pamela fox's blog posts https://www.pamelafox.org/blogposts Tue, 10 Mar 2026 15:05:18 -0400 Rss Everything 360 2bc710b15232e6806defc6ea077a61b3 Tue, 10 Feb 2026 02:03:15 -0500 Using on-behalf-of flow for Entra-based MCP servers http://blog.pamelafox.org/2026/01/using-on-behalf-of-flow-for-entra-based.html

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]]> e88cc380f5fbb4d8ddd0ffa191f079ba Tue, 10 Feb 2026 02:03:09 -0500 Watch the recordings from my Python + MCP series http://blog.pamelafox.org/2025/12/watch-recordings-from-my-python-mcp.html

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]]> 15101adf9821a98deadea9eaa810c1fb Sun, 09 Nov 2025 14:11:20 -0500 Watch the recordings from my Python + AI series http://blog.pamelafox.org/2025/10/watch-recordings-from-my-python-ai.html

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]]> 15953d5b83f0d39231fef13062f4525d Fri, 26 Sep 2025 01:45:34 -0400 Filter the tools from MCP servers http://blog.pamelafox.org/2025/09/filter-tools-from-mcp-servers.html

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]]> c30f0a8de5859d80f038f556f882e9d4 Tue, 26 Aug 2025 22:07:52 -0400 How I learn about generative AI http://blog.pamelafox.org/2025/08/how-i-learn-about-generative-ai.html

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]]> 3285db2310aa3326fc1b45eb8a6a463b Mon, 11 Aug 2025 21:29:12 -0400 GPT-5: Will it RAG? http://blog.pamelafox.org/2025/08/gpt-5-will-it-rag.html

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]]> a87ce1040493a3920deb57822537339d Mon, 11 Aug 2025 21:29:06 -0400 Red-teaming a RAG app: gpt-4o-mini v. llama3.1 v. hermes3 http://blog.pamelafox.org/2025/08/red-teaming-rag-app-what-happens.html

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]]> d983eeb7e57b3b2c0c855a8f4c34fc25 Mon, 11 Aug 2025 21:28:59 -0400 Automated repo maintenance via GitHub Copilot coding agent http://blog.pamelafox.org/2025/07/automated-repo-maintenance-with-github.html

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]]> be345ca404e6b87615491dec9dafe87e Mon, 11 Aug 2025 21:28:52 -0400 To MCP or not to MCP? http://blog.pamelafox.org/2025/07/to-mcp-or-not-to-mcp.html

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]]> f7f356d1d7263ea1bbcc310a73f00d3a Mon, 11 Aug 2025 21:28:49 -0400 MCP: Bringing mashups back! http://blog.pamelafox.org/2025/07/mcp-bringing-mashups-back.html

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]]> d9df1b8eb1c91b00c4d76091222329d7 Wed, 25 Jun 2025 16:40:08 -0400 Getting a hysterectomy: My reasons and recovery http://blog.pamelafox.org/2025/06/getting-hysterectomy-my-reasons-and.html

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]]> d96b02718ccbacab7170013fbe23dcda Wed, 25 Jun 2025 16:40:00 -0400 Proficient Python: A free interactive online course http://blog.pamelafox.org/2025/06/proficient-python-free-interactive.html

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]]> 5a1806f9801b4d4946f190e72b9321a8 Fri, 06 Jun 2025 15:11:25 -0400 Teaching Python with Codespaces http://blog.pamelafox.org/2025/06/teaching-python-with-codespaces.html

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]]> 9eface698591c8ef73c73aeb876b46e6 Thu, 29 May 2025 15:57:30 -0400 A visual introduction to vector embeddings http://blog.pamelafox.org/2025/05/a-visual-exploration-of-vector.html

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]]> f484f1c07f93854d27eb2a072fb5d5ca Sun, 25 May 2025 19:19:27 -0400 Using DefaultAzureCredential across multiple tenants http://blog.pamelafox.org/2025/04/using-defaultazurecredential-across.html

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]]> 6f05af7e38448e0edb20be27687575e9 Sun, 25 May 2025 19:19:17 -0400 Use any Python AI agent framework with free GitHub Models http://blog.pamelafox.org/2025/04/how-to-use-any-python-ai-agent.html

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]]> f2f3b5a932223488b5a6d1b0bedc4560 Sun, 25 May 2025 19:19:10 -0400 Building a streaming DeepSeek-R1 app on Azure http://blog.pamelafox.org/2025/04/building-streaming-deepseek-r1-app-on.html

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]]> 3eef57132671d9c6de54f980caad5d30 Sun, 25 May 2025 19:19:09 -0400 Evaluating gpt-4o-mini vs. gpt-3.5-turbo for RAG applications http://blog.pamelafox.org/2025/03/gpt-4o-mini-vs-gpt-35-turbo-for-rag.html

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]]> 5b8b15af494586b28d63b659da1874ac Sun, 25 May 2025 19:19:02 -0400 Safety evaluations for LLM-powered apps http://blog.pamelafox.org/2025/02/is-your-llm-powered-app-providing-safe.html

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]]> fcfba727d30bbd452cc95443a194282a Sun, 25 May 2025 19:18:53 -0400 Observations: Using Python with DeepSeek-R1 http://blog.pamelafox.org/2025/01/observations-using-python-with-deepseek.html

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]]> 8c51eeef7bfe766a21822bfe917fc340 Sun, 25 May 2025 19:18:46 -0400 Add browser speech input & output to your app http://blog.pamelafox.org/2024/12/add-browser-speech-inputoutput-to-your.html

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]]> aea375f5f08d9b2966c051339b6a5eb4 Sun, 25 May 2025 19:18:46 -0400 Running Azurite inside a Dev Container http://blog.pamelafox.org/2024/11/running-azurite-inside-dev-container.html

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]]> 04c6ae98f7d90cdd9de4b64fddfc2730 Sun, 25 May 2025 19:18:37 -0400 Making a dev container with multiple data services http://blog.pamelafox.org/2024/11/making-dev-container-with-multiple-data.html

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]]> 152ba7ddba012a201b9fb4432cc606a0 Sun, 25 May 2025 19:18:31 -0400 My first PyBay: Playing improv with Python http://blog.pamelafox.org/2024/11/my-first-pybay-playing-improv-with.html

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]]> 731d84febde04a61502fe45d380a6b92 Sun, 25 May 2025 19:18:28 -0400 Entity extraction using OpenAI structured outputs mode http://blog.pamelafox.org/2024/11/entity-extraction-using-openai.html

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]]> ca8deebd413956cb6457482652c1b244 Sun, 25 May 2025 19:18:22 -0400 My parenting strategy: earn enough $ to outsource http://blog.pamelafox.org/2024/09/my-parenting-strategy-earn-enough-to.html

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]]> 46c340aa3979683222aab24dd866fcc5 Sun, 25 May 2025 19:18:10 -0400 Integrating vision into RAG applications http://blog.pamelafox.org/2024/09/integrating-vision-into-rag-applications.html

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]]> 72a32771ca4a9870671af9dd6e636d01 Sun, 25 May 2025 19:18:09 -0400 Making an Ollama-compatible RAG app http://blog.pamelafox.org/2024/08/making-ollama-compatible-rag-app.html

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]]> c3efc48118ded03b6be2d568f57d9dcc Sun, 25 May 2025 19:17:58 -0400 Playwright and Pytest parametrization for responsive E2E tests http://blog.pamelafox.org/2024/07/playwright-and-pytest-parametrization.html

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]]> 3da2c74e7e3027e7173fe66abeb5ca46 Sun, 25 May 2025 19:17:57 -0400 Should you use Quart or FastAPI for an AI app? http://blog.pamelafox.org/2024/07/should-you-use-quart-or-fastapi-for-ai.html

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]]> 3939c2dad778baa73cd0d50ac839faa1 Sun, 25 May 2025 19:17:46 -0400 pgvector for Python developers http://blog.pamelafox.org/2024/06/pgvector-for-python-developers.html

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]]> 02ffdaec2a507da83f4835175a3aca69 Sun, 25 May 2025 19:17:44 -0400 Using SLMs in GitHub Codespaces http://blog.pamelafox.org/2024/06/using-slms-in-github-codespaces.html

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]]> 873676f47828e758c9defd6bb7bcf7fd Sun, 25 May 2025 19:17:36 -0400 RAG on a database table with PostgreSQL http://blog.pamelafox.org/2024/06/rag-on-database-table-with-postgresql.html

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]]> b24fd0a62178575c8069fdfb309159ba Sun, 25 May 2025 19:17:33 -0400 Doing RAG? Vector search is *not* enough http://blog.pamelafox.org/2024/06/vector-search-is-not-enough.html

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]]> 51d07f9a9ff1702917b631d42a127376 Sun, 25 May 2025 19:17:27 -0400 Truncating conversation history for OpenAI chat completions http://blog.pamelafox.org/2024/06/truncating-conversation-history-for.html

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]]> 673b34d4b239b34d68a03c172df4efe8 Sun, 25 May 2025 19:17:20 -0400 Evaluating RAG chat apps: Can your app say "I don't know"? http://blog.pamelafox.org/2024/03/evaluating-rag-chat-apps-can-your-app.html

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]]> 97b4fb0d0c5c77965d0092841fe71c39 Sun, 25 May 2025 19:17:14 -0400 RAG techniques: Function calling for more structured retrieval http://blog.pamelafox.org/2024/03/rag-techniques-using-function-calling.html

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]]> fe49917ae642f94aea57b42a66a1e376 Sun, 25 May 2025 19:17:09 -0400 RAG techniques: Cleaning user questions with an LLM http://blog.pamelafox.org/2024/02/rag-techniques-cleaning-user-questions.html

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]]> de763a7ebbf794067decf1be8448fa85 Sun, 25 May 2025 19:17:02 -0400 Converting HTML pages to PDFs with Playwright http://blog.pamelafox.org/2024/01/converting-html-pages-to-pdfs-with.html

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]]> fbe3918a510a61a11c7db4e1b64e79e1 Sun, 25 May 2025 19:16:55 -0400 Evaluating a RAG chat app: Approach, SDKs, and Tools http://blog.pamelafox.org/2024/01/evaluating-rag-chat-app-approach-sdks.html

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]]> 914eac9f9dda58e2f753785978bf7408 Sun, 25 May 2025 19:16:47 -0400 Developer relations & motherhood: Will they blend? http://blog.pamelafox.org/2024/01/developer-relations-motherhood-will.html

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]]> de60f5e461a9b26aaae9d6d4770b29a1 Sun, 25 May 2025 19:16:44 -0400 Using FastAPI for an OpenAI chat backend http://blog.pamelafox.org/2024/01/using-fastapi-for-openai-chat-backend.html

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]]> 1b3a032fef7028b9e91f2fe920ec0163 Sun, 25 May 2025 19:16:38 -0400 Using llamafile for local dev for an OpenAI Python web app http://blog.pamelafox.org/2024/01/using-llamafile-for-local-dev-for.html

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]]> ed9637f4ded86c024a91010148b4e731 Sun, 25 May 2025 19:16:31 -0400 Santa Tracker Tales: Nearly crashing Google's servers, Leaking Santa's data, and Angering an entire country http://blog.pamelafox.org/2023/12/santa-tracker-tales-nearly-crashing.html

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]]> 5cd85738eff4958ce9e0a31401121071 Sun, 25 May 2025 19:16:25 -0400 How to document a native California garden http://blog.pamelafox.org/2023/12/how-to-document-native-california-garden.html

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]]> 0888833102f60c952cca3da667290fbf Sun, 25 May 2025 19:16:18 -0400 My failed attempt at using a closet as an office http://blog.pamelafox.org/2023/12/my-failed-attempt-at-using-closet-as.html

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]]> 654679f97e89d38b0c69694f049de634 Sun, 25 May 2025 19:16:14 -0400 Strategies for managing dependencies for Python samples http://blog.pamelafox.org/2023/10/strategies-for-managing-dependencies.html

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]]> 51c893dfcf523554b6259c63d5d622e1 Sun, 25 May 2025 19:16:11 -0400 Using SQLAlchemy 2.0 in Flask http://blog.pamelafox.org/2023/09/using-sqlalchemy-20-in-flask.html

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]]> 33bac25ae466f80af9584df35b1f6af5 Sun, 25 May 2025 19:16:01 -0400 Best practices for OpenAI Chat apps: Go Keyless http://blog.pamelafox.org/2023/09/best-practices-for-openai-chat-apps-go.html

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]]> 00e163afc1e8c1012c1797076157f54f Sun, 25 May 2025 19:15:53 -0400 Best practices for OpenAI Chat apps: Streaming UI http://blog.pamelafox.org/2023/09/best-practices-for-openai-chat-apps_16.html

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]]> adfefcf14eaa5afb0329c2961507a360 Sun, 25 May 2025 19:15:50 -0400 Best practices for OpenAI Chat apps: Concurrency http://blog.pamelafox.org/2023/09/best-practices-for-openai-chat-apps.html

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]]> 4a6ec6b2a2059de6ff4d1d5403aa39e7 Sun, 25 May 2025 19:15:44 -0400 Mocking async openai package calls with pytest http://blog.pamelafox.org/2023/09/mocking-async-openai-package-calls-with.html

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]]> 2003fbe6504c04f27ff4ea5bc633daee Sun, 25 May 2025 19:15:36 -0400 Fetching JSON over streaming HTTP http://blog.pamelafox.org/2023/08/fetching-json-over-streaming-http.html

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]]> fcbb82e8ee28ba15473831709d349068 Sun, 25 May 2025 19:15:32 -0400 Accessibility snapshot testing for Python web apps (Part 2) http://blog.pamelafox.org/2023/08/accessibility-snapshot-testing-for.html

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]]> cb7ee84f4dd2daad4fbcab7cbdba2693 Sun, 25 May 2025 19:15:24 -0400 Automated accessibility audits for Python web apps (Part 1) http://blog.pamelafox.org/2023/07/automated-accessibility-audits-for.html

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]]> bc7015129a48eb7bb6e95c97bb228969 Sun, 25 May 2025 19:15:22 -0400 Tips for debugging Flask deployments to Azure App Service http://blog.pamelafox.org/2023/06/tips-for-debugging-flask-deployments-to.html

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]]> 8d82a3a17d843098a57d340932fb73a5 Sun, 25 May 2025 19:15:13 -0400 Best practices for prompting GitHub Copilot in VS Code http://blog.pamelafox.org/2023/06/best-practices-for-prompting-github.html

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]]> fa75a96729fd315e01c5aa34f7dc0667 Sun, 25 May 2025 19:15:09 -0400 Providing feedback on the VS Code Python experience http://blog.pamelafox.org/2023/06/providing-feedback-on-vs-code-python.html

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]]> b3a1ef4942a4ba3af08efd7fa2649b00 Sun, 25 May 2025 19:15:02 -0400 Streaming ChatGPT with server-sent events in Flask http://blog.pamelafox.org/2023/05/streaming-chatgpt-with-server-sent.html

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]]> ab52c82a326c88ec3c51191a4bd77b40 Sun, 25 May 2025 19:14:56 -0400 A Dev Container for SQLAlchemy with SQLTools http://blog.pamelafox.org/2023/05/a-dev-container-for-sqlalchemy-with.html

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]]> d25fd14453a792e6367acb525dded571 Sun, 25 May 2025 19:14:49 -0400 Deploying to App Service free tier with Bicep http://blog.pamelafox.org/2023/05/deploying-to-app-service-free-tier-with.html

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]]> 9a93630cecd3041910b07496d404c807 Sun, 25 May 2025 19:14:46 -0400 Deploying PostgreSQL servers with Bicep http://blog.pamelafox.org/2023/05/postgresql-bicep.html

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]]> a8ce141db5c5d7d61da1d617b1e6f998 Sun, 25 May 2025 19:14:38 -0400 Converting a Spreadsheet to JSON with Neptyne http://blog.pamelafox.org/2023/04/converting-spreadsheet-to-json-with.html

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]]> 6605601f33c90f001b1c4dd0359b6c07 Sun, 25 May 2025 19:14:31 -0400 Adding Microsoft Graph authentication as a Flask Blueprint http://blog.pamelafox.org/2023/03/adding-microsoft-graph-authentication.html

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]]> 8cff31e482e433790fc48377877de44a Sun, 25 May 2025 19:14:17 -0400 Rendering matplotlib charts in Flask http://blog.pamelafox.org/2023/03/rendering-matplotlib-charts-in-flask.html

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]]> 83db4d56304644ed0fbb110534c5e0b2 Sun, 25 May 2025 19:14:11 -0400 Fast-loading Python Dev Containers http://blog.pamelafox.org/2023/03/fast-loading-python-dev-containers.html

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]]> 7776db94f803b00db97970de8e1377a0 Sun, 25 May 2025 19:14:09 -0400 Hosting Python Web Apps on Azure: A Price-Off http://blog.pamelafox.org/2023/03/hosting-python-web-apps-on-azure-price.html

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]]> 7670f68d4f1211e654d3fe423fa4c765 Sun, 25 May 2025 19:13:59 -0400 Testing APIFlask with schemathesis http://blog.pamelafox.org/2023/02/testing-apiflask-with-schemathesis.html

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]]> 819840d042f601d81d9b8afe27d8c93d Sun, 25 May 2025 19:13:58 -0400 Managing Python dependency versions for web projects http://blog.pamelafox.org/2023/02/managing-python-dependency-versions-for.html

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]]> 3b0caf32510f62550b949e80529c8100 Sun, 25 May 2025 19:13:48 -0400 Loading multiple Python versions with Pyodide http://blog.pamelafox.org/2023/02/loading-multiple-python-versions-with.html

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]]> f877734e402c1f8710d0ef5093238f5c Sun, 25 May 2025 19:13:44 -0400 Dis This: Disassemble Python code online http://blog.pamelafox.org/2023/02/dis-this-disassemble-python-code-online.html

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]]> 33ccdf4eee06b8a3bfa8c623fad0465b Sun, 25 May 2025 19:13:36 -0400 Writing a static maps API with FastAPI and Azure http://blog.pamelafox.org/2023/02/writing-static-maps-api-with-fastapi.html

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]]> ac57aadc81cccd1067ae610f2c5aec25 Sun, 25 May 2025 19:13:29 -0400 Using Copilot with Python apps http://blog.pamelafox.org/2023/01/using-copilot-with-python-apps.html

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]]> b7af0bcfaefe218bf39419e69f1c465a Sun, 25 May 2025 19:13:27 -0400 Tips for writing Bicep files for Azure deployment http://blog.pamelafox.org/2023/01/tips-for-writing-bicep-files-for-azure.html

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]]> 107caa285866b73362921ca4e7c17219 Sun, 25 May 2025 19:13:23 -0400 Tips for debugging Django deployments to Azure App Service http://blog.pamelafox.org/2023/01/tips-for-debugging-django-app.html

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]]> a7d0f70f24e54cd11c8e23ad73a52f65 Sun, 25 May 2025 19:13:17 -0400 FastAPI on Azure Functions with Azure API Management http://blog.pamelafox.org/2022/11/fastapi-on-azure-functions-with-azure.html

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]]> 10977cd79e959ba17ed44bed9bdbadfa Sun, 25 May 2025 19:13:05 -0400 Running PostgreSQL in a Dev Container with Flask/Django http://blog.pamelafox.org/2022/11/running-postgresql-in-devcontainer-with.html

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]]> 202c5ce660cc6f0b46d2e66cd697db67 Sun, 25 May 2025 19:13:02 -0400 Deploying a Django app to Azure with the Azure Developer CLI http://blog.pamelafox.org/2022/11/deploying-django-app-to-azure-with.html

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]]> 6baf1c729eb6ed0997d6b7e18da6bd06 Sun, 25 May 2025 19:12:58 -0400 A template for new Python projects with Dev Container support http://blog.pamelafox.org/2022/10/a-github-template-for-new-python.html

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]]> 15fc3f7a20f7fddf4c97d9e6932a5585 Sun, 25 May 2025 19:12:40 -0400 Returning an image from an Azure Function App in Python http://blog.pamelafox.org/2022/09/returning-image-from-azure-function-app.html

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]]> f0b643373d80b3905a9a487a2e9ca410 Sun, 25 May 2025 19:12:32 -0400 Preparing a Django app for deployment on Azure App Service http://blog.pamelafox.org/2022/09/preparing-django-app-for-deployment-on.html

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]]> 68fd1096ef00bd4bba21cc6a8d81bf98 Sun, 25 May 2025 19:11:18 -0400 My experience as a Unit-18 Berkeley Lecturer http://blog.pamelafox.org/2022/05/my-experience-as-unit-18-berkeley.html

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