة مرحلة إصدار المؤسسات إلى إصدار أدوات المطورين
+
+  ### إصلاحات الأخطاء
+  - الحفاظ على قيمة إرجاع الطريقة كإخراج تدفق لـ @human_feedback مع emit
+
+  ### الوثائق
+  - تحديث سجل التغييرات والإصدار لـ v1.12.1
+  - مراجعة سياسة الأمان وتعليمات الإبلاغ
+
+  ## المساهمون
+
+  @alex-clawd, @greysonlalonde, @joaomdmoura, @theCyberTech
+
+</Update>
+
+<Update label="25 مارس 2026">
+  ## v1.12.1
+
+  [عرض الإصدار على GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.12.1)
+
+  ## ما الذي تغير
+
+  ### الميزات
+  - إضافة request_id إلى HumanFeedbackRequestedEvent
+  - إضافة Qdrant Edge كخلفية تخزين لنظام الذاكرة
+  - إضافة أمر docs-check لتحليل التغييرات وتوليد الوثائق مع الترجمات
+  - إضافة دعم اللغة العربية إلى سجل التغييرات وأدوات الإصدار
+  - إضافة ترجمة باللغة العربية الفصحى لجميع الوثائق
+  - إضافة أمر تسجيل الخروج في واجهة سطر الأوامر
+  - إضافة مهارات الوكيل
+  - تنفيذ root_scope تلقائيًا لعزل الذاكرة الهيكلية
+  - تنفيذ مزودين متوافقين مع OpenAI (OpenRouter، DeepSeek، Ollama، vLLM، Cerebras، Dashscope)
+
+  ### إصلاحات الأخطاء
+  - إصلاح بيانات اعتماد غير صحيحة لدفع دفعات التتبع (404)
+  - حل العديد من الأخطاء في نظام تدفق HITL
+  - إصلاح حفظ ذاكرة الوكيل
+  - حل جميع أخطاء mypy الصارمة عبر حزمة crewai
+  - إصلاح استخدام __router_paths__ لطرق المستمع + الموجه في FlowMeta
+  - إصلاح خطأ القيمة عند عدم دعم الملفات
+  - تصحيح صياغة الحجر الصحي لـ litellm في الوثائق
+  - إصلاح جميع أخطاء mypy في crewai-files وإضافة جميع الحزم إلى فحوصات النوع في CI
+  - تثبيت الحد الأعلى لـ litellm على آخر إصدار تم اختباره (1.82.6)
+
+  ### الوثائق
+  - تحديث سجل التغييرات والإصدار لـ v1.12.0
+  - إضافة CONTRIBUTING.md
+  - إضافة دليل لاستخدام CrewAI بدون LiteLLM
+
+  ## المساهمون
+
+  @akaKuruma، @alex-clawd، @greysonlalonde، @iris-clawd، @joaomdmoura، @lorenzejay، @lucasgomide، @nicoferdi96
+
+</Update>
+
+<Update label="25 مارس 2026">
+  ## v1.12.0
+
+  [عرض الإصدار على GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.12.0)
+
+  ## ما الذي تغير
+
+  ### الميزات
+  - إضافة واجهة تخزين Qdrant Edge لنظام الذاكرة
+  - إضافة أمر docs-check لتحليل التغييرات وتوليد الوثائق مع الترجمات
+  - إضافة دعم اللغة العربية لسجل التغييرات وأدوات الإصدار
+  - إضافة ترجمة اللغة العربية الفصحى لجميع الوثائق
+  - إضافة أمر تسجيل الخروج في واجهة سطر الأوامر
+  - تنفيذ مهارات الوكيل
+  - تنفيذ نطاق الجذر التلقائي لعزل الذاكرة الهرمية
+  - تنفيذ موفري خدمات متوافقين مع OpenAI (OpenRouter، DeepSeek، Ollama، vLLM، Cerebras، Dashscope)
+
+  ### إصلاح الأخطاء
+  - إصلاح بيانات الاعتماد السيئة لدفع دفعات التتبع (404)
+  - حل العديد من الأخطاء في نظام تدفق HITL
+  - حل أخطاء mypy في crewai-files وإضافة جميع الحزم إلى فحوصات نوع CI
+  - حل جميع أخطاء mypy الصارمة عبر حزمة crewai-tools
+  - حل جميع أخطاء mypy عبر حزمة crewai
+  - إصلاح حفظ الذاكرة في الوكيل
+  - إصلاح استخدام __router_paths__ لطرق المستمع + الموجه في FlowMeta
+  - رفع خطأ القيمة عند عدم دعم الملفات
+  - تصحيح صياغة الحجر الصحي لـ litellm في الوثائق
+  - استخدام فحص None بدلاً من isinstance للذاكرة في تعلم التغذية الراجعة البشرية
+  - تثبيت الحد الأعلى لـ litellm على آخر إصدار تم اختباره (1.82.6)
+
+  ### الوثائق
+  - تحديث سجل التغييرات والإصدار لـ v1.12.0
+  - إضافة CONTRIBUTING.md
+  - إضافة دليل لاستخدام CrewAI بدون LiteLLM
+
+  ### إعادة الهيكلة
+  - إعادة هيكلة لتجنب تكرار تنفيذ المهام المتزامنة / غير المتزامنة وبدء التشغيل في الوكيل
+  - تبسيط الأنابيب الداخلية من litellm (عد الرموز، ردود النداء، اكتشاف الميزات، الأخطاء)
+
+  ## المساهمون
+
+  @akaKuruma، @alex-clawd، @greysonlalonde، @iris-clawd، @joaomdmoura، @lorenzejay، @nicoferdi96
+
+</Update>
+
+<Update label="26 مارس 2026">
+  ## v1.12.0a3
+
+  [عرض الإصدار على GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.12.0a3)
+
+  ## ما الذي تغير
+
+  ### إصلاحات الأخطاء
+  - إصلاح بيانات الاعتماد الخاطئة لدفع دفعات التتبع (404)
+  - حل العديد من الأخطاء في نظام تدفق HITL
+
+  ### الوثائق
+  - تحديث سجل التغييرات والإصدار لـ v1.12.0a2
+
+  ## المساهمون
+
+  @akaKuruma, @greysonlalonde
+
+</Update>
+
+<Update label="25 مارس 2026">
+  ## v1.12.0a2
+
+  [عرض الإصدار على GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.12.0a2)
+
+  ## ما الذي تغير
+
+  ### الميزات
+  - إضافة واجهة تخزين Qdrant Edge لنظام الذاكرة
+
+  ### الوثائق
+  - تحديث سجل التغييرات والإصدار لـ v1.12.0a1
+
+  ## المساهمون
+
+  @greysonlalonde
+
+</Update>
+
+<Update label="25 مارس 2026">
+  ## v1.12.0a1
+
+  [عرض الإصدار على GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.12.0a1)
+
+  ## ما الذي تغير
+
+  ### الميزات
+  - إضافة أمر docs-check لتحليل التغييرات وتوليد الوثائق مع الترجمات
+  - إضافة دعم اللغة العربية لسجل التغييرات وأدوات الإصدار
+  - إضافة ترجمة اللغة العربية الفصحى لجميع الوثائق
+  - إضافة مزودي خدمات متوافقين مع OpenAI (OpenRouter، DeepSeek، Ollama، vLLM، Cerebras، Dashscope)
+  - إضافة مهارات الوكيل
+  - إضافة أمر تسجيل الخروج في واجهة سطر الأوامر
+  - تنفيذ نطاق الجذر التلقائي لعزل الذاكرة الهيكلية
+
+  ### إصلاح الأخطاء
+  - إصلاح حفظ ذاكرة الوكيل
+  - حل أخطاء mypy في crewai-files وإضافة جميع الحزم إلى فحوصات نوع CI
+  - حل جميع أخطاء mypy الصارمة عبر حزمة crewai-tools
+  - حل جميع أخطاء mypy عبر حزمة crewai
+  - إصلاح استخدام __router_paths__ لطرق المستمع + الموجه في FlowMeta
+  - تثبيت الحد الأعلى لـ litellm على آخر إصدار تم اختباره (1.82.6)
+  - رفع خطأ القيمة عند عدم دعم الملفات
+  - تصحيح صياغة الحجر الصحي لـ litellm في الوثائق
+
+  ### الوثائق
+  - إضافة CONTRIBUTING.md
+  - إضافة دليل لاستخدام CrewAI بدون LiteLLM
+  - تحديث سجل التغييرات والإصدار لـ v1.11.1
+
+  ### إعادة الهيكلة
+  - إعادة هيكلة لإزالة التكرار في تنفيذ المهام المتزامنة وغير المتزامنة وبدء التشغيل في الوكيل
+  - فصل الأنابيب الداخلية عن litellm (عد الرموز، ردود الفعل، اكتشاف الميزات، الأخطاء)
+
+  ## المساهمون
+
+  @alex-clawd، @greysonlalonde، @iris-clawd، @lorenzejay، @nicoferdi96
+
+</Update>
+
+<Update label="Mar 23, 2026">
+  ## v1.11.1
+
+  [عرض الإصدار على GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.11.1)
+
+  ## ما تغيّر
+
+  ### الميزات
+  - إضافة مُسلسِل flow_structure() لفحص فئة Flow.
+
+  ### إصلاحات الأخطاء
+  - إصلاح ثغرات أمنية بتحديث pypdf و tinytag و langchain-core.
+  - الحفاظ على تهيئة LLM الكاملة عبر استئناف HITL لمزودي غير OpenAI.
+  - منع اجتياز المسار في FileWriterTool.
+  - إصلاح انهيار lock_store عندما لا تكون حزمة redis مثبتة.
+  - تمرير cache_function من BaseTool إلى CrewStructuredTool.
+
+  ### التوثيق
+  - إضافة دليل نشر الأدوات المخصصة مع الترجمات.
+  - تحديث سجل التغييرات والإصدار لـ v1.11.0.
+  - إضافة توثيق مستمعي الأحداث المفقود.
+
+  ### إعادة الهيكلة
+  - استبدال urllib بـ requests في محمّل PDF.
+  - استبدال حقول callback والنموذج من نوع Any بأنواع قابلة للتسلسل.
+
+  ## المساهمون
+
+  @alex-clawd, @danielfsbarreto, @dependabot[bot], @greysonlalonde, @lorenzejay, @lucasgomide, @mattatcha, @theCyberTech, @vinibrsl
+
+</Update>
+
+<Update label="Mar 18, 2026">
+  ## v1.11.0
+
+  [عرض الإصدار على GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.11.0)
+
+  ## ما تغيّر
+
+  ### التوثيق
+  - تحديث سجل التغييرات والإصدار لـ v1.11.0rc2
+
+  ## المساهمون
+
+  @greysonlalonde
+
+</Update>
+
+<Update label="Mar 17, 2026">
+  ## v1.11.0rc2
+
+  [عرض الإصدار على GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.11.0rc2)
+
+  ## ما تغيّر
+
+  ### إصلاحات الأخطاء
+  - تحسين معالجة استجابات LLM والتسلسل.
+  - ترقية الاعتماديات الانتقالية المعرضة للخطر (authlib، PyJWT، snowflake-connector-python).
+  - استبدال `os.system` بـ `subprocess.run` في تثبيت pip بالوضع غير الآمن.
+
+  ### التوثيق
+  - تحديث صفحة أداة Exa Search بتسمية ووصف وخيارات تهيئة محسّنة.
+  - إضافة خوادم MCP المخصصة في دليل الإرشادات.
+  - تحديث توثيق جامعي OTEL.
+  - تحديث توثيق MCP.
+  - تحديث سجل التغييرات والإصدار لـ v1.11.0rc1.
+
+  ## المساهمون
+
+  @10ishq, @greysonlalonde, @joaomdmoura, @lucasgomide, @mattatcha, @theCyberTech, @vinibrsl
+
+</Update>
+
+<Update label="Mar 15, 2026">
+  ## v1.11.0rc1
+
+  [عرض الإصدار على GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.11.0rc1)
+
+  ## ما تغيّر
+
+  ### الميزات
+  - إضافة مصادقة رمز Plus API في a2a
+  - تنفيذ نمط التخطيط والتنفيذ
+
+  ### إصلاحات الأخطاء
+  - حل مشكلة هروب صندوق حماية مفسر الكود
+
+  ### التوثيق
+  - تحديث سجل التغييرات والإصدار لـ v1.10.2rc2
+
+  ## المساهمون
+
+  @Copilot, @greysonlalonde, @lorenzejay, @theCyberTech
+
+</Update>
+
+<Update label="Mar 14, 2026">
+  ## v1.10.2rc2
+
+  [عرض الإصدار على GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.10.2rc2)
+
+  ## ما تغيّر
+
+  ### إصلاحات الأخطاء
+  - إزالة الأقفال الحصرية من عمليات التخزين للقراءة فقط
+
+  ### التوثيق
+  - تحديث سجل التغييرات والإصدار لـ v1.10.2rc1
+
+  ## المساهمون
+
+  @greysonlalonde
+
+</Update>
+
+<Update label="Mar 13, 2026">
+  ## v1.10.2rc1
+
+  [عرض الإصدار على GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.10.2rc1)
+
+  ## ما تغيّر
+
+  ### الميزات
+  - إضافة أمر الإصدار وتشغيل نشر PyPI
+
+  ### إصلاحات الأخطاء
+  - إصلاح القفل الآمن عبر العمليات والخيوط للإدخال/الإخراج غير المحمي
+  - نشر contextvars عبر جميع حدود الخيوط والمنفذين
+  - نشر ContextVars إلى خيوط المهام غير المتزامنة
+
+  ### التوثيق
+  - تحديث سجل التغييرات والإصدار لـ v1.10.2a1
+
+  ## المساهمون
+
+  @danglies007, @greysonlalonde
+
+</Update>
+
+<Update label="Mar 11, 2026">
+  ## v1.10.2a1
+
+  [عرض الإصدار على GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.10.2a1)
+
+  ## ما تغيّر
+
+  ### الميزات
+  - إضافة دعم البحث عن الأدوات وتوفير الرموز وحقن الأدوات المناسبة ديناميكيًا أثناء التنفيذ لـ Anthropic.
+  - تقديم المزيد من أدوات Brave Search.
+  - إنشاء إجراء للإصدارات الليلية.
+
+  ### إصلاحات الأخطاء
+  - إصلاح LockException تحت التنفيذ المتزامن متعدد العمليات.
+  - حل مشكلات تجميع نتائج الأدوات المتوازية في رسالة مستخدم واحدة.
+  - معالجة حلول أدوات MCP والقضاء على جميع الاتصالات المشتركة القابلة للتغيير.
+  - تحديث معالجة معاملات LLM في دالة human_feedback.
+  - إضافة طرق list/dict المفقودة إلى LockedListProxy و LockedDictProxy.
+  - نشر سياق contextvars إلى خيوط استدعاء الأدوات المتوازية.
+  - ترقية اعتمادية gitpython إلى >=3.1.41 لحل ثغرة اجتياز مسار CVE.
+
+  ### إعادة الهيكلة
+  - إعادة هيكلة فئات الذاكرة لتكون قابلة للتسلسل.
+
+  ### التوثيق
+  - تحديث سجل التغييرات والإصدار لـ v1.10.1.
+
+  ## المساهمون
+
+  @akaKuruma, @github-actions[bot], @giulio-leone, @greysonlalonde, @joaomdmoura, @jonathansampson, @lorenzejay, @lucasgomide, @mattatcha
+
+</Update>
+
+<Update label="Mar 04, 2026">
+  ## v1.10.1
+
+  [عرض الإصدار على GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.10.1)
+
+  ## ما تغيّر
+
+  ### الميزات
+  - ترقية Gemini GenAI
+
+  ### إصلاحات الأخطاء
+  - ضبط قيمة مستمع المنفذ لتجنب التكرار
+  - تجميع أجزاء استجابة الدوال المتوازية في كائن Content واحد في Gemini
+  - إظهار مخرجات التفكير من نماذج التفكير في Gemini
+  - تحميل أدوات MCP والمنصة عندما تكون أدوات الوكيل None
+  - دعم بيئات Jupyter مع حلقات أحداث قيد التشغيل في A2A
+  - استخدام معرّف مجهول للتتبعات المؤقتة
+  - تمرير ترويسة plus بشكل مشروط
+  - تخطي تسجيل معالج الإشارة في الخيوط غير الرئيسية لقياس الأداء عن بعد
+  - حقن أخطاء الأدوات كملاحظات وحل تعارضات الأسماء
+  - ترقية pypdf من 4.x إلى 6.7.4 لحل تنبيهات Dependabot
+  - حل تنبيهات أمان Dependabot الحرجة والعالية
+
+  ### التوثيق
+  - تحديث توثيق بث webhook
+  - ضبط لغة التوثيق من AOP إلى AMP
+
+  ### المساهمون
+  @Vidit-Ostwal, @greysonlalonde, @heitorado, @joaomdmoura, @lorenzejay, @lucasgomide, @mplachta
+
+</Update>