ea4all-system-sprint6-deployment-live

Dockerfile

@@ -39,7 +39,7 @@ USER user
 
 RUN pip install -U "huggingface_hub[cli]" 
 RUN git init & git config --global credential.helper store
-RUN huggingface-cli login --token $(cat ${HOME}/cli_token) --add-to-git-credential
+RUN hf auth login --token $(cat ${HOME}/cli_token) --add-to-git-credential
 
 # Copy the current directory contents into the container at $HOME/app setting the owner to the user
 COPY --chown=user . $HOME

README.md

@@ -1,5 +1,5 @@
 ---
-title: Talk to your Multi-Agentic Architect Partner
+title: Talk to your Multi-Agentic Architect Companion
 emoji: 👁
 colorFrom: purple
 colorTo: green
@@ -72,6 +72,14 @@ Synthetic datasets are used to exemplify the Agentic System capabilities.
 
     - Clock in/out Use-case
 
+### Architecture Demand Management
+
+    - Provide project resource estimation for architecture work based on business requirements, skillset, architects allocation, and any other relevant information to enable successful project solution delivery.
+
+### AWS & Microsoft Official Documentation Question and Answering
+
+    - Access to official documentation and diagram generation for AWS services. MCP service-based.
+
 ## Log / Traceability
 
     For purpose of continuous improvement, agentic workflows are logged in. 
@@ -108,7 +116,8 @@ Synthetic datasets are used to exemplify the Agentic System capabilities.
         - Well-Architecture Design Assessment
         - Vision and Target Architecture
         - Architect Demand Management
-    
+        - AWS & Microsoft Official Documentation
+        
     - User Interface
         - Gradio
 
@@ -118,4 +127,4 @@ Synthetic datasets are used to exemplify the Agentic System capabilities.
     - Hosting
         - Huggingface Space
     
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+Check out the configuration reference at [spaces-config-reference](https://huggingface.co/docs/hub/spaces-config-reference)

requirements.txt

@@ -1,121 +1,36 @@
-aiofiles==24.1.0
-aiohappyeyeballs==2.6.1
-aiohttp==3.11.18
-aiosignal==1.3.2
-annotated-types==0.7.0
-anthropic==0.50.0
-anyio==4.9.0
-appdirs==1.4.4
-asgiref==3.8.1
-asttokens==3.0.0
-atlassian-python-api==4.0.3
-attrs==25.3.0
-auth0-python==4.9.0
-backoff==2.2.1
-bcrypt==4.3.0
-beautifulsoup4==4.13.4
-blinker==1.9.0
-boto3==1.38.8
-botocore==1.38.8
-build==1.2.2.post1
-cachetools==5.5.2
-certifi==2025.4.26
-cffi==1.17.1
-charset-normalizer==3.4.2
-chromadb==1.0.9
-click==8.1.8
-coloredlogs==15.0.1
-crewai==0.119.0
-cryptography==44.0.3
-dataclasses-json==0.6.7
-debugpy==1.8.14
-decorator==5.2.1
-deprecated==1.2.18
-distro==1.9.0
-docstring-parser==0.16
-durationpy==0.9
-et-xmlfile==2.0.0
-executing==2.2.0
-faiss-cpu==1.11.0
-fastapi==0.115.9
-ffmpy==0.5.0
-filelock==3.18.0
-filetype==1.2.0
-flatbuffers==25.2.10
-frozenlist==1.6.0
-fsspec==2025.3.2
+atlassian-python-api
+chromadb
+crewai
+debugpy
+faiss-cpu
+fastapi
+ffmpy==0.6.1
 google-ai-generativelanguage==0.6.17
 google-api-core==2.24.2
-google-auth==2.40.1
-googleapis-common-protos==1.70.0
-gradio==5.29.0
-gradio-client==1.10.0
-graphviz==0.20.3
-greenlet==3.2.1
-groovy==0.1.2
-grpcio==1.71.0
-grpcio-status==1.71.0
-h11==0.16.0
-hf-xet==1.1.0
-httpcore==1.0.9
-httptools==0.6.4
-httpx==0.28.1
-httpx-sse==0.4.0
-huggingface-hub==0.31.1
-humanfriendly==10.0
-idna==3.10
-importlib-metadata==8.6.1
-importlib-resources==6.5.2
-instructor==1.8.1
-ipython==9.2.0
-ipython-pygments-lexers==1.1.1
-jedi==0.19.2
-jinja2==3.1.6
-jiter==0.8.2
-jmespath==1.0.1
-joblib==1.4.2
-jq==1.8.0
-json-repair==0.44.1
-json5==0.12.0
-jsonpatch==1.33
-jsonpickle==4.0.5
-jsonpointer==3.0.0
-jsonref==1.1.0
-jsonschema==4.23.0
-jsonschema-specifications==2025.4.1
-kubernetes==32.0.1
-langchain==0.3.24
-langchain-community==0.3.13
-langchain-core==0.3.56
-langchain-experimental==0.3.4
-langchain-google-genai==2.1.3
-langchain-huggingface==0.1.2
-langchain-openai==0.2.14
-langchain-text-splitters==0.3.8
-langchainhub==0.1.21
-langfuse==2.60.3
-langgraph==0.2.66
-langgraph-checkpoint==2.0.25
-langgraph-sdk==0.1.63
-langsmith==0.2.6
-litellm==1.68.0
-markdown==3.7
-markdown-it-py==3.0.0
-markdownify==0.14.1
-markupsafe==3.0.2
-marshmallow==3.26.1
-matplotlib-inline==0.1.7
-mcp==1.8.0
-mdurl==0.1.2
-mmh3==5.1.0
-mpmath==1.3.0
-multidict==6.4.3
-mypy-extensions==1.1.0
-networkx==3.4.2
-numpy==2.2.6
-oauthlib==3.2.2
-onnxruntime==1.22.0
-openai==1.75.0
+gradio==5.35.0
+gradio-client
+graphviz
+huggingface-hub
+langchain
+langchain-community
+langchain-core
+langchain-experimental
+langchain-google-genai
+langchain-huggingface
+langchain-mcp-adapters
+langchain-openai
+langchainhub
+langgraph
+langgraph-api
+langgraph-runtime-inmem
+langgraph-sdk
+langsmith
+litellm
+markdown
+markdownify
+mcp
+numpy==2.3.2
+openai
 openinference-instrumentation==0.1.29
 openinference-instrumentation-crewai==0.1.9
 openinference-instrumentation-litellm==0.1.19
@@ -134,97 +49,11 @@ opentelemetry-proto==1.32.1
 opentelemetry-sdk==1.32.1
 opentelemetry-semantic-conventions==0.53b1
 opentelemetry-util-http==0.53b1
-orjson==3.10.18
-ormsgpack==1.9.1
-overrides==7.7.0
-packaging>=23.2
-pandas==2.2.3
-parso==0.8.4
-pdfminer-six==20250327
-pdfplumber==0.11.6
-pexpect==4.9.0
-pillow==11.2.1
-pip==25.1
-posthog==4.0.1
-prompt-toolkit==3.0.51
-propcache==0.3.1
-proto-plus==1.26.1
-protobuf==5.29.4
-psutil==5.9.8
-ptyprocess==0.7.0
-pure-eval==0.2.3
-pyasn1==0.6.1
-pyasn1-modules==0.4.2
-pycparser==2.22
-pydantic==2.11.4
-pydantic-core==2.33.2
-pydantic-settings==2.9.1
-pydub==0.25.1
-pygments==2.19.1
-pyjwt==2.10.1
-pypdfium2==4.30.1
-pypika==0.48.9
-pyproject-hooks==1.2.0
-python-dateutil==2.9.0.post0
-python-dotenv==1.1.0
-python-multipart==0.0.20
-pytz==2025.2
-pyvis==0.3.2
-pyyaml==6.0.2
-referencing==0.36.2
-regex==2024.11.6
-requests==2.32.3
-requests-oauthlib==2.0.0
-requests-toolbelt==1.0.0
-rich==13.9.4
-rpds-py==0.24.0
-rsa==4.9.1
-ruff==0.11.9
-s3transfer==0.12.0
-safehttpx==0.1.6
-safetensors==0.5.3
-schedule==1.2.2
-scikit-learn==1.6.1
-scipy==1.15.2
-semantic-version==2.10.0
-sentence-transformers==4.1.0
-setuptools==80.7.1
-shellingham==1.5.4
-six==1.17.0
-sniffio==1.3.1
-soupsieve==2.7
-spaces==0.35.0
-sqlalchemy==2.0.40
-sse-starlette==2.3.4
-stack-data==0.6.3
-starlette==0.45.3
-sympy==1.14.0
-tenacity==9.1.2
-threadpoolctl==3.6.0
-tiktoken==0.9.0
-tokenizers==0.21.1
-tomli==2.2.1
-tomli-w==1.2.0
-tomlkit==0.13.2
-torch==2.2.2
-tqdm==4.67.1
-traitlets==5.14.3
-transformers==4.51.3
-typer==0.15.3
-types-requests==2.32.0.20250328
-typing-extensions==4.13.2
-typing-inspect==0.9.0
-typing-inspection==0.4.0
-tzdata==2025.2
-urllib3==2.4.0
-uv==0.7.3
-uvicorn==0.34.2
-uvloop==0.21.0
-watchfiles==1.0.5
-wcwidth==0.2.13
-websocket-client==1.8.0
-websockets==15.0.1
-wrapt==1.17.2
-xmltodict==0.14.2
-yarl==1.20.0
-zipp==3.21.0
+pandas
+pillow
+pip
+pydantic
+sqlalchemy
+tiktoken
+tokenizers
+torch==2.2.2