Emily Ekdahl @emekdahl
AI/LLM Ops Engineer linkedin.com/in/emilyekdahl/ Chicago, IL Joined October 2012-
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In an AI world, it’s easy to avoid effort. That’s why students need teachers more—to push them toward the hard things now that shape who they become later. #Education #AI #TeachingMatters #FutureOfLearning
Can #GPT5 actually do taxes? We ran it on @ColumnTax’s TaxCalcBench. Full return: 30.4% strict ✅ | 53.4% lenient 🤔 Line items: 80.6% strict | 85.4% lenient 📊 Line accuracy is strong. Whole-return accuracy? Not IRS-ready yet. github.com/column-tax/tax… #taxCalcBench #AI #tax
The most useful bit of my system prompt is this If I provide any feedback on how to improve something, suggest improvements to my prompt that I can make to avoid similar mistakes in the future. Put any prompt improvement suggestions in separate <prompt-improvement> tags.
Can't say enough good things about the AI evals course run by @sh_reya and @HamelHusain! It is informed by real production work across dozens of clients. The opportunities and challenges resonate with my experience evaluating & deploying production AI products.
2023 vs. 2024 2023: Vector search is all you need 2024: Evaluate vector/hybrid search against BM25 baseline 2023: „Look, this prompt works!“ 2024: Prompt optimization with DSPy 2023: … 2024: Evals with AI-as-a-judge We‘ve come a long way, but we’re still so early.
Getting employees to work hard and deliver really isn't a matter of mandating work-from-office and long hours. It's a matter of incentives and ownership. People do their best when they work on interesting problems, in a self-directed manner, and get rewarded for success. This…
Insecure leaders ridicule others. Secure leaders laugh at themselves. The ability to make fun of yourself opens the door to candor. It’s a mark of humility and a catalyst for learning. Great leaders take their work seriously, but they don't take themselves too seriously.
I worked this demo and found it super helpful in understanding multi-agent architecture. Especially liked the concierge and the continuation agent; I thought they made the experience more fluid for the end user. Thanks, @seldo !
I worked this demo and found it super helpful in understanding multi-agent architecture. Especially liked the concierge and the continuation agent; I thought they made the experience more fluid for the end user. Thanks, @seldo !
What‘s the difference between similarity search and re-ranking? Both return a list of sorted items. Similarity search: • retrieves a specified amount of objects from the entire database • based on their proximity in vector space • simple and light-weight algorithm • fast at…
One of the most interesting advances in explainability I’ve seen lately!
One of the most interesting advances in explainability I’ve seen lately!
It is both exhilarating and humbling to see the pace of change in AI and how quickly hard problems become solved problems!
It is both exhilarating and humbling to see the pace of change in AI and how quickly hard problems become solved problems!
Simone Biles taught a valuable lesson at the Olympics: Overcoming adversity takes time. Resilience is not about how quickly you bounce back—it’s about how fully you recover. You can’t judge people’s strength when they fall. Their fortitude is visible when they rise again.
Multi-agent collaboration has emerged as a key AI agentic design pattern. Given a complex task like writing software, a multi-agent approach would break down the task into subtasks to be executed by different roles -- such as a software engineer, product manager, designer, QA…
The ratio of information gems / minute during @jerryjliu0 's @mlopscommunity talk about Production RAG Pain Points and Solutions was exhilarating! What a great talk!
How enterprises are using open source LLMs: 16 examples. Many use Llama-2: Brave, Wells Fargo, IBM, The Grammy Awards, Perplexity, Shopify, LyRise, Niantic.... Quote: “A lot of customer are asking themselves: Wait a second, why am I paying for super large model that knows very…
In times of tragedy, don't mistake inaction for apathy. It's often the result of empathy. Empathic distress is feeling helpless in the face of suffering. It drains us until we're numb. You never know whose pain others are carrying. They may need compassion more than you…
Today we’re launching a repo that lets you setup a production ETL pipeline for your RAG/LLM app 💫 Index thousands of documents in seconds ⚡️ (and orders of magnitude faster than running on your laptop). It’s a full architecture which bundles LlamaIndex with other popular…
One of the best explainers I’ve seen of advanced RAG techniques, complete with illustrations. pub.towardsai.net/advanced-rag-t…

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