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This is literally the simplest way you can improve your LLM-based application. It takes 2 lines of code to integrate Lilypad, and you'll get full observability into everything your app is doing: • Automatic traces • Costs • Tokens consumed • Metadata On top of that, you can annotate... show more

Santiago

410,154 subscribers

42,170 次观看 • 1 年前 •via X (Twitter)

科学技术教育

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11 条评论

Santiago 的头像

Santiago1 年前

To try the application, you can go to Documentation is here: It's pretty simple. It took me about 15 minutes of reading to figure out everything I needed to do.

Netwrix 的头像

Netwrix3 年前

Get your hands on this free Powershell ebook and take the first step towards automating your daily tasks! Learn the basics, common administrative tasks, and scheduling scripts with ease. May the PowerShell be with you!

Farhan 的头像

Farhan1 年前

Honestly this should be default for anyone working with LLMs.

verrsane 的头像

verrsane1 年前

Honestly the best way to to evaluate and test your LLM app, plus impeccable design and feel

Ariel 𝕏 的头像

Ariel 𝕏1 年前

Bookmarked. This might come handy soon.

luckenco 的头像

luckenco1 年前

mirascope saved my ass far to many times

Skylar Payne 的头像

Skylar Payne1 年前

I really appreciate how this can be used across AI and non AI code.

Shawn Chauhan 的头像

Shawn Chauhan1 年前

Appreciate the tip, observability is a game changer

Avon | AE 的头像

Avon | AE1 年前

Crazy how much time we spend tweaking prompts, but fly blind when it comes to what's actually happening under the hood. Lilypad feels like the missing dashboard for LLM devs

Luca Baggi 的头像

Luca Baggi1 年前

mirascope and lilypad are so well designed

nico escudero 的头像

nico escudero1 年前

Does it differ greatly from @helicone_ai ?

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How to enable full observability and automatic analytics for your LLM-based application. It takes one library + one line of code, and you get a ton of information for free. This is a no-brainer.

How to enable full observability and automatic analytics for your LLM-based application. It takes one library + one line of code, and you get a ton of information for free. This is a no-brainer.

Santiago

17,506 次观看 • 2 个月前

Building with AI gets easier every day. Here is an open-source library that makes integrating AI into an application extremely easy: Star the repository! This library alone can make React the best front-end framework out there! There are a bunch of cool things I like about CopilotKit. Here are 3 of them: 1. It allows you to take any -powered agent and bring it into your application. (This is a brand-new feature!) 2. You can build an AI-powered chatbot in your application. The chatbot will have access to your context and can act on the application. 3. You can build a RAG workflow to process and answer questions from a real-time knowledge base. I recorded a video to show you how simple it is to make some of this happen. A few lines of code, and you are in business. Here is a link to the sample application: CopilotKit is open-source. You can self-host it. You can use it with any LLM. Thanks to the team for showing me their tool and collaborating with me on this post!

Santiago

108,824 次观看 • 2 年前

Don't talk directly to a model. You can make your application 10x more flexible by simply adding one intermediate layer between your code and the model. This is the simplest trick you can use to improve the architecture of whatever you are building.

Don't talk directly to a model. You can make your application 10x more flexible by simply adding one intermediate layer between your code and the model. This is the simplest trick you can use to improve the architecture of whatever you are building.

Santiago

88,884 次观看 • 3 个月前

“At all costs means you will do anything within the rules to get the win. You have to convince your players that this is what it takes and this is the cost. The cost is you better get your ass in the best shape of your life. The only way to do that is you’ve got to work,” Pat Riley 🎥 ESPN

“At all costs means you will do anything within the rules to get the win. You have to convince your players that this is what it takes and this is the cost. The cost is you better get your ass in the best shape of your life. The only way to do that is you’ve got to work,” Pat Riley 🎥 ESPN

The Winning Difference

86,859 次观看 • 2 年前

All you greyhound exporters this is on YOU!!! You'll happily send your dogs to countries with zero animal welfare laws all for a few notes in your back pocket. This chained up greyhound is desperate to get out of the blistering sun and all his owner can do is record.

All you greyhound exporters this is on YOU!!! You'll happily send your dogs to countries with zero animal welfare laws all for a few notes in your back pocket. This chained up greyhound is desperate to get out of the blistering sun and all his owner can do is record.

CAGED NationWide

182,522 次观看 • 26 天前

Minatokens is a no-code launchpad that makes creating and managing custom tokens easy. Launch and trade your tokens in just a few clicks on Mina Protocol with You can also integrate MinaToken into your apps—visit to get started!

Minatokens is a no-code launchpad that makes creating and managing custom tokens easy. Launch and trade your tokens in just a few clicks on Mina Protocol with You can also integrate MinaToken into your apps—visit to get started!

Ibrahim Onuche Umar

21,352 次观看 • 1 年前

Make your UEFN island idea a reality 🫵 Cycle 2 of the 2025 Epic MegaGrants is still open, check out these tips on how you can make your application stand out. Remember to get your submissions in before September 22 and check out more details here:

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Fortnite Developers

35,555 次观看 • 10 个月前

The new live translator model is really outstanding - it can translate synchronously without getting confused. This video is just my screen recording with no editing. I built a little chrome extension that can hook into a YouTube video and translate it automatically live to lots of different languages - I love this. Link to github below, you'll need to add your own API key to it.

The new live translator model is really outstanding - it can translate synchronously without getting confused. This video is just my screen recording with no editing. I built a little chrome extension that can hook into a YouTube video and translate it automatically live to lots of different languages - I love this. Link to github below, you'll need to add your own API key to it.

Peter Gostev

82,087 次观看 • 2 个月前

Let me show you how easy it is to implement smart routing in your LLM-based projects. Smart routing will select the best model based on the difficulty of the request. This is honestly one of the easiest things you could do to make your app 10x better.

Let me show you how easy it is to implement smart routing in your LLM-based projects. Smart routing will select the best model based on the difficulty of the request. This is honestly one of the easiest things you could do to make your app 10x better.

Santiago

35,814 次观看 • 3 个月前

This is huge for production applications! Literally every developer has to deal with server errors they can't reproduce, and it doesn't matter how many logs they have. You don't have to be "every developer" anymore. Look into Hud's Runtime Code Sensor. Hud is one of my collaborators, and their code sensor is a game-changer for production applications. Watch the video I'm attaching here. For those of you who'd prefer a TL;DR; Hud captures how code behaves in production and puts those insights in context right in your IDE. This is really cool! You can see on top of every function data about how it works in production: • How long does it take to run? • How many times has the function failed? • Are the number of failures going up or down? All of this information is accessible to Cursor, Copilot, or WindSurf via an MCP server. That means that you can use the IDE to act on these issues! The way Hud works: • They provide a lightweight SDK • It takes one line to configure • All insights are right in your code • No dashboard necessary The best part: Their free plan includes ALL features they offer, so you can actually try it out properly and see how it fits your workflow. No paywall, no trial. Here is the link: Logging everything is great, but getting production insights right next to the code is definitely next-level!

This is huge for production applications! Literally every developer has to deal with server errors they can't reproduce, and it doesn't matter how many logs they have. You don't have to be "every developer" anymore. Look into Hud's Runtime Code Sensor. Hud is one of my collaborators, and their code sensor is a game-changer for production applications. Watch the video I'm attaching here. For those of you who'd prefer a TL;DR; Hud captures how code behaves in production and puts those insights in context right in your IDE. This is really cool! You can see on top of every function data about how it works in production: • How long does it take to run? • How many times has the function failed? • Are the number of failures going up or down? All of this information is accessible to Cursor, Copilot, or WindSurf via an MCP server. That means that you can use the IDE to act on these issues! The way Hud works: • They provide a lightweight SDK • It takes one line to configure • All insights are right in your code • No dashboard necessary The best part: Their free plan includes ALL features they offer, so you can actually try it out properly and see how it fits your workflow. No paywall, no trial. Here is the link: Logging everything is great, but getting production insights right next to the code is definitely next-level!

Santiago

28,515 次观看 • 1 年前

PhD Students – How to automatically identify 90% of the issues in your research paper before you submit it to a journal? This is possible through manual or automated paper review. First, let’s understand the following. 𝐖𝐡𝐚𝐭 𝐢𝐬 𝐚 𝐩𝐚𝐩𝐞𝐫 𝐫𝐞𝐯𝐢𝐞𝐰? Paper review is a process in which subject matter experts evaluate your paper based on the following criteria: 1. Significance – Is this research important? 2. Novelty – Is this research new? 3. Methodology – Is this research carried out in the correct way? 4. Verifiability – Can other researchers verify this research? 5. Presentation – Is the research presented in the right way? 𝐖𝐡𝐲 𝐭𝐨 𝐡𝐚𝐯𝐞 𝐲𝐨𝐮𝐫 𝐩𝐚𝐩𝐞𝐫 𝐫𝐞𝐯𝐢𝐞𝐰𝐞𝐝 𝐛𝐞𝐟𝐨𝐫𝐞 𝐬𝐮𝐛𝐦𝐢𝐬𝐬𝐢𝐨𝐧? ➟ Identify the critical issues in your paper ➟ Fix those issues to increase the chances of your paper acceptance 𝐇𝐨𝐰 𝐭𝐨 𝐚𝐮𝐭𝐨𝐦𝐚𝐭𝐞 “𝐬𝐞𝐥𝐟-𝐫𝐞𝐯𝐢𝐞𝐰” 𝐨𝐟 𝐲𝐨𝐮𝐫 𝐩𝐚𝐩𝐞𝐫? Paperpal just launched an amazing feature – AI Review. Using this feature, you can get instant self-feedback. This feature will help you in the following ways. ➝ Check for gaps in your logic ➝ Get feedback on the structure and flow of your writing ➝ Review your research questions ➝ Identify opportunities to strengthen your paper ➝ Increase the chances of your paper acceptance Here is a step-by-step process for using AI Review feature. Step 1: Go to and login. Step 2: Open an existing document or make a new document Step 3: Go to the right-side bar and click on checks | AI Review. Step 4: For this feature to work there should be more than 150 words. Step 5: Copy and paste your paper. Step 6: Now go to the right side and check the prompts Step 7: With these prompts, you will evaluate your paper. Step 8: You will find various prompts e.g., suggest writing feedback, check flow and structure etc. Step 9: You can select a prompt from the existing prompts or write your custom prompt and execute Step 10: Paperpal will generate feedback as per the prompt. Step 11: Read through the feedback and save it for further use. Use other specific prompts for tailored feedback. Step 12: This way you can evaluate various aspects of your paper yourself. This is a very customized and efficient way of automatically reviewing your paper. You can also go one step further to work on the feedback and improve your paper based on suggestions. Please note that AI Review feature does not replace human or expert reviewers in any way. This feature only aims to provide you with quick self-feedback. Try the AI Review feature of Paperpal. Paperpal link:

PhD Students – How to automatically identify 90% of the issues in your research paper before you submit it to a journal? This is possible through manual or automated paper review. First, let’s understand the following. 𝐖𝐡𝐚𝐭 𝐢𝐬 𝐚 𝐩𝐚𝐩𝐞𝐫 𝐫𝐞𝐯𝐢𝐞𝐰? Paper review is a process in which subject matter experts evaluate your paper based on the following criteria: 1. Significance – Is this research important? 2. Novelty – Is this research new? 3. Methodology – Is this research carried out in the correct way? 4. Verifiability – Can other researchers verify this research? 5. Presentation – Is the research presented in the right way? 𝐖𝐡𝐲 𝐭𝐨 𝐡𝐚𝐯𝐞 𝐲𝐨𝐮𝐫 𝐩𝐚𝐩𝐞𝐫 𝐫𝐞𝐯𝐢𝐞𝐰𝐞𝐝 𝐛𝐞𝐟𝐨𝐫𝐞 𝐬𝐮𝐛𝐦𝐢𝐬𝐬𝐢𝐨𝐧? ➟ Identify the critical issues in your paper ➟ Fix those issues to increase the chances of your paper acceptance 𝐇𝐨𝐰 𝐭𝐨 𝐚𝐮𝐭𝐨𝐦𝐚𝐭𝐞 “𝐬𝐞𝐥𝐟-𝐫𝐞𝐯𝐢𝐞𝐰” 𝐨𝐟 𝐲𝐨𝐮𝐫 𝐩𝐚𝐩𝐞𝐫? Paperpal just launched an amazing feature – AI Review. Using this feature, you can get instant self-feedback. This feature will help you in the following ways. ➝ Check for gaps in your logic ➝ Get feedback on the structure and flow of your writing ➝ Review your research questions ➝ Identify opportunities to strengthen your paper ➝ Increase the chances of your paper acceptance Here is a step-by-step process for using AI Review feature. Step 1: Go to and login. Step 2: Open an existing document or make a new document Step 3: Go to the right-side bar and click on checks | AI Review. Step 4: For this feature to work there should be more than 150 words. Step 5: Copy and paste your paper. Step 6: Now go to the right side and check the prompts Step 7: With these prompts, you will evaluate your paper. Step 8: You will find various prompts e.g., suggest writing feedback, check flow and structure etc. Step 9: You can select a prompt from the existing prompts or write your custom prompt and execute Step 10: Paperpal will generate feedback as per the prompt. Step 11: Read through the feedback and save it for further use. Use other specific prompts for tailored feedback. Step 12: This way you can evaluate various aspects of your paper yourself. This is a very customized and efficient way of automatically reviewing your paper. You can also go one step further to work on the feedback and improve your paper based on suggestions. Please note that AI Review feature does not replace human or expert reviewers in any way. This feature only aims to provide you with quick self-feedback. Try the AI Review feature of Paperpal. Paperpal link:

Faheem Ullah

15,270 次观看 • 1 年前

Here is a quick demo of pasting the GitHub code snippets on my note app ✨ You can quickly paste code snippets from GitHub links to your Markdown notes😎

Here is a quick demo of pasting the GitHub code snippets on my note app ✨ You can quickly paste code snippets from GitHub links to your Markdown notes😎

Takuya 🐾 devaslife

38,034 次观看 • 7 个月前

The strength of your grip is one of the clearest signs of how long, and how well, you'll live. In some studies, a better predictor than your blood pressure. This is a suitcase hold. Pick up anything heavy, hold it on one side, and stand dead straight. Don't lean, don't tip. It's testing two things at once. Your grip, and your core fighting to stop you folding toward the weight. That core strength is what saves your back when you carry things in real life. No machine, no setup. You can do it anywhere. So how long can you hold it?

The strength of your grip is one of the clearest signs of how long, and how well, you'll live. In some studies, a better predictor than your blood pressure. This is a suitcase hold. Pick up anything heavy, hold it on one side, and stand dead straight. Don't lean, don't tip. It's testing two things at once. Your grip, and your core fighting to stop you folding toward the weight. That core strength is what saves your back when you carry things in real life. No machine, no setup. You can do it anywhere. So how long can you hold it?

Dr Neha Chawla || FreeGym

15,555 次观看 • 1 个月前

If you make your mind like a plain mirror, you see everything just the way it is. If you successfully do this, then slowly, you can transform your mind into a magnifying lens where you see things that others cannot see. This is the journey of enhancing perception. #SadhguruWisdom

If you make your mind like a plain mirror, you see everything just the way it is. If you successfully do this, then slowly, you can transform your mind into a magnifying lens where you see things that others cannot see. This is the journey of enhancing perception. #SadhguruWisdom

Sadhguru

32,802 次观看 • 1 年前

This is huge! This fixes the universal problem with conversational agents: hallucinations! Every company that builds customer-facing agents struggles to align them with business rules and make them consistent. If you solve this, you'll become a hero overnight. Check out Parlant, a free, open-source library taking off on GitHub. This is why it's big: 1. You have 10x more control over what your conversation agent says 2. You control how it conducts conversations 3. You control the service protocols and rules it follows 4. You control what it can and can't say Here is how Parlant's engine works behind the scenes as soon as your agent receives a question from a customer: 1. It loads the necessary domain terminology 2. It finds the relevant guidelines to answer the question 3. It invokes your tools to gather any relevant information 4. It implements self-critique to craft/evaluate its response iteratively All of this makes it very hard for an agent to hallucinate. Here is the GitHub repository: And here is a paper showing the prompt engineering method Parlant uses behind the scenes (4.8% more accurate than Chain of Thought!):

This is huge! This fixes the universal problem with conversational agents: hallucinations! Every company that builds customer-facing agents struggles to align them with business rules and make them consistent. If you solve this, you'll become a hero overnight. Check out Parlant, a free, open-source library taking off on GitHub. This is why it's big: 1. You have 10x more control over what your conversation agent says 2. You control how it conducts conversations 3. You control the service protocols and rules it follows 4. You control what it can and can't say Here is how Parlant's engine works behind the scenes as soon as your agent receives a question from a customer: 1. It loads the necessary domain terminology 2. It finds the relevant guidelines to answer the question 3. It invokes your tools to gather any relevant information 4. It implements self-critique to craft/evaluate its response iteratively All of this makes it very hard for an agent to hallucinate. Here is the GitHub repository: And here is a paper showing the prompt engineering method Parlant uses behind the scenes (4.8% more accurate than Chain of Thought!):

Santiago

93,080 次观看 • 1 年前

This is a pretty wild model! You can use it to turn an image into a 3D object with texture. The quality is out of this world! I'm not even a designer, and I've been using this nonstop for the last 2 hours. The model is Hunyuan 3D 2.1. It's open source. You'll find model weights, training/inference code, data pipelines, and architecture on their repository. You can even fine-tune it if you want! GitHub Repository: By the way, the model runs on consumer-grade GPUs. You don't need a datacenter for this! I've been using the model from the HuggingFace demo page: To use it, go to the link and upload an image. That's it! Check out the video I recorded for a couple of examples.

This is a pretty wild model! You can use it to turn an image into a 3D object with texture. The quality is out of this world! I'm not even a designer, and I've been using this nonstop for the last 2 hours. The model is Hunyuan 3D 2.1. It's open source. You'll find model weights, training/inference code, data pipelines, and architecture on their repository. You can even fine-tune it if you want! GitHub Repository: By the way, the model runs on consumer-grade GPUs. You don't need a datacenter for this! I've been using the model from the HuggingFace demo page: To use it, go to the link and upload an image. That's it! Check out the video I recorded for a couple of examples.

Santiago

44,783 次观看 • 1 年前

I introduced to you renew Hope application app download it on your phone and get updates of every development. The president is doing every day on your phone. I will be launching it very soon for you to download it. Share this video.

I introduced to you renew Hope application app download it on your phone and get updates of every development. The president is doing every day on your phone. I will be launching it very soon for you to download it. Share this video.

Cartoon Boytv

15,698 次观看 • 10 个月前

the internet is the most lucrative opportunity we've ever seen you can go from working a 9-5, to changing the trajectory of your life forever if you can utilize the internet to your advantage but most of the content and creators we're fed is completely useless slop and drama that is preventing you from reaching your goals this is how I view the internet, and how I was able to turn it into a full time career

the internet is the most lucrative opportunity we've ever seen you can go from working a 9-5, to changing the trajectory of your life forever if you can utilize the internet to your advantage but most of the content and creators we're fed is completely useless slop and drama that is preventing you from reaching your goals this is how I view the internet, and how I was able to turn it into a full time career

AshRobin 🐶

46,524 次观看 • 6 个月前

I am all for strange things that you can implement into your daily life that have positive health benefits. This is a nice one that tests your balance and proprioception as your head moves through different angles and planes of movement while you are travelling through space. It looks simple, but you will soon feel that walking is not the same as when your head is in place, as it normally is. Another one is to move your eyes in different directions, opposite to where your head is moving, and still maintain a semblance of balance. Start slow and feel your way into this.

I am all for strange things that you can implement into your daily life that have positive health benefits. This is a nice one that tests your balance and proprioception as your head moves through different angles and planes of movement while you are travelling through space. It looks simple, but you will soon feel that walking is not the same as when your head is in place, as it normally is. Another one is to move your eyes in different directions, opposite to where your head is moving, and still maintain a semblance of balance. Start slow and feel your way into this.

⚡️🌞 Sol Brah 🌞🐬

10,868 次观看 • 6 天前

a quality TV costs R5500+ . This is R730. You can install your football apps and watch for free on top of that

a quality TV costs R5500+ . This is R730. You can install your football apps and watch for free on top of that

𝐇𝐀𝐁𝐈𝐋𝐄

157,180 次观看 • 1 个月前