# ![@pamelafox Avatar](https://lunarcrush.com/gi/w:26/cr:twitter::10483202.png) @pamelafox Pamela Fox

Pamela Fox posts on X about azure, ai, open ai, microsoft the most. They currently have [------] followers and [---] posts still getting attention that total [---------] engagements in the last [--] hours.

### Engagements: [---------] [#](/creator/twitter::10483202/interactions)
![Engagements Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::10483202/c:line/m:interactions.svg)

- [--] Week [------] +1,872%
- [--] Month [------] +135%
- [--] Months [-------] +4,577%
- [--] Year [-------] +180%

### Mentions: [--] [#](/creator/twitter::10483202/posts_active)
![Mentions Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::10483202/c:line/m:posts_active.svg)

- [--] Week [--] -36%
- [--] Month [--] +17%
- [--] Months [---] +5,800%
- [--] Year [---] +65%

### Followers: [------] [#](/creator/twitter::10483202/followers)
![Followers Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::10483202/c:line/m:followers.svg)

- [--] Week [------] +0.31%
- [--] Month [------] +0.38%
- [--] Months [------] +3.70%
- [--] Year [------] +2.90%

### CreatorRank: [---------] [#](/creator/twitter::10483202/influencer_rank)
![CreatorRank Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::10483202/c:line/m:influencer_rank.svg)

### Social Influence

**Social category influence**
[technology brands](/list/technology-brands)  [social networks](/list/social-networks)  [stocks](/list/stocks)  [finance](/list/finance)  [travel destinations](/list/travel-destinations)  [countries](/list/countries)  [fashion brands](/list/fashion-brands)  [musicians](/list/musicians)  [events](/list/events)  [ncaa football](/list/ncaa-football) 

**Social topic influence**
[azure](/topic/azure), [ai](/topic/ai), [open ai](/topic/open-ai), [microsoft](/topic/microsoft), [github](/topic/github), [mcp server](/topic/mcp-server), [youtube](/topic/youtube), [if you](/topic/if-you), [llm](/topic/llm), [flow](/topic/flow)

**Top assets mentioned**
[Microsoft Corp. (MSFT)](/topic/microsoft) [Alphabet Inc Class A (GOOGL)](/topic/$googl) [BEAM (BEAM)](/topic/beam) [Dave Inc. (DAVE)](/topic/$dave) [Balancer (BAL)](/topic/balancer) [MongoDB, Inc. (MDB)](/topic/mongodb) [DOGGY (DOGGY)](/topic/doggy)
### Top Social Posts
Top posts by engagements in the last [--] hours

"@JustinMitchel I recommend hybrid search for RAG retrieval I suggest merging the BM25 results from that extension with vector search from pgvector using RRF and then sending through a cross-encoder. Similar to (but I'm using different extensions there) https://github.com/microsoft/ai-tour-26-zava-diy-dataset-plus-mcp/blob/main/scripts/hybrid_ranker_search.py#L64 https://github.com/microsoft/ai-tour-26-zava-diy-dataset-plus-mcp/blob/main/scripts/hybrid_ranker_search.py#L64"  
[X Link](https://x.com/pamelafox/status/2001888150445322585)  2025-12-19T05:31Z 25.3K followers, 13K engagements


"If you live on the US West Coast and like salad plant Miner's lettuce It grows abundantly re-seeds easily doesn't become caterpillar-ridden plus it's truly tasty. https://larnerseeds.com/products/claytonia-perfoliata-indian-or-miners-lettuce https://larnerseeds.com/products/claytonia-perfoliata-indian-or-miners-lettuce"  
[X Link](https://x.com/anyuser/status/2021100822831202399)  2026-02-10T05:56Z 25.3K followers, [---] engagements


"GitHub Copilot has a memory system now and the engineering team wrote a great blog post on how they implemented and evaluated it: https://github.blog/ai-and-ml/github-copilot/building-an-agentic-memory-system-for-github-copilot https://github.blog/ai-and-ml/github-copilot/building-an-agentic-memory-system-for-github-copilot"  
[X Link](https://x.com/anyuser/status/2021334701630423462)  2026-02-10T21:25Z 25.3K followers, 51.5K engagements


"I put my iPhone in grayscale mode to see how it affects my desire to distract myself with it (and whether it's still usable). It's fascinating to see which user interfaces depend entirely on color to convey meaning"  
[X Link](https://x.com/pamelafox/status/1001581709345751040)  2018-05-29T21:51Z 25K followers, [--] engagements


"I'm [--] weeks into using my iPhone in grayscale mode. Results: * I no longer mindlessly browse fashion blogs & clothing sites * My photos of our b&w cat still look super cute :) 🐄"  
[X Link](https://x.com/pamelafox/status/1006330298399772672)  2018-06-12T00:20Z 25K followers, [--] engagements


"I currently use Mac stickies for my todo management but they're getting a little crazy. What do you use for personal/project TODOs"  
[X Link](https://x.com/pamelafox/status/120251557114683392)  2011-10-01T21:39Z 24.1K followers, [--] engagements


"malaysia/thailand developers: you can now use the Google local search API [--] get local business data(use on maps w/ GMap2.enableGoogleBar())"  
[X Link](https://x.com/pamelafox/status/1232436443)  2009-02-20T23:01Z 25K followers, [--] engagements


"Sydney SEO peeps: you can hear from Google's Greg Grothaus @ Search Marketing Expo (SMX) april 2-3. http://www.searchmarketingexpo.com.au/"  
[X Link](https://x.com/pamelafox/status/1340399797)  2009-03-17T03:52Z 25K followers, [--] engagements


"the arthouse in sydney is screening the rocky horror picture show on april 1st (and serving yummy food) http://tr.im/hs2c ive never seen it"  
[X Link](https://x.com/pamelafox/status/1340454596)  2009-03-17T04:06Z 25K followers, [--] engagements


"Hm I feel like using "import blabla as bla" in Python leads to harder-to-grok codebases (vs always using the original name). What say you"  
[X Link](https://x.com/pamelafox/status/1450853256213585927)  2021-10-20T15:55Z 25K followers, [--] engagements


"The next Sydney GTUG will feature [--] Google speakers including @vinoaj an analytics guru visiting from Singapore: http://bit.ly/d6leUi"  
[X Link](https://x.com/pamelafox/status/14667628144)  2010-05-25T03:20Z 25K followers, [--] engagements


"slides from my talk now titled "Avoiding Red Dot Fever: Tips for Improving Usability of Maps Mashups" http://tr.im/makebettermaps #web09"  
[X Link](https://x.com/pamelafox/status/1539665910)  2009-04-17T04:34Z 25K followers, [--] engagements


"Also mapped out a mini road trip from San Francisco CA to Scottsdale AZ. arriving just in time for #JSConf. Grand Canyon on the way"  
[X Link](https://x.com/pamelafox/status/163506603050545152)  2012-01-29T06:19Z 25K followers, [--] engagements


"fixed a buncha stupid bugs on old amazon mashup made webs for "high fidelity" http://tr.im/hifiweb and "outliers" http://tr.im/outliersweb"  
[X Link](https://x.com/pamelafox/status/1660818576)  2009-04-30T17:15Z 25K followers, [--] engagements


"@shanselman Nice I would have done that if that was an option. I got CS at USC and spent my efforts getting out of the EE classes so that I could spend more time in software classes. I've always identified more as a programmer/creator than a computer scientist"  
[X Link](https://x.com/pamelafox/status/1703889646844014955)  2023-09-18T21:52Z 24.5K followers, [---] engagements


"@nitya @github My AP CSP for KA is CC-licensed btw: (Sometimes I feed it into the OpenAI RAG app for fun)"  
[X Link](https://x.com/pamelafox/status/1704229953234198590)  2023-09-19T20:24Z 24.5K followers, [---] engagements


"Want to understand more about Python async/await I put together a video using VS Code GitHub Copilot and the openai SDK to asynchronously call the ChatGPT API to generate bedtime stories for my kiddo"  
[X Link](https://x.com/pamelafox/status/1719029070862897258)  2023-10-30T16:30Z 24.5K followers, [----] engagements


"@BajoranEngineer i'm probably going to be bleaching for the fourth time in a month next week. hard to bleach dark hair"  
[X Link](https://x.com/pamelafox/status/1733605726080385325)  2023-12-09T21:53Z 24.5K followers, [---] engagements


"The containerization workshop for #Flaskcon2023 was super fun Great questions and I learnt about Docker secrets and gunicorn reload_extra_files from the participants. Slides @ Recording @"  
[X Link](https://x.com/pamelafox/status/1735738650061836651)  2023-12-15T19:08Z 24.5K followers, [----] engagements


"Blogged about using FastAPI for making OpenAI based backends: TLDR: Use lifespan events for client initialization and StreamingResponse() to stream NDJSON"  
[X Link](https://x.com/pamelafox/status/1742704975279779962)  2024-01-04T00:30Z 24.5K followers, [---] engagements


"TIL: when you're using ada-002 the cosine similarity score is in a pretty tight range like 0.7-0.95. I've added "least similar vectors" and a similarity histogram to my word2vec/openAI comparer to visualize that:"  
[X Link](https://x.com/pamelafox/status/1743389622871408739)  2024-01-05T21:50Z 24.5K followers, [---] engagements


"There's a bunch of discussion in the openai forum about why the range is so tight here's one blog post that goes into it: I still need to grok exactly how the max pooling layers work. https://vaibhavgarg1982.medium.com/why-are-cosine-similarities-of-text-embeddings-almost-always-positive-6bd31eaee4d5 https://vaibhavgarg1982.medium.com/why-are-cosine-similarities-of-text-embeddings-almost-always-positive-6bd31eaee4d5"  
[X Link](https://x.com/pamelafox/status/1743389705872580772)  2024-01-05T21:51Z 25.1K followers, [---] engagements


"Now @jezfletcher and dave are going to talk about Maps API customization: http://bit.ly/dC9ir8 #devfestAU"  
[X Link](https://x.com/pamelafox/status/17536379618)  2010-07-02T01:48Z 24.4K followers, [--] engagements


"I wrote up another RAG technique Using OpenAI function calling for more structured retrieval:"  
[X Link](https://x.com/pamelafox/status/1763696643260744011)  2024-03-01T22:43Z 24.6K followers, [----] engagements


"Today's stream: Using OpenAI function calling for more structured retrieval in RAG applications. Also bonus: an attempt to replace the JSON definitions with Pydantic-dumped-schemas. Was a bit of a letdown.might stick with JSON"  
[X Link](https://x.com/pamelafox/status/1763729780472782938)  2024-03-02T00:55Z 24.6K followers, [----] engagements


"I made a repo of the demos I use when teaching the OpenAI SDK for Python with every demo supporting Azure OpenAI *and* Ollama: My goal is for all my samples to support those options. It's nice to be able to switch easily http://OpenAI.com https://github.com/pamelafox/python-openai-demos http://OpenAI.com https://github.com/pamelafox/python-openai-demos"  
[X Link](https://x.com/pamelafox/status/1771633274680389909)  2024-03-23T20:21Z 24.7K followers, [----] engagements


"By popular request my simple python-openai-demos repo now has a langchain example that switches between openai/azure/ollama. Who poem'd better"  
[X Link](https://x.com/pamelafox/status/1772402969851425032)  2024-03-25T23:19Z 24.7K followers, [----] engagements


"Streamed my intro to using LLMs with Python and the OpenAI SDK: (Got dehydrated 2/3 through I need to drink more water Water bottles somehow keep disappearing in our household). https://www.youtube.com/watchv=3ELVGNLTYzU https://www.youtube.com/watchv=3ELVGNLTYzU"  
[X Link](https://x.com/pamelafox/status/1772777753202590042)  2024-03-27T00:08Z 24.7K followers, [----] engagements


"@BBrhayan No sorry it wasn't recorded but I'll try to re-deliver on YouTube will let you know if I schedule a time"  
[X Link](https://x.com/pamelafox/status/1772778842727559324)  2024-03-27T00:13Z 24.7K followers, [--] engagements


"@datenschatz It's the UI from which uses React FluentUI components. I swapped out the Azure AI search code with a call to my FastAPI search endpoint. https://github.com/Azure-Samples/azure-search-openai-demo/ https://github.com/Azure-Samples/azure-search-openai-demo/"  
[X Link](https://x.com/pamelafox/status/1773400206371098872)  2024-03-28T17:22Z 24.7K followers, [--] engagements


"Great post from @slicknet on the difference between JavaScript engines and Javascript runtimes: And if you're not signed up for his newsletter yet do it Great content for devs of all languages. https://humanwhocodes.com/blog/2024/03/javascript-engines-runtimes/ https://humanwhocodes.com/blog/2024/03/javascript-engines-runtimes/"  
[X Link](https://x.com/pamelafox/status/1776734320008606194)  2024-04-06T22:10Z 24.7K followers, [----] engagements


"🔴 Let's do a little stream of Postgres + pgvector on Azure https://www.youtube.com/watchv=sCX_sB2dQHY https://www.youtube.com/watchv=sCX_sB2dQHY"  
[X Link](https://x.com/pamelafox/status/1777743510328008908)  2024-04-09T17:00Z 24.7K followers, [----] engagements


"📣 Easily deploy a pgvector-enabled PostgreSQL server on Azure Learn more in my blog post: https://techcommunity.microsoft.com/t5/microsoft-developer-community/easily-deploy-a-pgvector-enabled-postgresql-server-to-azure/ba-p/4107871 https://techcommunity.microsoft.com/t5/microsoft-developer-community/easily-deploy-a-pgvector-enabled-postgresql-server-to-azure/ba-p/4107871"  
[X Link](https://x.com/pamelafox/status/1778045122464317754)  2024-04-10T12:59Z 24.7K followers, [---] engagements


"Merged a new feature in our RAG starter app: chat on user-uploaded documents User B can't see docs from user A with ACLs reflected in both Blob storage (ADLS2) and Azure AI search (oids field). Release notes @ Live stream @ https://github.com/Azure-Samples/azure-search-openai-demo/releases/tag/2024-03-09 https://www.youtube.com/watchv=tAJaz234sHo https://github.com/Azure-Samples/azure-search-openai-demo/releases/tag/2024-03-09 https://www.youtube.com/watchv=tAJaz234sHo"  
[X Link](https://x.com/pamelafox/status/1778871476235784409)  2024-04-12T19:43Z 24.7K followers, [---] engagements


"Ive been reading Typescript docs for hours and still cant decide the optimal way to type my modules function signature. Help Heres the PR that I need to yay or nay: https://github.com/pamelafox/ndjson-readablestream/pull/9 https://github.com/pamelafox/ndjson-readablestream/pull/9"  
[X Link](https://x.com/pamelafox/status/1779533632295870764)  2024-04-14T15:34Z 24.7K followers, [----] engagements


"There are no small language models with support for function calling right Especially OpenAI-API-compatible function calling (I've just starred all the relevant Ollama issues about it.)"  
[X Link](https://x.com/pamelafox/status/1782874790183002115)  2024-04-23T20:50Z 24.7K followers, [----] engagements


"Pop quiz: What were the first [--] APIs featured on code.google.com (Think back to 2005.)"  
[X Link](https://x.com/pamelafox/status/17829302603)  2010-07-06T00:52Z 25K followers, [--] engagements


"@mattgoldenberg Ah this looks promising: Need to figure out if I can run openai-compatible server locally https://huggingface.co/gorilla-llm/gorilla-openfunctions-v2 https://huggingface.co/gorilla-llm/gorilla-openfunctions-v2"  
[X Link](https://x.com/pamelafox/status/1782947910470324624)  2024-04-24T01:41Z 24.7K followers, [--] engagements


"@haxor yeah that makes sense i just keep hoping an ollama model will work out the box so that i can tell developers using azure openai that they can use an SLM for local dev but embeddings and function calling are a blocker. maybe we need an openai emulator instead. not sure"  
[X Link](https://x.com/pamelafox/status/1782977500521672796)  2024-04-24T03:38Z 24.7K followers, [--] engagements


"Im pumped for my talk about caterpillars & butterflies at the native garden tour tomorrow. I even made a collage"  
[X Link](https://x.com/pamelafox/status/1786487293517217855)  2024-05-03T20:05Z 24.8K followers, [----] engagements


"TIL: The testicles on a right whale weigh [--] ton - 2% of its body weight. (Source: http://t.co/s1s4hyyh) .Time to confirm on Google Images http://www.amazon.com/gp/product/0060556579/ref=as_li_ss_tlie=UTF8&tag=amazonsimilar-20 http://www.amazon.com/gp/product/0060556579/ref=as_li_ss_tlie=UTF8&tag=amazonsimilar-20"  
[X Link](https://x.com/pamelafox/status/178765333677617152)  2012-03-11T08:52Z 25K followers, [--] engagements


"@stubbornella @seldo Concur Im paying my nanny [---] extra per day for the conferences Im attending this year non-reimbursable as shes the only other person who knows how to care for tot. Thats why I love doing live streams during work hours"  
[X Link](https://x.com/pamelafox/status/1789820784241778897)  2024-05-13T00:51Z 24.8K followers, [---] engagements


"@datenschatz @simonw I think you're right- we artificially slow down the streaming in our own Azure RAG chat app solution to match what users seem to expect"  
[X Link](https://x.com/pamelafox/status/1790127997355172054)  2024-05-13T21:12Z 24.8K followers, [--] engagements


"@BajoranEngineer @ipmb @simonw @marlene_zw Currently I'm so laser focused on RAG that I will point one of my RAG apps at a model and see how it does perhaps run a bulk evaluation if its promising"  
[X Link](https://x.com/pamelafox/status/1790438751719784916)  2024-05-14T17:47Z 24.7K followers, [--] engagements


"We presented yesterday about how to use Microsoft Entra for user authentication plus how to handle access control in AI RAG chat applications Slides @ Recording linked from: https://build.microsoft.com/en-US/sessions/b5636ca7-64c2-493c-9b30-4a35852acfbesource=sessions https://speakerdeck.com/pamelafox/secure-your-intelligent-applications-with-microsoft-entra https://build.microsoft.com/en-US/sessions/b5636ca7-64c2-493c-9b30-4a35852acfbesource=sessions https://speakerdeck.com/pamelafox/secure-your-intelligent-applications-with-microsoft-entra"  
[X Link](https://x.com/pamelafox/status/1793719604545728836)  2024-05-23T19:04Z 24.9K followers, [---] engagements


"@BajoranEngineer I have photoshop if you need me to refine the snake one. Generally though maybe canva"  
[X Link](https://x.com/pamelafox/status/1794171681076023384)  2024-05-25T01:00Z 24.9K followers, [--] engagements


"New blog post about my approach to truncating conversation history for OpenAI chat completion calls: https://blog.pamelafox.org/2024/06/truncating-conversation-history-for.html https://blog.pamelafox.org/2024/06/truncating-conversation-history-for.html"  
[X Link](https://x.com/pamelafox/status/1797024655188054150)  2024-06-01T21:57Z 24.9K followers, [----] engagements


"I've started the habit of prefixing jQuery vars with $ (var $el = .). It means more gross dollar signs everywhere but also more clarity"  
[X Link](https://x.com/pamelafox/status/179734493735817217)  2012-03-14T01:03Z 25K followers, [--] engagements


"Are your Azure OpenAI instances going over quota There's a new package that implements load-balancing with the openai Python SDK by overriding the httpx client. It checks the error code on OpenAI reqs and tracks which backends are being throttled. https://github.com/simonkurtz-MSFT/python-openai-loadbalancer https://github.com/simonkurtz-MSFT/python-openai-loadbalancer"  
[X Link](https://x.com/pamelafox/status/1797671412586647626)  2024-06-03T16:47Z 24.9K followers, [---] engagements


"Simon also made a PR demonstrated how to easily integrate it into our RAG starter app: Also check out the ACA load balancer and APIM load balancer if you're looking for load balancing https://github.com/Azure-Samples/azure-search-openai-demo/blob/main/docs/productionizing.md#openai-capacity https://github.com/Azure-Samples/azure-search-openai-demo/pull/1626 https://github.com/Azure-Samples/azure-search-openai-demo/blob/main/docs/productionizing.md#openai-capacity https://github.com/Azure-Samples/azure-search-openai-demo/pull/1626"  
[X Link](https://x.com/pamelafox/status/1797671465757925627)  2024-06-03T16:47Z 24.9K followers, [---] engagements


"Thanks to @john00isaac our RAG starter app repo now has a speech output option via the browser API: (not as fluid as azure speech but ya can't beat the cost) https://github.com/Azure-Samples/azure-search-openai-demo/pull/1671 https://github.com/Azure-Samples/azure-search-openai-demo/pull/1671"  
[X Link](https://x.com/pamelafox/status/1797769135692390602)  2024-06-03T23:15Z 24.9K followers, [---] engagements


"@kjaymiller ah okay I use vanilla JS for the frontend with streamed json-lines on backend using Blog post @ I havent tried with HTMX I imagine it'd require a bit of customization but it could be cool https://blog.pamelafox.org/2023/08/fetching-json-over-streaming-http.html https://github.com/pamelafox/ndjson-readablestream https://blog.pamelafox.org/2023/08/fetching-json-over-streaming-http.html https://github.com/pamelafox/ndjson-readablestream"  
[X Link](https://x.com/pamelafox/status/1798024565320536087)  2024-06-04T16:10Z 24.9K followers, [--] engagements


"I'm binge learning about the use of sparse autoencoders to understand LLM feature activation. From OpenAI- Visualized @ From Anthropic- Visualized @ https://transformer-circuits.pub/2023/monosemantic-features/vis/a1.html https://transformer-circuits.pub/2023/monosemantic-features/index.html https://openaipublic.blob.core.windows.net/sparse-autoencoder/sae-viewer/index.html https://openai.com/index/extracting-concepts-from-gpt-4/ https://transformer-circuits.pub/2023/monosemantic-features/vis/a1.html https://transformer-circuits.pub/2023/monosemantic-features/index.html"  
[X Link](https://x.com/pamelafox/status/1800567040769679596)  2024-06-11T16:33Z 24.9K followers, [---] engagements


"Experiments with phi3 in a GitHub Codespace (browser no GPU): ✅ Ollama works takes [--] s to respond ❌ Transformers generate() has been running for [--] mins.unclear if it'll ever finish So I'm going to focus on Ollama as a way for students to try out LLMs in Codespace"  
[X Link](https://x.com/pamelafox/status/1801635752788562351)  2024-06-14T15:20Z 24.9K followers, [---] engagements


"@marklucovsky its so hard to see a monitor outside isn't it or did you figure out a good glare strategy I have a hard time when I code in the garden"  
[X Link](https://x.com/pamelafox/status/1801711797214581043)  2024-06-14T20:22Z 24.9K followers, [---] engagements


"What are yall using to wrap LLMs in python LiteLLM llm langchain what else"  
[X Link](https://x.com/pamelafox/status/1806482940878266758)  2024-06-28T00:21Z 24.9K followers, [----] engagements


"My @northbaypython talk on a "visual explanation of vectors" was entirely in the form of Jupyter notebooks Check them out here: Try them with your fav embedding model https://github.com/pamelafox/visual-exploration-vectors https://github.com/pamelafox/visual-exploration-vectors"  
[X Link](https://x.com/pamelafox/status/1807120532107935942)  2024-06-29T18:34Z 25K followers, [----] engagements


"I feel like Id never actually seen the = operator used in Python til today Am I missing out https://stackoverflow.com/questions/3929278/what-does-ior-do-in-python https://stackoverflow.com/questions/3929278/what-does-ior-do-in-python"  
[X Link](https://x.com/pamelafox/status/1807526400477573326)  2024-06-30T21:27Z 25K followers, [----] engagements


"@simonw Are you going to enter the Gemini hackathon I'm rooting for you to win. Get that delorean It can be the basis for a new museum"  
[X Link](https://x.com/pamelafox/status/1808567938896777602)  2024-07-03T18:26Z 24.9K followers, [---] engagements


"📢 Next Tuesday 7-8PM UTC: "Adding User Login to AI Apps using MSAL SDK" I'll be joined by Ray Luo maintainer for the python MSAL and identity packages to show how to add user login to a Python web app with Redis-backed sessions. https://developer.microsoft.com/en-us/reactor/events/23007/ https://developer.microsoft.com/en-us/reactor/events/23007/"  
[X Link](https://x.com/pamelafox/status/1808718789380616395)  2024-07-04T04:25Z 24.9K followers, [---] engagements


"@AlSweigart aw my first python project (2006) was a gsheets wrapper. mine def does *not* work as of july [----]. they changed that API so many times"  
[X Link](https://x.com/pamelafox/status/1810741125856252141)  2024-07-09T18:21Z 25K followers, [--] engagements


"Thnx to @john00isaac our RAG-on-PostgreSQL solution includes streaming The FastAPI backend returns a streamed HTTP response of JSON-lines and the frontend parses the stream with the AI Chat Protocol SDK. PR @ https://github.com/Azure-Samples/rag-postgres-openai-python/pull/61 https://github.com/Azure-Samples/rag-postgres-openai-python/pull/61"  
[X Link](https://x.com/pamelafox/status/1815884460820422752)  2024-07-23T22:59Z 25K followers, [---] engagements


"If any Postgres developers are job seeking Azure PostgreSQL team has a bunch of openings: (Remote friendly I'm told) https://jobs.careers.microsoft.com/global/en/searchq=postgresql&l=en_us&pg=1&pgSz=20&o=Relevance&flt=true&ref=cms https://jobs.careers.microsoft.com/global/en/searchq=postgresql&l=en_us&pg=1&pgSz=20&o=Relevance&flt=true&ref=cms"  
[X Link](https://x.com/pamelafox/status/1816226385880571999)  2024-07-24T21:38Z 25K followers, [----] engagements


"Its 4am a great time to binge shop on @b0rks zines from Gotta collect em all https://wizardzines.com/ https://wizardzines.com/"  
[X Link](https://x.com/pamelafox/status/1816789922168414454)  2024-07-26T10:57Z 25K followers, [----] engagements


"Ooo and twitter says today is @b0rks bday Another great reason to buy a zine today. Happy birthday"  
[X Link](https://x.com/pamelafox/status/1816790207355568164)  2024-07-26T10:58Z 25K followers, [---] engagements


"Another benefit of the Kindle: I can read books w/risqu titles & not worry what peeps around me think. *Stocks up on risquly titled books"  
[X Link](https://x.com/pamelafox/status/18179734575783936)  2010-12-24T05:42Z 25K followers, [--] engagements


"@pagilgukey @dottxtai ahhh okay got it yeah I can try that I havent had to few-shot function calls for gpt-35 but am new to function calling with SLMs. thanks"  
[X Link](https://x.com/pamelafox/status/1818437262683914688)  2024-07-31T00:03Z 25K followers, [--] engagements


"Thanks to @john00isaac and a tip from @mx_schmitt we've got Playwright tests running on GitHub actions for Ubuntu Mac and Windows for RAG-on-Postgres: https://github.com/Azure-Samples/rag-postgres-openai-python/actions/runs/10192037543/workflow https://github.com/Azure-Samples/rag-postgres-openai-python/actions/runs/10192037543/workflow"  
[X Link](https://x.com/pamelafox/status/1818870605518876851)  2024-08-01T04:45Z 25K followers, [---] engagements


"Want to try out gpt-4o for image reasoning Here's a quickstart repo for deployment on Azure. And bonus it works with the new GitHub models in Codespaces https://github.com/Azure-Samples/openai-chat-vision-quickstart https://github.com/Azure-Samples/openai-chat-vision-quickstart"  
[X Link](https://x.com/pamelafox/status/1819153349494952054)  2024-08-01T23:28Z 25K followers, [---] engagements


"I am quite tickled that my requirements.txt now has happy eyeballs in it 🤪"  
[X Link](https://x.com/pamelafox/status/1819354452031312192)  2024-08-02T12:47Z 25K followers, [---] engagements


"Made a bunch of improvements to openai-messages-token-helper today to improve compatibility with counting tokens for function calling: https://github.com/pamelafox/openai-messages-token-helper/blob/main/CHANGELOG.md https://github.com/pamelafox/openai-messages-token-helper/blob/main/CHANGELOG.md"  
[X Link](https://x.com/pamelafox/status/1819498715415244869)  2024-08-02T22:21Z 25K followers, [---] engagements


"@larimus23 @DibranMulder What aspects of AI search do you find tricky I can pass feedback onto that team"  
[X Link](https://x.com/pamelafox/status/1819787562766278992)  2024-08-03T17:28Z 25K followers, [--] engagements


"@treyhunner I spoke at Berkeley yesterday and a student told me they used ChatGPT to build an entire app to help community students (like themselves) transfer to UC. They didnt actually know code was in the "frontend" vs "backend" as ChatGPT did so much for them. And the app was cool"  
[X Link](https://x.com/pamelafox/status/1820921309242786121)  2024-08-06T20:34Z 25K followers, [---] engagements


"According to my tests the multiplier for token counting for images for gpt-4o-mini is [--] 1/3. I've added support to openai-messages-token-helper: .my first time using the Fraction() class in Python maybe there's a better way https://github.com/pamelafox/openai-messages-token-helper/pull/17/files#diff-48eb5553a9ebd73af6dea9e339dc80db6cd70cdb41ad16ab71dc9bd9d95b1a3cR20 https://github.com/pamelafox/openai-messages-token-helper/pull/17/files#diff-48eb5553a9ebd73af6dea9e339dc80db6cd70cdb41ad16ab71dc9bd9d95b1a3cR20"  
[X Link](https://x.com/pamelafox/status/1821342750660554757)  2024-08-08T00:28Z 25K followers, [---] engagements


"@DibranMulder @larimus23 That makes sense Are you building on Azure PG Flexible Server or PG hosted elsewhere"  
[X Link](https://x.com/pamelafox/status/1823096293914526059)  2024-08-12T20:36Z 25K followers, [--] engagements


"📣 Join me tomorrow for another free live stream "Using GPT Vision Models from Python" https://aka.ms/GPTPy/814B https://aka.ms/GPTPy/814B"  
[X Link](https://x.com/pamelafox/status/1823516588819275892)  2024-08-14T00:26Z 25K followers, [----] engagements


"Did you miss our 6-part series on "Securing AI Apps on Azure" 📺 You can still re-watch it or go through the slides Keyless Auth Built-in Auth MSAL SDK SPA Auth RAG Data ACLs and VNETs https://techcommunity.microsoft.com/t5/microsoft-developer-community/securing-your-ai-apps-on-azure-recordings-and-slides/ba-p/4219541 https://techcommunity.microsoft.com/t5/microsoft-developer-community/securing-your-ai-apps-on-azure-recordings-and-slides/ba-p/4219541"  
[X Link](https://x.com/pamelafox/status/1828317504403578957)  2024-08-27T06:23Z 25K followers, [---] engagements


"@simonw The closest i know: - litellm: wrapper for many LLMs but doesnt have full azure token refresh yet so i cant use it - azure-ai-inference: designed with Azure Ai models in mind but does implement the current openai spec"  
[X Link](https://x.com/pamelafox/status/1830669293341811158)  2024-09-02T18:09Z 25K followers, [---] engagements


"Stream starting now RAG with Cosmos DB for MongoDB- https://www.youtube.com/watchv=QRSs_xFSw-k https://www.youtube.com/watchv=QRSs_xFSw-k"  
[X Link](https://x.com/pamelafox/status/1831739165639331888)  2024-09-05T17:00Z 25K followers, [---] engagements


"🔴 Streaming in [--] RAG with Azure AI Search: https://www.youtube.com/watchv=ys9CYtqP2Ow https://www.youtube.com/watchv=ys9CYtqP2Ow"  
[X Link](https://x.com/pamelafox/status/1831767899545203198)  2024-09-05T18:54Z 25K followers, [---] engagements


"🔴 Streaming now: "Pick the right model for the right job" with Facundo Santiago from the Azure AI models team https://www.youtube.com/watchv=6s06qzkmzts https://www.youtube.com/watchv=6s06qzkmzts"  
[X Link](https://x.com/pamelafox/status/1834261446596948125)  2024-09-12T16:03Z 25K followers, [---] engagements


"Going through our Pytorch on Azure ML tutorial. Mommy wow I'm an ML engineer now ;-) https://learn.microsoft.com/en-us/azure/machine-learning/how-to-train-pytorchview=azureml-api-2 https://learn.microsoft.com/en-us/azure/machine-learning/how-to-train-pytorchview=azureml-api-2"  
[X Link](https://x.com/pamelafox/status/1834737289270087825)  2024-09-13T23:33Z 25K followers, [---] engagements


"Microsoft has an interactive "Introduction to Pytorch" learning module which spins up a Jupyter sandbox. Nice way to experience Pytorch entirely in the browser https://learn.microsoft.com/en-us/training/modules/intro-machine-learning-pytorch/ https://learn.microsoft.com/en-us/training/modules/intro-machine-learning-pytorch/"  
[X Link](https://x.com/pamelafox/status/1836072212002185549)  2024-09-17T15:58Z 25K followers, [----] engagements


"Slides from my #Pybay talk "Playing improv with Python" All code in Try the games yourself with Ollama or GitHub models https://github.com/pamelafox/improv-with-python/ https://pamelafox.github.io/improv-with-python/ https://github.com/pamelafox/improv-with-python/ https://pamelafox.github.io/improv-with-python/"  
[X Link](https://x.com/pamelafox/status/1837582811471270106)  2024-09-21T20:00Z 25K followers, [---] engagements


"Just posted in the OpenAI dev forum: worse results when using GPT-4o vs. GPT-4 for evaluations https://community.openai.com/t/worse-results-when-using-gpt-4o-as-an-evaluator/962675 https://community.openai.com/t/worse-results-when-using-gpt-4o-as-an-evaluator/962675"  
[X Link](https://x.com/pamelafox/status/1840898091685462444)  2024-09-30T23:34Z 25K followers, [---] engagements


"@stubbornella @anniesullie did jquery count as a framework"  
[X Link](https://x.com/pamelafox/status/1840912255871041966)  2024-10-01T00:30Z 25K followers, [---] engagements


"@stubbornella @anniesullie The framework proliferation makes it harder for me to produce OSS solutions that Azure devs can just pick up and run with since they might have their own preferred frontend framework. Currently using React due to its popularity even though I have.feelings.about it"  
[X Link](https://x.com/pamelafox/status/1841158670660616219)  2024-10-01T16:50Z 25K followers, [--] engagements


"@stubbornella @anniesullie I had the same debate when making samples for Google Maps API back in the day and I went with vanilla JS (no jQuery which was the hotness then). I always prefer no-framework when possible but frameworks do make highly interactive UIs easier"  
[X Link](https://x.com/pamelafox/status/1841159026614419805)  2024-10-01T16:51Z 25K followers, [---] engagements


"@stubbornella @anniesullie True vanillaJS can spaghetti realllll fast. These days I'm mostly building chat solutions with GenAI so the frameworks help to manage the complexity of a chat UI"  
[X Link](https://x.com/pamelafox/status/1841161028069179678)  2024-10-01T16:59Z 25K followers, [--] engagements


"@simonw Re websocket server: implements one with aiohttp. Thats for Azure OpenAI but you can try pointing it at as well slight differences in URL/header/params in web socket connection. http://rtmt.py http://OpenAI.com https://github.com/Azure-Samples/aisearch-openai-rag-audio http://rtmt.py http://OpenAI.com https://github.com/Azure-Samples/aisearch-openai-rag-audio"  
[X Link](https://x.com/pamelafox/status/1841253668286579086)  2024-10-01T23:07Z 25K followers, [---] engagements


"Just presented "Building a RAG app on your data" for O'Reilly Superstream Slides: Repos demo'd: https://github.com/pamelafox/python-openai-demos https://x.com/pamelafox/status/1841551579469824069/photo/1 https://github.com/Azure-Samples/rag-postgres-openai-python/ https://github.com/Azure-Samples/azure-search-openai-demo https://speakerdeck.com/pamelafox/oreilly-superstream-building-a-rag-app-to-chat-with-your-data https://github.com/pamelafox/python-openai-demos https://x.com/pamelafox/status/1841551579469824069/photo/1 https://github.com/Azure-Samples/rag-postgres-openai-python/"  
[X Link](https://x.com/pamelafox/status/1841551579469824069)  2024-10-02T18:51Z 25.1K followers, [---] engagements


"@simonw Am looking into the vanilla JS frontend for a Python middle tier. Currently I see openai's RealTime API that could talk to a proxy in theory: And the React that def talks to a proxy here: Maybe ChatGPT could de-React that https://github.com/Azure-Samples/aisearch-openai-rag-audio/blob/main/app/frontend/src/App.tsx https://github.com/openai/openai-realtime-api-betatab=readme-ov-file#project-structure https://github.com/Azure-Samples/aisearch-openai-rag-audio/blob/main/app/frontend/src/App.tsx https://github.com/openai/openai-realtime-api-betatab=readme-ov-file#project-structure"  
[X Link](https://x.com/pamelafox/status/1841892228446486835)  2024-10-03T17:25Z 25K followers, [---] engagements


"Debugging GitHub actions is a slowww process. Good thing I've got seaweed snacks and music videos"  
[X Link](https://x.com/pamelafox/status/1841972082961481903)  2024-10-03T22:42Z 25K followers, [---] engagements


"Oo while I'm waiting: anyone got recommendations for e-bike accessories I have a Tern GSD that I use to bring my kid to school and I want anything that will help me feel safer when surrounded by cars on all sides"  
[X Link](https://x.com/pamelafox/status/1841972381365203290)  2024-10-03T22:43Z 25K followers, [---] engagements


"Our most popular RAG solution now has a client-side Chat History feature thanks to a community contribution❤ This feature stores the history in IndexedDB (via the idb JS package) so it will persist in the user's browser. (Next up: cloud db storage) https://github.com/Azure-Samples/azure-search-openai-demo/releases/tag/2024-10-04 https://github.com/Azure-Samples/azure-search-openai-demo/releases/tag/2024-10-04"  
[X Link](https://x.com/pamelafox/status/1842307192873206159)  2024-10-04T20:53Z 25.1K followers, [----] engagements


"Props to the pgvector maintainers for documenting how to install pgvector on GitHub Actions: https://github.com/pgvector/setup-pgvector/blob/master/.github/workflows/step.yml https://github.com/pgvector/setup-pgvector/blob/master/.github/workflows/step.yml"  
[X Link](https://x.com/pamelafox/status/1844120031573221510)  2024-10-09T20:57Z 25K followers, [---] engagements


"Fantastic post by @TalkPython about avoiding unneeded pip downloads in Docker images and GitHub actions workflows. I need to implement for GitHub actions stat. https://mkennedy.codes/posts/lets-go-easy-on-pypi-ok/ https://mkennedy.codes/posts/lets-go-easy-on-pypi-ok/"  
[X Link](https://x.com/pamelafox/status/1844165193221407031)  2024-10-09T23:56Z 25K followers, [---] engagements


"Just merged a PR to make it easy to use the new VoiceRAG template with existing indexes from azure-search-openai-demo Just follow the optional step in the deploying guide to point at your current index and it'll deploy the rest (Container App OpenAI): https://github.com/Azure-Samples/aisearch-openai-rag-audiotab=readme-ov-file#deploying-the-app https://github.com/Azure-Samples/aisearch-openai-rag-audiotab=readme-ov-file#deploying-the-app"  
[X Link](https://x.com/pamelafox/status/1847342697365066229)  2024-10-18T18:23Z 24.1K followers, [---] engagements


"Kudos to the pgvector maintainer for adding an example GitHub action for installing pgvector on windows-latest (On the same day that I asked ❤) https://github.com/pgvector/setup-pgvector/commit/3fe94ed7512d0aed0b571db9ab7f015008c99e46 https://github.com/pgvector/setup-pgvector/commit/3fe94ed7512d0aed0b571db9ab7f015008c99e46"  
[X Link](https://x.com/pamelafox/status/1848501192235630680)  2024-10-21T23:06Z 25.1K followers, [---] engagements


"I just had my sandbox session at evaluating RAG apps where attendees submitted PRs to change the prompts and settings. Cracking up at this prompt change: https://github.com/pamelafox/rag-postgres-openai-python-ghu/pull/39 https://github.com/pamelafox/rag-postgres-openai-python-ghu/pull/39"  
[X Link](https://x.com/pamelafox/status/1851346814101807549)  2024-10-29T19:34Z 24.1K followers, [---] engagements


"Resources for my #GitHubUniverse session on evaluating RAG chat apps: Slides @ Try it out in the main RAG-on-PostgreSQL repo following this guide: https://github.com/Azure-Samples/rag-postgres-openai-python/blob/main/docs/evaluation.md https://speakerdeck.com/pamelafox/github-universe-evaluating-rag-apps-in-github-actions https://github.com/Azure-Samples/rag-postgres-openai-python/blob/main/docs/evaluation.md https://speakerdeck.com/pamelafox/github-universe-evaluating-rag-apps-in-github-actions"  
[X Link](https://x.com/pamelafox/status/1851348643522986414)  2024-10-29T19:41Z 24.1K followers, [----] engagements


"Want to see a llama use @ollama with llama models 🦙 Links from the video: https://blog.langchain.dev/few-shot-prompting-to-improve-tool-calling-performance/ https://github.com/Azure-Samples/rag-postgres-openai-python/ https://blog.pamelafox.org/2024/08/making-ollama-compatible-rag-app.html https://github.com/pamelafox/ollama-python-playground https://github.com/ollama/ollama/blob/main/docs/openai.md https://ollama.com/library/llama3.2 https://www.youtube.com/live/i-kUw8F_v0o https://blog.langchain.dev/few-shot-prompting-to-improve-tool-calling-performance/"  
[X Link](https://x.com/pamelafox/status/1852073956389589481)  2024-10-31T19:43Z 24.1K followers, [---] engagements


"I put together a bunch of examples of entity extraction using the structured outputs from the Azure OpenAI gpt-4o model: Extracting from images PDFs tables GitHub issues blog posts etc. Happy extracting https://github.com/Azure-Samples/azure-openai-entity-extractiontab=readme-ov-file#running-the-python-examples https://github.com/Azure-Samples/azure-openai-entity-extractiontab=readme-ov-file#running-the-python-examples"  
[X Link](https://x.com/pamelafox/status/1853945512036368435)  2024-11-05T23:40Z 24.9K followers, [---] engagements


"Blog post: Entity extraction using Azure OpenAI structured outputs https://blog.pamelafox.org/2024/11/entity-extraction-using-openai.html https://blog.pamelafox.org/2024/11/entity-extraction-using-openai.html"  
[X Link](https://x.com/pamelafox/status/1853953450075463818)  2024-11-06T00:12Z 24.9K followers, [---] engagements


"@AmgadGamalHasan Do you mean like llama models They can be deployed from Azure AI Models catalog and they will actually have an OpenAI-compatible endpoint though that's not explicitly publicized. Are you looking for azd deployable examples or tutorials or what"  
[X Link](https://x.com/pamelafox/status/1854328586565832730)  2024-11-07T01:02Z 24.9K followers, [--] engagements


"@midlaj_dev Is your index in Azure AI search or a different datastore"  
[X Link](https://x.com/pamelafox/status/1854389251884093837)  2024-11-07T05:03Z 24.9K followers, [--] engagements


"Streaming now: deploying AI apps with @azure for Copilot: https://developer.microsoft.com/reactor/events/23814/ https://developer.microsoft.com/reactor/events/23814/"  
[X Link](https://x.com/pamelafox/status/1854569656964751522)  2024-11-07T17:00Z 24.9K followers, [---] engagements


"Headed to SF for a Pallets-eco sprint with SF Python members Ill be doing a walkthrough of contributing a bug-fix to the flask-admin project (with tox docs and pytest and typing https://www.meetup.com/sfpython/events/300337699/ https://www.meetup.com/sfpython/events/300337699/"  
[X Link](https://x.com/pamelafox/status/1856859688211812684)  2024-11-14T00:40Z 24.7K followers, [---] engagements


"SF Python was so fun At one point we devolved into racing "uv pip install" vs "pip install" for massive python packages. Lol such python nerdery"  
[X Link](https://x.com/pamelafox/status/1857120861926682847)  2024-11-14T17:58Z 24.8K followers, [---] engagements


"For my open source walkthrough at SF Python I live coded a fix for a flask-admin issue showing how to clone venv editable install fix the bug add tests add docstrings generate the docs and make a branch. Nice way to see pip pytest tox and sphinx in action"  
[X Link](https://x.com/pamelafox/status/1857121655484821665)  2024-11-14T18:01Z 24.8K followers, [---] engagements


"Just merged the latest feature for azure-search-openai-demo: media description for multimedia docs For each figure in a doc we send it off to Azure Content Understanding and replace that figure with its description (which may include tables for graphs). https://github.com/Azure-Samples/azure-search-openai-demo/releases/tag/2024-12-09 https://github.com/Azure-Samples/azure-search-openai-demo/releases/tag/2024-12-09"  
[X Link](https://x.com/pamelafox/status/1866196050941448524)  2024-12-09T18:59Z 24.6K followers, [---] engagements


"I prettied up the speech input with a CSS animation inspired by the speech input button for GitHub Copilot chat and I think it's looking real cute"  
[X Link](https://x.com/pamelafox/status/1866561368536801297)  2024-12-10T19:11Z 24.6K followers, [---] engagements


"I've now made custom HTMLElement's for both speech input and output using the built-in free browser SDKs. Updated PR @ Thank you to @john00isaac for the original React speech input/output code https://github.com/Azure-Samples/openai-chat-vision-quickstart/pull/30 https://github.com/Azure-Samples/openai-chat-vision-quickstart/pull/30"  
[X Link](https://x.com/pamelafox/status/1866575578272506159)  2024-12-10T20:07Z 24.6K followers, [---] engagements


"I'm trying out RAGAS today to generate RAG ground truth data for evals: I like that they make a knowledge graph to come up with good Qs (specific/abstract single-hop/multihop). I eagerly await the results It takes some time. 🕰 https://docs.ragas.io/en/latest/concepts/test_data_generation/rag/ https://docs.ragas.io/en/latest/getstarted/rag_testset_generation/ https://docs.ragas.io/en/latest/concepts/test_data_generation/rag/ https://docs.ragas.io/en/latest/getstarted/rag_testset_generation/"  
[X Link](https://x.com/pamelafox/status/1867722975258239152)  2024-12-14T00:07Z 24.6K followers, [---] engagements


"Want to learn more about the most popular open-source solution for RAG on Azure I'm hosting a **10-part live stream series** in January/February diving deeeep into the solution and all the optional features. 🤿 Register here: https://aka.ms/RAGDD-f https://aka.ms/RAGDD-f"  
[X Link](https://x.com/pamelafox/status/1869864712718209238)  2024-12-19T21:57Z 24.6K followers, [---] engagements


"Just found my new favorite blog "EuroPopped" for keeping up to date on the latest cheesy Euro pop songs. Hell yeah. http://europopped.com/"  
[X Link](https://x.com/pamelafox/status/18720080822)  2010-07-16T22:27Z 25K followers, [--] engagements


"Want to dive deep into Azure's most popular RAG solution Join our 10-part live stream series: We'll cover: 🚀 Deploying 🔎Azure AI Search 🖼 Multimedia ingestion 💁🏼♀ User login 📗 Chat history 🎤 Speech 🔒 VNet 💯 Evaluation 📈 Monitoring https://developer.microsoft.com/reactor/series/S-1450/ https://developer.microsoft.com/reactor/series/S-1450/"  
[X Link](https://x.com/pamelafox/status/1876679093443559731)  2025-01-07T17:15Z 24.6K followers, [----] engagements


"I'm running GitHub actions on Python [----] now and seeing really slow install times from uv. Not sure if it's a fluke from this run or something to do with [----] [--] minutes and counting. https://github.com/Azure-Samples/azure-search-openai-demo/actions/runs/12657091764/job/35271122592pr=2238 https://github.com/Azure-Samples/azure-search-openai-demo/actions/runs/12657091764/job/35271122592pr=2238"  
[X Link](https://x.com/pamelafox/status/1876701518344184314)  2025-01-07T18:44Z 24.6K followers, [----] engagements


"I've started reading Sebastian Raschka's "Build a Large Language Model (From Scratch)" and I'm loving it. Great descriptions newbie-friendly math and lots of Python. https://amzn.to/3DLBDmk https://amzn.to/3DLBDmk"  
[X Link](https://x.com/pamelafox/status/1876765196003221735)  2025-01-07T22:57Z 24.6K followers, [---] engagements


"@bradneuberg we were threatened with nonrenewal and had our trees cut down the same day. and we got our insurance back for now. i've since hard-scaped all of zone 0.but we'll see. insurance companies might just give up"  
[X Link](https://x.com/pamelafox/status/1877112662250643776)  2025-01-08T21:58Z 24.6K followers, [--] engagements


"Anyone know if there's a library or API to create the maps where countries are distorted according to some value(e.g. http://bit.ly/clyixN)"  
[X Link](https://x.com/pamelafox/status/18880440510)  2010-07-19T01:59Z 25K followers, [--] engagements


"Once I dedicate my life to inventing new kitchen gadgets my first product will be a magnet that attracts egg shells. Name ideas anyone"  
[X Link](https://x.com/pamelafox/status/189158879928651776)  2012-04-09T01:12Z 24.1K followers, [--] engagements


"New blog post: Building a streaming DeepSeek-R1 app Covers: * IAC to deploy DeepSeek-R1 to Azure * Python code to use openai package to connect to DeepSeek-R1 and stream back the "think" blocks as streamed JSONlines * JS code to render streamed response https://lnkd.in/gDGNvusS https://lnkd.in/gDGNvusS"  
[X Link](https://x.com/pamelafox/status/1907499246288515420)  2025-04-02T18:23Z 24.4K followers, [---] engagements


"Streaming in 5min prototyping AI agents with GitHub Models using frameworks like autogen semantic-kernel pydantic-ai openai-agents https://www.youtube.com/watchv=LflBM3ntUSY https://www.youtube.com/watchv=LflBM3ntUSY"  
[X Link](https://x.com/pamelafox/status/1912263707377512901)  2025-04-15T21:56Z 24.4K followers, [----] engagements


"@mitsuhiko If theyre standard tool-calling-in-a-loop agents PydanticAI and Langchainv1 both have similar abstractions. Compare- Also Openai-agents is similar but am not sure whether it's a priority SDK for that team: https://github.com/Azure-Samples/python-ai-agent-frameworks-demos/blob/main/examples/openai_agents_tools.py https://github.com/Azure-Samples/python-ai-agent-frameworks-demos/blob/main/examples/pydanticai_tools.py https://github.com/Azure-Samples/python-ai-agent-frameworks-demos/blob/main/examples/langchainv1_tools.py"  
[X Link](https://x.com/pamelafox/status/1968446818712170970)  2025-09-17T22:47Z 24.1K followers, [---] engagements


"@simonw I think that definition lines up with Python AI agent frameworks- all the Agent() constructors accept prompt and tools with some of them requiring tools. (Though they accept an empty list). They don't require memory that's usually an extra add-in"  
[X Link](https://x.com/pamelafox/status/1968760024835965241)  2025-09-18T19:32Z 24.1K followers, [---] engagements


"I woke up last night at 3AM with a jolt watching an earthquake move through the house. Apparently it was only a [---] and the most damage it did was break a few windows but a surprisingly wide radius of people felt it. (My lil kids did not) https://www.berkeleyside.org/2025/09/22/berkeley-earthquake-4-6-magnitude-september-22 https://www.berkeleyside.org/2025/09/22/berkeley-earthquake-4-6-magnitude-september-22"  
[X Link](https://x.com/pamelafox/status/1970228818075099182)  2025-09-22T20:48Z 24.1K followers, [---] engagements


"@theo I've always disliked homebrew but mostly because I hate having beer in my terminal. I hate beer. Get out of my terminal (also brew updates way too much at once but mostly I hate beer)"  
[X Link](https://x.com/pamelafox/status/1970267559393177772)  2025-09-22T23:22Z 24.1K followers, [----] engagements


"@simonw I'm looking forward to trying it in GitHub Copilot - I'm curious if you find it useful for scenarios outside of agentic coding given how specifically it was trained"  
[X Link](https://x.com/pamelafox/status/1970579579510366703)  2025-09-23T20:02Z 24.1K followers, [---] engagements


""Adaptive reasoning is now the default in GPT-5-Codex. In the past you might have prompted models to think harder or respond quickly based on task difficulty. GPT-5-Codex adjusts automatically' https://cookbook.openai.com/examples/gpt-5-codex_prompting_guide https://cookbook.openai.com/examples/gpt-5-codex_prompting_guide"  
[X Link](https://x.com/pamelafox/status/1970585088082706806)  2025-09-23T20:24Z 24.1K followers, [---] engagements


""GPT-5-Codex defaults to strong aesthetics and modern frontend best practices." I am *so* curious as to what those strong aesthetics and modern practices are. https://cookbook.openai.com/examples/gpt-5-codex_prompting_guide https://cookbook.openai.com/examples/gpt-5-codex_prompting_guide"  
[X Link](https://x.com/pamelafox/status/1970585431759839713)  2025-09-23T20:25Z 24.1K followers, [---] engagements


"@donasarkar @IsForAt is my browser-based agent but warning that I often have to update it as LinkedIn UI is constantly changing https://github.com/pamelafox/personal-linkedin-agent https://github.com/pamelafox/personal-linkedin-agent"  
[X Link](https://x.com/pamelafox/status/1970632125406933469)  2025-09-23T23:31Z 24.1K followers, [--] engagements


"@simonw The whole responses API requirement for the new models sure is a good way to force us to move to that API Just awaiting Ollama's support for it"  
[X Link](https://x.com/pamelafox/status/1970646044699705558)  2025-09-24T00:26Z 24.1K followers, [---] engagements


"I'm running some automated red-teaming today using the azure-ai-evaluation SDK which combines an adversarial LLM with attack strategies from pyrit. Most successful strategies are tense URL encoding and the best: tense+URL composed 👹"  
[X Link](https://x.com/pamelafox/status/1972756860668408057)  2025-09-29T20:14Z 24.1K followers, [---] engagements


"I might finally have to host a Superbowl party (One where we only turn it on during halftime though) https://www.npr.org/2025/09/29/nx-s1-5556772/latin-superstar-bad-bunny-will-headline-the-2026-super-bowl-halftime-show https://www.npr.org/2025/09/29/nx-s1-5556772/latin-superstar-bad-bunny-will-headline-the-2026-super-bowl-halftime-show"  
[X Link](https://x.com/pamelafox/status/1973031467409420603)  2025-09-30T14:25Z 24.1K followers, [---] engagements


"Want to learn how to use Python with GenAI Join our free nine-part YouTube live stream series starting next week Covering: LLMs embedding models RAG structured outputs tool calling Agents MCP quality safety https://aka.ms/PythonAI/series https://aka.ms/PythonAI/series"  
[X Link](https://x.com/pamelafox/status/1973126743696507208)  2025-09-30T20:44Z 24.1K followers, [---] engagements


"@wesbos Ah fascinating. I worked on facial animation research in college and we had to collect a lot more data than that. (Mocap markers + blendshapes for emotions plus phonemes) Sora is really cool from a technical perspective but scary from a misinformation perspective"  
[X Link](https://x.com/pamelafox/status/1973603503592579274)  2025-10-02T04:18Z 24.1K followers, [---] engagements


"Currently reading "Empire of AI" by Karen Hao a history of OpenAI based off interviews and documents. Really interesting to get more insight into how prioritization decisions were made. I now understand the OpenAI/Anthropic split better. https://bookshop.org/p/books/empire-of-ai-dreams-and-nightmares-in-sam-altman-s-openai-karen-hao/de10c251433f34d2ean=9780593657508&next=t https://bookshop.org/p/books/empire-of-ai-dreams-and-nightmares-in-sam-altman-s-openai-karen-hao/de10c251433f34d2ean=9780593657508&next=t"  
[X Link](https://x.com/pamelafox/status/1974189867732247030)  2025-10-03T19:08Z 24.1K followers, [---] engagements


"OpenAI Dev Day live stream is starting soon: .wondering what they're going to announce given they already had so many recent announcements. https://www.youtube.com/watchv=hS1YqcewH0c https://www.youtube.com/watchv=hS1YqcewH0c"  
[X Link](https://x.com/pamelafox/status/1975245370419782118)  2025-10-06T17:02Z 24.1K followers, [---] engagements


"OpenAI Dev Days is showing [--] things: * Apps inside ChatGPT * Building agents * Writing code * API updates"  
[X Link](https://x.com/pamelafox/status/1975248496996614588)  2025-10-06T17:15Z 24.2K followers, [---] engagements


"They're launching "AgentKit" building blocks that make it easier to build and deploy agents: * AgentBuilder: A wysiwig agent builder * ChatKit: Embeddable chat UI that you can customize and embed * Evals for Agents: trace-grading datasets * Connectors registry #OpenAIDevDay"  
[X Link](https://x.com/pamelafox/status/1975252337678840174)  2025-10-06T17:30Z 24.1K followers, [---] engagements


"Codex updates: * Slack integration * Codex SDK to extend/automate codex for workflows * New admin tools and reporting - enterprise monitoring"  
[X Link](https://x.com/pamelafox/status/1975256061553807565)  2025-10-06T17:45Z 24.1K followers, [---] engagements


"My fav thing about the current OpenAI Dev Day speaker is that he pronounces "ideas" the same way I do (with an "r" at the end). For me it's a remnant of having British parents but an American accent and I got made fun of it my whole life. I try not to care now"  
[X Link](https://x.com/pamelafox/status/1975260378675528160)  2025-10-06T18:02Z 24.2K followers, [----] engagements


"@simonw Dya see latest langchain post Your blog post is the authoritative source now :) https://blog.langchain.com/not-another-workflow-builder/ https://blog.langchain.com/not-another-workflow-builder/"  
[X Link](https://x.com/pamelafox/status/1975652134386606162)  2025-10-07T19:59Z 24.1K followers, [--] engagements


"Great post from @hwchase17 about why @LangChainAI has *not* built their own workflow builder: https://blog.langchain.com/not-another-workflow-builder/ https://blog.langchain.com/not-another-workflow-builder/"  
[X Link](https://x.com/pamelafox/status/1975653718982074645)  2025-10-07T20:05Z 24.1K followers, [----] engagements


"@ErfanNariman Sharepoint has a retrieval API now: Alternatively AI Search has a Sharepoint indexer but you'd only want to use that for Sharepoints that don't have user-specific access controls. https://learn.microsoft.com/en-us/microsoft-365-copilot/extensibility/api/ai-services/retrieval/overview https://learn.microsoft.com/en-us/microsoft-365-copilot/extensibility/api/ai-services/retrieval/overview"  
[X Link](https://x.com/pamelafox/status/1975959809800483317)  2025-10-08T16:21Z 24.1K followers, [--] engagements


"I'm trying Postgres with PostGIS in Python today. Should I use GeoAlchemy or can I just use SQLAlchemy2 on its own https://geoalchemy-2.readthedocs.io/ https://geoalchemy-2.readthedocs.io/"  
[X Link](https://x.com/pamelafox/status/1976749936554471574)  2025-10-10T20:41Z 24.1K followers, [---] engagements


"I'm having a "test-off" where I ask different models to write tests for an API then compare their failures and coverage. So far: * GPT-5 has 100% passing tests 49% coverage. * Sonnet [---] has 95% passing tests 56% coverage. What other models should I try"  
[X Link](https://x.com/pamelafox/status/1976889335875355030)  2025-10-11T05:55Z 24.2K followers, [----] engagements


"@samsaffron @pierceboggan Ah thats what you meant by high of course. Am not sure what reasoning effort level Copilot uses by default"  
[X Link](https://x.com/pamelafox/status/1977400289427927462)  2025-10-12T15:45Z 24.1K followers, [--] engagements


"@marlene_zw @LangChainAI @azuredevsummit Oo see if you can get some Pasteis do Belem while you're there I happen to get some today from local chinatown but I miss the ones from Portugal"  
[X Link](https://x.com/pamelafox/status/1977841201949913603)  2025-10-13T20:57Z 24.2K followers, [--] engagements


"🔴 Live stream @ 10AM PT: "AI Quality & Safety" Slides @ Code @ https://github.com/Azure-Samples/ai-quality-safety-demos https://aka.ms/pythonai/slides/qualitysafety https://www.youtube.com/watchv=7o7ip25z5Yg https://github.com/Azure-Samples/ai-quality-safety-demos https://aka.ms/pythonai/slides/qualitysafety https://www.youtube.com/watchv=7o7ip25z5Yg"  
[X Link](https://x.com/pamelafox/status/1978864685706572273)  2025-10-16T16:44Z 24.1K followers, [---] engagements


"@intellectronica @pydantic Yeah it's super slick I'm instrumenting for Azure App Insightscurrently and that requires all of: opentelemetry-api opentelemetry-sdk azure-monitor-opentelemetry azure-monitor-opentelemetry-exporter opentelemetry-exporter-otlp-proto-grpc opentelemetry-semantic-conventions-ai"  
[X Link](https://x.com/pamelafox/status/1978927926767677780)  2025-10-16T20:55Z 24.1K followers, [--] engagements


"@jeremyphoward Looking forward to the post- literally started a repo last week to do the same thing but I wanted to sync slides with the text and it wasn't obvious how to do that with minimal LLM calls"  
[X Link](https://x.com/pamelafox/status/1978955468203594107)  2025-10-16T22:45Z 24.1K followers, [---] engagements


"I am so entranced by the ability to draw swirls on @paul_irish's website (http://paulirish.com/) and rainbow swirls on cornify.com. PRETTY"  
[X Link](https://x.com/pamelafox/status/21102552177)  2010-08-13T23:01Z 24.1K followers, [--] engagements


"hack idea: modify the canvas version of "breakout" to pull in feed of flickr/picasa thumbnails http://tr.im/oDUa #ghacksg"  
[X Link](https://x.com/pamelafox/status/2190447151)  2009-06-16T09:45Z 25K followers, [--] engagements


"The Posterous API strangely has neither an ATOM nor JSON output. I have fixed the latter with a quick GAE app tho. :) http://bit.ly/b6vaAy"  
[X Link](https://x.com/pamelafox/status/22503468670)  2010-08-30T06:49Z 25K followers, [--] engagements


"A team demoed "Magic Scissors" a Chrome ext that lets you cut bits from pages-and it really looks like scissors You gotta see it. #HackIn"  
[X Link](https://x.com/pamelafox/status/231926572200906753)  2012-08-05T01:36Z 25K followers, [--] engagements


"@nelson Oooh thanks I couldn't find it"  
[X Link](https://x.com/pamelafox/status/240878508740599809)  2012-08-29T18:28Z 24.1K followers, [--] engagements


"Trying to make homemade ice cream for the 1st time today. Starting w/a combo of california figs coconut milk stevia. Can't go *too* wrong"  
[X Link](https://x.com/pamelafox/status/252125801590435841)  2012-09-29T19:20Z 25K followers, [--] engagements


"Debating how many thermometers I need to stick in the turkey before I have any confidence that its done. http://t.co/Y9Psg76S"  
[X Link](https://x.com/pamelafox/status/271772127101857792)  2012-11-23T00:28Z 25K followers, [--] engagements


"the wave gallery now has screencast videos [--] many of the googler created apps - snagit + microsoft movie maker ftw http://tr.im/tt5T"  
[X Link](https://x.com/pamelafox/status/2774655221)  2009-07-22T08:13Z 25K followers, [--] engagements


"I did a gymnastics class for the first time since high school today. I managed a cartwheel on the low beam. Goal for next time: high beam"  
[X Link](https://x.com/pamelafox/status/281302642523791360)  2012-12-19T07:39Z 25K followers, [--] engagements


"I forgot how much of gymnastics is about fear like when you're looking down the beam & reminding yourself it won't be that bad if you fall"  
[X Link](https://x.com/pamelafox/status/281303177821814785)  2012-12-19T07:41Z 25K followers, [--] engagements


"var t = $el.parent().parent().parent().parent().find('inputname=title').val(); .Your JS should not be this dependent on DOM structure"  
[X Link](https://x.com/pamelafox/status/286580287368998912)  2013-01-02T21:10Z 25K followers, [--] engagements


"@Max great where did you go I spoke with pacific vision institute"  
[X Link](https://x.com/pamelafox/status/296100290929778688)  2013-01-29T03:39Z 24.1K followers, [--] engagements


"Trying to figure out the easiest way for newbies to share a public link to the webpages that they make during http://t.co/McjOM6iWOT http://pairuptocode.com http://pairuptocode.com"  
[X Link](https://x.com/pamelafox/status/333387266510696448)  2013-05-12T01:04Z 24.1K followers, [--] engagements


"I double doggy dare someone to artificially slow down your site in an A/B test and compare the conversion rate"  
[X Link](https://x.com/pamelafox/status/340300121965203458)  2013-05-31T02:54Z 25.1K followers, [--] engagements


"jus approved a buncha nifty wave samples - joomla plugin graphy (dot graphs) wikify (easily wikify words-so needed) http://tr.im/wJ9C"  
[X Link](https://x.com/pamelafox/status/3417120992)  2009-08-20T00:51Z 25K followers, [--] engagements


"If you're a 3rd party API: be transparent about your timeline for fixing bugs so users know whether its worth it to engineer a workaround"  
[X Link](https://x.com/pamelafox/status/344824638204944384)  2013-06-12T14:32Z 24.1K followers, [--] engagements


"I love the @GirlsWhoCode teaching philosophy-only use shareable technologies because sharing makes it more exciting. http://t.co/KJzw8SrjeO"  
[X Link](https://x.com/pamelafox/status/390271920282689537)  2013-10-16T00:24Z 25K followers, [--] engagements


"Important milestone in any community: the first time someone asks if I'm single. http://t.co/JYUxwveMmB"  
[X Link](https://x.com/pamelafox/status/405828633714909184)  2013-11-27T22:41Z 24.1K followers, [--] engagements


"Accidentally found myself on a white power site. I'm now really sad for humanity. http://t.co/I0AYdcde8U http://www.stormfront.org/forum/t538924/ http://www.stormfront.org/forum/t538924/"  
[X Link](https://x.com/pamelafox/status/422117367905124352)  2014-01-11T21:26Z 24.1K followers, [--] engagements


"New feature in latest Chrome: it randomly decides when to not use your webfont. Cuz users need more variety right http://t.co/KPY2X3yG1E"  
[X Link](https://x.com/pamelafox/status/425779787760533504)  2014-01-21T23:59Z 24.1K followers, [--] engagements


".and you might say "but pamela jQuery doesn't own $ We can use $ for what we want" .Screw it jQuery owns $ it deserves that much"  
[X Link](https://x.com/pamelafox/status/430848805861224448)  2014-02-04T23:42Z 24.1K followers, [--] engagements


"Meetup is still down from the DDOS attack - and apparently it's an extortion attempt. Crazy. http://t.co/u5oQmObxvf http://meetupblog.meetup.com/post/78413031007/no-doubt-this-has-been-a-tough-weekend-for http://meetupblog.meetup.com/post/78413031007/no-doubt-this-has-been-a-tough-weekend-for"  
[X Link](https://x.com/pamelafox/status/440541175464726528)  2014-03-03T17:36Z 24.1K followers, [--] engagements


"No jQuery workshop is complete without a Ryan Gosling meme. http://t.co/RYYVHICBL8"  
[X Link](https://x.com/pamelafox/status/451905077083521024)  2014-04-04T02:12Z 25K followers, [--] engagements


"Ooo a card playing Wave gadget. No sense of private cards but so much potential. Press 'p' [--] peek and 'f' to flip. http://bit.ly/QpGbO"  
[X Link](https://x.com/pamelafox/status/4545576571)  2009-10-02T04:47Z 24.9K followers, [--] engagements


"Using the wrong "this" in JS programs can result in weird shit. Sometimes that weird shit is oddly beautiful. http://t.co/w7v5Q8vY4U http://imgur.com/p65K1nw http://imgur.com/p65K1nw"  
[X Link](https://x.com/pamelafox/status/458395385254645760)  2014-04-22T00:02Z 24.1K followers, [--] engagements


"Props to @cyberneticlove for her work in rewriting the @gdisf Backbone slides now w/ [--] Jasmine-tested exercises http://t.co/oW0rJnmuDh http://www.teaching-materials.org/backbone/#/1 http://www.teaching-materials.org/backbone/#/1"  
[X Link](https://x.com/pamelafox/status/460826839842562048)  2014-04-28T17:04Z 24.4K followers, [--] engagements


"Snapchat has a new "swipe right to chat" feature. Sadly I still suck at the left/right thing so I just spent [--] mins swiping left. Sigh"  
[X Link](https://x.com/pamelafox/status/462725380420276224)  2014-05-03T22:48Z 24.1K followers, [--] engagements


"And now I'm waiting [--] minutes for a password reset email. It shouldn't take that long for an email system to send an email. RantRantRant"  
[X Link](https://x.com/pamelafox/status/472795519278780416)  2014-05-31T17:43Z 24.1K followers, [--] engagements


"So happy that I learnt so many synonyms as a kid. I don't know how else I'd get any of my variables or comments to fit in [--] chars of code"  
[X Link](https://x.com/pamelafox/status/476506945596039168)  2014-06-10T23:31Z 24.1K followers, [--] engagements


"Today I wondered what it must be like to be a man peeing into a cup. Like you wouldn't have to spend [--] minutes strategizing right Crazy"  
[X Link](https://x.com/pamelafox/status/484534855087046657)  2014-07-03T03:11Z 24.1K followers, [--] engagements


"Don't worry parents I started a programming parodies club and we're branching out into cartoon theme songs indie rock live action films"  
[X Link](https://x.com/pamelafox/status/491335893018365952)  2014-07-21T21:36Z 25K followers, [--] engagements


"One person's quest to answer a question I never thought to ask: "Where did the x icon originate in UI design" https://medium.com/solve-for-x/x-to-close-417936dfc0dc https://medium.com/solve-for-x/x-to-close-417936dfc0dc"  
[X Link](https://x.com/pamelafox/status/499432027733508096)  2014-08-13T05:47Z 24.9K followers, [--] engagements


"Playing with the star.me beta. It reminds me of an internal thanking tool we had at Google. Everyone likes to be thanked. :)"  
[X Link](https://x.com/pamelafox/status/50312166640844800)  2011-03-22T21:45Z 25K followers, [--] engagements


"Had to give away quite a few Google shirts when I moved countries (couldn't fit everything).Uploaded pics here: http://bit.ly/dZjbUW"  
[X Link](https://x.com/pamelafox/status/50380262365872128)  2011-03-23T02:16Z 25K followers, [--] engagements


"Dude walked into cafe carrying Infinite Jest Probabalistic Graphical Models and Norvig's Artificial Intelligence. In one hand. // Drools"  
[X Link](https://x.com/pamelafox/status/506545864504901632)  2014-09-01T20:55Z 25K followers, [--] engagements


"I once went through a stage where I walked barefoot around SF. After reading this I'm thinking uh never again. http://t.co/nQCqZr01W4 http://www.thebolditalic.com/articles/5845-a-guide-to-sfs-shittiest-streets http://www.thebolditalic.com/articles/5845-a-guide-to-sfs-shittiest-streets"  
[X Link](https://x.com/pamelafox/status/518440161223671808)  2014-10-04T16:39Z 24.1K followers, [--] engagements


"The Virgin seat picker is actually written with semantic HTML not an image map. (And I spot some Angular) I wuv it. http://t.co/AxzJ5RZu9W"  
[X Link](https://x.com/pamelafox/status/518451102807629824)  2014-10-04T17:22Z 25K followers, [--] engagements


""syntax": a word that I know so well that I forget that others don't. http://t.co/KTCaRpLj4Y"  
[X Link](https://x.com/pamelafox/status/530780947398938624)  2014-11-07T17:56Z 24.1K followers, [--] engagements


"In which case please tell me that before I quickly type my password in plain view and giant letters (good call on that)"  
[X Link](https://x.com/pamelafox/status/536610790871416832)  2014-11-23T20:02Z 24.1K followers, [--] engagements


"A-ha So that's how credit cards work. There goes my magic theory. http://t.co/ryK3AhTlax https://www.khanacademy.org/economics-finance-domain/core-finance/interest-tutorial/credit-card-interest/v/institutional-roles-in-issuing-and-processing-credit-cards https://www.khanacademy.org/economics-finance-domain/core-finance/interest-tutorial/credit-card-interest/v/institutional-roles-in-issuing-and-processing-credit-cards"  
[X Link](https://x.com/pamelafox/status/556318090011480064)  2015-01-17T05:12Z 25K followers, [--] engagements


"#JSDay would be a sweet excuse for a trip to Italy: http://bit.ly/fngqb2 (Same time as I/O though so I won't be going)"  
[X Link](https://x.com/pamelafox/status/60870833500995584)  2011-04-21T01:01Z 25K followers, [--] engagements


"So much beauty in the Generative Art contest. Can't wait to see them displayed at @jQuerySF http://t.co/H1ynvYEc6F https://www.khanacademy.org/computer-programming/contest-generative-art/6223097608929280 https://www.khanacademy.org/computer-programming/contest-generative-art/6223097608929280"  
[X Link](https://x.com/pamelafox/status/611630597652398083)  2015-06-18T20:24Z 25K followers, [--] engagements


"Edward reminded us about the incompleteness theorem the mixed theories of particles/waves and challenged if robots can ever be "whole""  
[X Link](https://x.com/pamelafox/status/616280973202866176)  2015-07-01T16:23Z 24.9K followers, [--] engagements


"Yay we finally announced the Nexus One. I've been using it and I love it. (And I am *not* a lover of phones). http://bit.ly/6xYLUN"  
[X Link](https://x.com/pamelafox/status/7414669830)  2010-01-05T20:41Z 25K followers, [--] engagements


"does github have a formal way to put repos up for adoption or is standard protocol to make an issue about it"  
[X Link](https://x.com/pamelafox/status/755491726685372416)  2016-07-19T19:57Z 24.9K followers, [--] engagements


"Off to bike to Sausalito today. If you see us on the Golden Gate bridge wave hi. But don't distract us too much I don't want to fall off"  
[X Link](https://x.com/pamelafox/status/82849197136674816)  2011-06-20T16:36Z 25K followers, [--] engagements


"Document Clustering w/Python: .tried that as a quick way to grok free text user replies. Results are fun at least http://brandonrose.org/clustering http://brandonrose.org/clustering"  
[X Link](https://x.com/pamelafox/status/902769590341599232)  2017-08-30T05:46Z 25K followers, [--] engagements

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