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Article URL: https://github.com/amlweems/xzbot

Comments URL: https://news.ycombinator.com/item?id=39895344

Points: 2

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Article URL: https://www.reuters.com/business/aerospace-defense/panel-says-faa-should-end-mandate-pilots-disclose-talk-therapy-sessions-2024-04-01/

Comments URL: https://news.ycombinator.com/item?id=39895332

Points: 2

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Article URL: https://thenextweb.com/news/1-5m-uk-jobs-now-at-risk-ai-report

Comments URL: https://news.ycombinator.com/item?id=39895323

Points: 1

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Article URL: https://mortenvistisen.com/posts/top-level-internal-is-unnecessary

Comments URL: https://news.ycombinator.com/item?id=39894756

Points: 1

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Article URL: https://en.wikipedia.org/wiki/April_Fools%27_Day_Request_for_Comments

Comments URL: https://news.ycombinator.com/item?id=39894748

Points: 1

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Article URL: https://pubmed.ncbi.nlm.nih.gov/17064655/

Comments URL: https://news.ycombinator.com/item?id=39894721

Points: 1

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Article URL: https://launchdarkly.com/blog/blue-green-deployments-a-definition-and-introductory/

Comments URL: https://news.ycombinator.com/item?id=39894713

Points: 1

# Comments: 0

Unfortunately, Large Language Models will not consistently follow the instructions that you give them. This is a massive problem when you are building AI systems that require a particular type of output from the previous step to feed into the next one! For example, imagine you are building a blog post writing system that first takes a question and retrieved context to output a list of topics. These topics have to be formatted in a particular way, such as a comma-separated list or a JSON of Topic objects, such that the system can continue writing the blog post! I am SUPER excited to share the 4th video in my DSPy series, diving into 3 solutions to structuring outputs in DSPy programs: (1) TypedPredictors, (2) DSPy Assertions, and (3) Custom Guardrails with the DSPy programming model! TypedPredictors follow the line of thinking around JSON mode and using Pydantic BaseModels to interface types and custom objects into a JSON template for LLMs. The output can then be validated to provide a more structured retry prompt to correct the output structure! DSPy Assertions are one of the core building blocks of DSPy, offering an interface to input a boolean-valued function and a retry prompt which is templated alongside the past output to retry the call to the LLM! Custom Guardrails with the DSPy Programming Model are one of the things I love the most about DSPy — we have unlimited flexibility to control these systems however we want. The video will also show you how to write custom guardrails and retry Signatures and discussion around using TypedPredictors for your Custom Guardrails and potentially feeding your Custom Guardrails into a DSPy Assertion. I had so much fun exploring this topic! Further seeing how well OpenAI’s GPT-4 and GPT-3.5-Turbo, Cohere’s Command R, and Mistral 7B hosted with Ollama perform with each Structured Output strategy! I also found monitoring structured output retries to be another fantastic application of Arize Phoenix! I hope you find the video useful! Video: https://www.youtube.com/watch?v=tVw3CwrN5-8 If interested, all the code examples for this DSPy series can be found here! - https://github.com/weaviate/recipes

Comments URL: https://news.ycombinator.com/item?id=39894707

Points: 1

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Article URL: https://www.thecollector.com/what-was-the-hanseatic-league/

Comments URL: https://news.ycombinator.com/item?id=39894704

Points: 1

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Article URL: https://www.universetoday.com/159133/to-fight-climate-change-we-could-block-the-sun-a-lightweight-solar-sail-could-make-it-feasible/

Comments URL: https://news.ycombinator.com/item?id=39894688

Points: 1

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Article URL: https://devguide.calconnect.org/

Comments URL: https://news.ycombinator.com/item?id=39894682

Points: 1

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Article URL: https://www.nytimes.com/2024/03/31/magazine/spotify-matt-farley.html

Comments URL: https://news.ycombinator.com/item?id=39894681

Points: 1

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Article URL: https://arxiv.org/abs/2403.18802

Comments URL: https://news.ycombinator.com/item?id=39894677

Points: 1

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Article URL: https://www.thestack.technology/battle-of-the-redis-forks-begins/

Comments URL: https://news.ycombinator.com/item?id=39894669

Points: 2

# Comments: 0

Article URL: https://arxiv.org/abs/2403.19675

Comments URL: https://news.ycombinator.com/item?id=39894662

Points: 1

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Article URL: https://www.economist.com/finance-and-economics/2024/03/27/how-india-could-become-an-asian-tiger

Comments URL: https://news.ycombinator.com/item?id=39894661

Points: 2

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Article URL: https://www.schneier.com/blog/archives/2024/03/ross-anderson.html

Comments URL: https://news.ycombinator.com/item?id=39894645

Points: 1

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Article URL: https://www.bbc.co.uk/news/world-us-canada-68706317

Comments URL: https://news.ycombinator.com/item?id=39894638

Points: 3

# Comments: 1

Article URL: https://www.youtube.com/watch?v=fnUc_W3xE1w

Comments URL: https://news.ycombinator.com/item?id=39894637

Points: 1

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Article URL: https://socialtrendanalysis.com/blog/choosing-between-organic-content-and-ads

Comments URL: https://news.ycombinator.com/item?id=39894633

Points: 1

# Comments: 1