#  @ysu_ChatData Yongrui Su Yongrui Su posts on X about ai, in the, open ai, key the most. They currently have [-----] followers and [---] posts still getting attention that total [-----] engagements in the last [--] hours. ### Engagements: [-----] [#](/creator/twitter::1725301877917765632/interactions)  - [--] Week [------] +85% - [--] Month [------] +92,356% - [--] Months [------] +9,424% - [--] Year [------] -97% ### Mentions: [--] [#](/creator/twitter::1725301877917765632/posts_active)  - [--] Week [---] +119% - [--] Month [---] +12,200% - [--] Months [---] +929% - [--] Year [---] +155% ### Followers: [-----] [#](/creator/twitter::1725301877917765632/followers)  - [--] Week [-----] +1.60% - [--] Month [-----] +23% - [--] Months [-----] +195% - [--] Year [-----] +214% ### CreatorRank: [-------] [#](/creator/twitter::1725301877917765632/influencer_rank)  ### Social Influence **Social category influence** [technology brands](/list/technology-brands) [social networks](/list/social-networks) [finance](/list/finance) [stocks](/list/stocks) [cryptocurrencies](/list/cryptocurrencies) [celebrities](/list/celebrities) [events](/list/events) [automotive brands](/list/automotive-brands) [exchanges](/list/exchanges) [travel destinations](/list/travel-destinations) **Social topic influence** [ai](/topic/ai), [in the](/topic/in-the), [open ai](/topic/open-ai), [key](/topic/key) #2070, [model](/topic/model) #2579, [if you](/topic/if-you), [this is](/topic/this-is), [realtime](/topic/realtime), [to the](/topic/to-the), [the new](/topic/the-new) **Top accounts mentioned or mentioned by** [@illyism](/creator/undefined) [@9hills](/creator/undefined) [@openclaw](/creator/undefined) [@langchain](/creator/undefined) [@bluebird0605](/creator/undefined) [@guangyingyuan](/creator/undefined) [@ysuchatdata](/creator/undefined) [@scobleizer](/creator/undefined) [@salesforce](/creator/undefined) [@naval](/creator/undefined) [@producthunt](/creator/undefined) [@philkellr](/creator/undefined) [@openaidevs](/creator/undefined) [@ryancarson](/creator/undefined) [@drcintas](/creator/undefined) [@datachaz](/creator/undefined) [@rajivayyangar](/creator/undefined) [@ubereats](/creator/undefined) [@robertshaw](/creator/undefined) [@clerk](/creator/undefined) **Top assets mentioned** [Shopify Inc (SHOP)](/topic/$shop) ### Top Social Posts Top posts by engagements in the last [--] hours "I ordered [--] boxes of Popeyes wings from Uber eats through UberEat. But I only got delivered [--] box of wings . What happened to the rest of wings @UberEats" [X Link](https://x.com/anyuser/status/1761888646737867162) 2024-02-25T22:59Z [----] followers, [---] engagements "@Uber_Support I DMed you the email and phone number" [X Link](https://x.com/ysu_ChatData/status/1761891792948219999) 2024-02-25T23:11Z [--] followers, [--] engagements "Here is the reason why you should not use Supabase when building a startup project: [--]. Startup project really don't need to scale the database. You just have to rent a VPS with 500GB harddrive. Then you can allocate 400GB DB for your mongodb or postgres. This way is much cheaper. With supabase you have to pay at least $58/month simply for those database storage. [--]. Authentication. There are lots of better and free replacement for Supabase. For example Passportjs+Mongodb you can built whaever authentication in your local VPS server. You don't have to worry remote API calls latency and data" [X Link](https://x.com/anyuser/status/1763989845377224827) 2024-03-02T18:08Z [----] followers, [---] engagements "Nowadays lots of Hypes are in the features of the AI application. Instead more attention should be on the safe side specifically privacy and data safety. In the medical AI we noticed lots of our competitors are breaking the HIPAA compliance rule. But because there are so much hypes both the company and the customers pay little attention to protecting their data" [X Link](https://x.com/ysu_ChatData/status/1764035620757025002) 2024-03-02T21:10Z [--] followers, [--] engagements "Lots of people asked me What's the selling point of because the either Gemi or ChatGPT can answer the medical questions as well. Well that's true but that's not everything. There are lots of things we get your covered but those competiors don't. [--]. Accuracy: We have achieved 98.1% (637/649) on the USMLE sample test. We also have achieved 97.8% (1245/1273) accuracy on the MedQA sample test. You can review this detailed report( ) for the full evaluation process. The evaluation procedure is also open sourced in this GitHub repository ( ). Anyone can reproduce the evaluation procedure. 2." [X Link](https://x.com/anyuser/status/1764361793202475478) 2024-03-03T18:46Z [----] followers, 19.2K engagements "@illyism @philkellr what software is this screenshot" [X Link](https://x.com/anyuser/status/1765076567615848928) 2024-03-05T18:07Z [----] followers, [---] engagements "OpenAI's Assistant API now features streaming capabilities. Maximize your Assistant API's potential by deploying it across multiple platformsyour website Discord Slack and WhatsAppin just [--] minutes with minimal code. We've open-sourced the code how to integrate your Assistant API with all the the four platforms with only a few lines of code within [--] mins. Explore our GitHub repository to fully leverage your Assistant API: #GitHub #openai #assitantapi #Chatbots https://github.com/chat-data-llc/ai-assistant-chat-data-integration" [X Link](https://x.com/anyuser/status/1769241993665040704) 2024-03-17T05:58Z [----] followers, 30.6K engagements "I want to test how quickly people are able to consume OpenAI credits. Therefore I am giving away authentic Tier [--] OpenAI API keys for free. Here's how it works: [--]. Reply to and repost this tweet. I will provide you with an authentic OpenAI API key at Tier [--] by DM. [--]. You agree that you can only use the key for yourself. I will share the progress of consumption every day on Twitter. 📊 [--]. The competition ends in [--] weeks. Here's where it starts: I've allocated $1000 of OpenAI credits for this competition. You can use all those Tier3 models with the API key. Currently $7 has been consumed. Let's" [X Link](https://x.com/ysu_ChatData/status/1774119461009895540) 2024-03-30T17:00Z [---] followers, [---] engagements "I want to test how quickly people are able to consume OpenAI credits. Therefore I am giving away authentic Tier [--] OpenAI API keys for free. Here's how it works: [--]. Reply to and repost this tweet. I will provide you with an authentic OpenAI API key at Tier [--] by DM. [--]. You agree that you can only use the key for yourself. I will share the progress of consumption every day on Twitter. 📊 [--]. The competition ends in [--] weeks. [--]. Please DM me that you reposted it. I will DM back with the API key. ( it's quite hard for me to track who reposted) Here's where it starts: I've allocated $1000 of OpenAI" [X Link](https://x.com/anyuser/status/1774126917714903126) 2024-03-30T17:29Z [----] followers, 26.3K engagements "😱 After sharing the API key with [--] users we burned $738.78 in a single day 😵 Only $254 quota left to spend. The campaign seems like it will end ealier. Please save some quota for those who really need the credits 💸 #AI I want to test how quickly people are able to consume OpenAI credits. Therefore I am giving away authentic Tier [--] OpenAI API keys for free. Here's how it works: [--]. Reply to and repost this tweet. I will provide you with an authentic OpenAI API key at Tier [--] by DM. [--]. You https://t.co/aWXvJbqsur I want to test how quickly people are able to consume OpenAI credits. Therefore" [X Link](https://x.com/anyuser/status/1774495970862260298) 2024-03-31T17:56Z [----] followers, [---] engagements "This really blows my mind. Within just [--] hours more than $800 OpenAI credits are consumed. It seems that GPT-4-Turbo is the most popular model that people love if pricing is not a consideration. 🚀💙 #AI #GPT4Turbo https://t.co/PpBNOseSmH It seems that GPT-4-Turbo is the most popular model that people love if pricing is not a consideration. 🚀💙 #AI #GPT4Turbo https://t.co/PpBNOseSmH" [X Link](https://x.com/anyuser/status/1774527768048623748) 2024-03-31T20:02Z [----] followers, [---] engagements "So there are the new rules for the 2nd OpenAI credit usage competition which will happen 4/16-4/30. 📝 Competition Rules: [--] Share your project plans model details and estimated token usage like the example in the discord channel. [--] Keep your API key to yourself. No sharing [--] Report back on your project outcomes. 💰 Max $30 consumption per project. Competition ends on April 30th or when the allocation of $1000 OpenAI credits are consumed. 🚀 Share your progress and support each other 📈 @ysu_ChatData will update daily on API key consumption. 🌐 Repost this and join our Discord channel. 🛡" [X Link](https://x.com/anyuser/status/1774925903736545743) 2024-04-01T22:24Z [----] followers, [----] engagements "I will give out the OpenAI key on 4/16 to the projects in the discord channel" [X Link](https://x.com/anyuser/status/1774935921340948586) 2024-04-01T23:04Z [----] followers, [---] engagements "@robert_shaw @clerk @WorkOS @supabase @HeyKinde Mongodb+passport. Free easy to use and open sourced" [X Link](https://x.com/anyuser/status/1780252376655688077) 2024-04-16T15:10Z [----] followers, [---] engagements "The consumption of the API speed is much lower if we have serious projects to work on. Currently we have [--] projects using the $1000 OpenAI credits pool. It took [--] days to only consume $63. In the 1st openAI consumption it took only [--] day for [--] projects to consume $1000 OpenAI credits. There are still [--] days left to consume the rest of the $937 OpenAI credits. Participate in the event if you are interested. I have just distributed [--] free OpenAI keys to sponsor [--] projects in the Discord server by Private message. Please remind me if I missed your project. https://t.co/8aaqUXJxLP I have just" [X Link](https://x.com/anyuser/status/1782870354417115211) 2024-04-23T20:33Z [----] followers, [---] engagements "Don't trust all those table extractor products. I tried lots of table extracting tools and none can parse all tables from all tables. Even if they claimed that their PDF parsers can parse some tables from some PDFs it's because the tables have clear borders or is properly structured in the PDFs. However in real situation not all PDFs are well structured. That's the reason why parsing tables from PDFs is so difficult. Let me show you three examples of how @Azure 's Document Intelligence layout model can fail at parsing some of the difficult tables even if they claimed that this product has" [X Link](https://x.com/anyuser/status/1788650194512625794) 2024-05-09T19:20Z [----] followers, [---] engagements "You can create a personalized medical ai assistant with almost no node at Check our design flow to see how nested ai chatbot can help you create a AI medical assistant that remember patients' medical history and create a personalized response based on the medical history. Chat Data cannot see the patient information if you do want us to. https://chat-data.com https://chat-data.com" [X Link](https://x.com/anyuser/status/1789062873781858605) 2024-05-10T22:40Z [----] followers, [---] engagements "Chat Data cannot see the patient information if you do NOT want us to. The chat logs history is owned by the client. For example the client can rent a HIPAA compliant storage with Azure and opt out Chat Data from saving the chat history and we will deliver the chat history at real time to your storage via webhooks" [X Link](https://x.com/ysu_ChatData/status/1789068021539160511) 2024-05-10T23:00Z [---] followers, [--] engagements "When OpenAI reduces our costs we will pass 100% of the savings on to our users. With GPT-4o available at we offer our users the choice to switch to the gpt-4o model at half the price of the gpt-4-turbo as well. https://chat-data.com https://chat-data.com" [X Link](https://x.com/ysu_ChatData/status/1790484491246748013) 2024-05-14T20:49Z [---] followers, [---] engagements "Picture this: you want to utilize our medical-chat-human model because you lack the time to build a scientific medical knowledge base. You also want to train the chatbot using your company's information to help it learn how to introduce your company. You aim to merge these two chatbots into a single entity that can handle both types of queries. This is where the nested chatbot shines. With the nested chatbot the primary chatbot can pass queries it cannot handle to a more expertly trained chatbot which then handles the query and passes the response back to the user. Thus from the end user's" [X Link](https://x.com/anyuser/status/1792778056257634497) 2024-05-21T04:42Z [----] followers, [---] engagements "OpenAI assitant API" [X Link](https://x.com/ysu_ChatData/status/1795939036923679007) 2024-05-29T22:03Z [---] followers, [--] engagements "Here we use the OpenAI assistant API Math tutor example ) to create a math tutor. In the website link ( ) you can input your personal information for example "My lucky number is 889837" Then you asked the math tutor "What is double of my lucky number" The chatbot will reply # Defining the lucky number lucky_number = [------] # Calculating the double of the lucky number double_lucky_number = lucky_number * [--] double_lucky_number The double of your lucky number [------] is [-------]. It means that you can directly pass the personal information of your customer to your open AI assitant API to create a" [X Link](https://x.com/ysu_ChatData/status/1839495409959686144) 2024-09-27T02:40Z [---] followers, [---] engagements "🚀 Realtime Audio Interaction powered by @OpenAI's realtime API is now live at 🎉 In just minutes you can build a realtime interactive chatbot using your own knowledge base. 🧠💬 📱 Check out the video below to see it in action on my iPhone 📽✨ @OpenAIDevs @OpenAI http://chat-data.com http://chat-data.com http://chat-data.com http://chat-data.com" [X Link](https://x.com/ysu_ChatData/status/1846067867063930991) 2024-10-15T05:57Z [---] followers, [--] engagements "🚀 Realtime Audio Interaction powered by @OpenAI's realtime API is now live at 🎉 In just minutes you can build a realtime interactive chatbot using your own knowledge base. 🧠💬 📱 Check out the video below to see it in action on a website 📽✨ It also works greatly on my iphone. However the iphone recording cannot record audio. So I only put the desktop version here. @OpenAIDevs @OpenAI http://chat-data.com http://chat-data.com http://chat-data.com http://chat-data.com" [X Link](https://x.com/ysu_ChatData/status/1846078050662051871) 2024-10-15T06:38Z [---] followers, 15.5K engagements "@usb_type_d @flikQ @sulco @stackblitz The thing is that plain htmls are not workable even for frontend engineers not to mention the backend engineers. The backend engineers has to hire a frontend engineer to rewrite it to a workable solution anyway" [X Link](https://x.com/ysu_ChatData/status/1849253009999724632) 2024-10-24T00:54Z [---] followers, [---] engagements "Share the progress with product hunt launch. Steady and upwards We need more support if you can: https://www.producthunt.com/posts/chat-data-2-0-with-realtime-voice-rag Chat Data [---] is launched on Product Hunt ( https://t.co/j8Hg7BPfg2 ). We need your support. With Chat Data [---] we features a lot: Realtime Voice-to-Voice Chat 🎙: Chat directly using your own knowledge base in real time. Demo: https://t.co/bZyVEhlVk2 Live Chat Escalation 💬: https://www.producthunt.com/posts/chat-data-2-0-with-realtime-voice-rag Chat Data [---] is launched on Product Hunt ( https://t.co/j8Hg7BPfg2 ). We need" [X Link](https://x.com/ysu_ChatData/status/1851443547150696844) 2024-10-30T01:58Z [---] followers, [---] engagements "@lewisbuildsai Diddy is so smart because he is rich" [X Link](https://x.com/ysu_ChatData/status/1855126615883497478) 2024-11-09T05:53Z [---] followers, [--] engagements "@AIML4Health @Scobleizer @sama @scientistBob @EdwardDixon3 Skepticism is healthy 🤔💡 #OpenAI #Innovation" [X Link](https://x.com/ysu_ChatData/status/1866606968586244237) 2024-12-10T22:12Z [---] followers, [--] engagements "@upland_guide @UplandMe Pay those dues fam 💸🛍 #Metaventure #UplandMe" [X Link](https://x.com/ysu_ChatData/status/1867409257425256597) 2024-12-13T03:20Z [---] followers, [--] engagements "@DeSjaakDesign @ShortTraderJoe @UpxLand @UplandMe FOMO level: MAX 😩✨ #MissedOut" [X Link](https://x.com/ysu_ChatData/status/1871138181548323285) 2024-12-23T10:18Z [---] followers, [--] engagements "@tink_ina Ego death Nah ladies need strength 💪✨ #GirlPower" [X Link](https://x.com/ysu_ChatData/status/1875308446289203251) 2025-01-03T22:29Z [---] followers, [--] engagements "🌟 We created a [----] CES bot 🤖 that can answer any questions about the ongoing CES event in Las Vegas 🎰. Whether you have basic questions as a newcomer or want to connect with the most relevant exhibitors 🤝 our bot has you covered ✅ 👇 The link to the bot is below" [X Link](https://x.com/ysu_ChatData/status/1876485191600083032) 2025-01-07T04:25Z [---] followers, [---] engagements "@heypearlai Great summary We created a [----] CES AI bot designed to help you quickly find the most interesting exhibitors at the show. https://www.chat-data.com/chatbot-iframe/67480c6411adce4d4ee043c7 https://www.chat-data.com/chatbot-iframe/67480c6411adce4d4ee043c7" [X Link](https://x.com/ysu_ChatData/status/1876489719800111468) 2025-01-07T04:43Z [---] followers, [----] engagements "@zoopyloops Psyop level: expert 😂🕵♂ #MindGames" [X Link](https://x.com/ysu_ChatData/status/1876812980383261058) 2025-01-08T02:07Z [---] followers, [---] engagements "@oldfshndanne Stay safe out there 😷💪 #HealthFirst" [X Link](https://x.com/ysu_ChatData/status/1876923312510562698) 2025-01-08T09:26Z [---] followers, [--] engagements "Over the last two days at the [----] CES our CES AI Chatbot Assistant has answered [---] questions about the event so far. Curious about the types of questions people are asking We've shared analytics on the topics people have inquired about. You can view a summary of the questions asked at CES here: #CES #LasVegas https://www.chat-data.com/analytics/eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJjaGF0Ym90SWQiOiI2NzQ4MGM2NDExYWRjZTRkNGVlMDQzYzciLCJpYXQiOjE3MzYzNjcwNjF9.id4ChgDds739xnxEvT1srN1nc7M25ecZuEbPswJM9Fg" [X Link](https://x.com/ysu_ChatData/status/1877085923537727595) 2025-01-08T20:12Z [---] followers, [--] engagements "The CES chatbot can be accessed here: https://www.chat-data.com/chatbot-iframe/67480c6411adce4d4ee043c7 https://www.chat-data.com/chatbot-iframe/67480c6411adce4d4ee043c7" [X Link](https://x.com/ysu_ChatData/status/1877086118618734757) 2025-01-08T20:12Z [---] followers, [--] engagements "@technology @ILoveBooks786 VinFast is on the move 🚗💨 #EVRevolution" [X Link](https://x.com/ysu_ChatData/status/1882901176943038706) 2025-01-24T21:19Z [---] followers, [--] engagements "@Rothmus @RmckRk Chill it's not a popularity contest 😂 #JustSaying" [X Link](https://x.com/ysu_ChatData/status/1887324656736362944) 2025-02-06T02:17Z [---] followers, [----] engagements "Were excited to introduce Customize Voices Now your chatbot can respond using your chosen voice when engaging across WhatsApp Messenger Instagram Slack Discord and your website chatbot widget" [X Link](https://x.com/ysu_ChatData/status/1901537600193921357) 2025-03-17T07:34Z [---] followers, [--] engagements "@OwenGregorian Fascinating approach As a Chat Data user I've seen how AI can streamline info searches. Alibaba's cost-cutting method could revolutionize training. Wonder how this might enhance chatbot efficiency and personalization across platforms" [X Link](https://x.com/ysu_ChatData/status/1921415483565486118) 2025-05-11T04:02Z [---] followers, [--] engagements "@chat4PT Exciting I've been using Chat Data for my AI agents and it's been a game-changer. The customization options and multi-modal interactions really elevate the streaming experience. Hope others find it as helpful" [X Link](https://x.com/ysu_ChatData/status/1932494893483782646) 2025-06-10T17:47Z [---] followers, [--] engagements "@nfprompt Wow Chatbot v2 sounds impressive I've been using Chat Data for my AI needs and it's been a game-changer. Love how it lets me customize and integrate easily. Curious how v2 compares in terms of real-time updates and multi-modal interactions" [X Link](https://x.com/ysu_ChatData/status/1932857291809960193) 2025-06-11T17:47Z [---] followers, [--] engagements "@Firebase This tool sounds amazing As a user of Chat Data I love how it streamlines AI interactions while maintaining security. It's like having a reliable ally for projects Excited to see how MCP Server enhances communication too" [X Link](https://x.com/ysu_ChatData/status/1935756429304250479) 2025-06-19T17:47Z [---] followers, [--] engagements "@rohanpaul_ai Interesting distinction Using Chat Data I've seen how AI can be both reactive and proactive. It's fascinating to explore the nuances between agents and agentic AI in real-world applications" [X Link](https://x.com/ysu_ChatData/status/1936118821875761208) 2025-06-20T17:47Z [---] followers, [--] engagements "@gdsc_mmdu Totally agree AI agents are game-changers. I've been using Chat Data for my workflow and it's been amazing. It learns adapts and even handles appointments. Hoping it can boost your productivity too" [X Link](https://x.com/ysu_ChatData/status/1936481201768038522) 2025-06-21T17:47Z [---] followers, [--] engagements "@nirvana_io Proactive AI risk management is game-changing I've seen similar benefits using Chat Data for predictive analytics. It's helped me spot trends early and adjust strategies before issues arise. Anyone else using AI for forward-looking risk assessment" [X Link](https://x.com/ysu_ChatData/status/1937930806103884091) 2025-06-25T17:48Z [---] followers, [--] engagements "@hloddik Totally agree Custom solutions are key. I've been using Chat Data for similar AI integrations. Its flexible tools and deep prompting rules have been game-changers for my projects. Love seeing demos like this they inspire new ideas for leveraging AI in unexpected ways" [X Link](https://x.com/ysu_ChatData/status/1938690042727408121) 2025-06-27T20:04Z [---] followers, [--] engagements "@itsfiras1 Been there done that with Stripe headaches Recently switched to Chat Data for my chatbot project. It handles Stripe integration smoothly saving me from webhook nightmares. Hoping it helps other devs ship faster too" [X Link](https://x.com/ysu_ChatData/status/1939742771377807549) 2025-06-30T17:48Z [---] followers, [--] engagements "@only_office AI's really changing the game I've had similar experiences with Chat Data for streamlining interactions. It's amazing how these tools can boost productivity across different areas. Hope more people discover how AI can simplify their work life too" [X Link](https://x.com/ysu_ChatData/status/1940831154070069546) 2025-07-03T17:53Z [---] followers, [--] engagements "@decubate @M_ebi68 @GG3_xyz Fascinating AI-powered engagement is revolutionizing digital communities. As a Chat Data user I've seen firsthand how customizable AI can enhance interactions. It's exciting to see more platforms exploring this space. Hope GG3 brings similar benefits to Web3 communities" [X Link](https://x.com/ysu_ChatData/status/1941918795834196409) 2025-07-06T17:54Z [---] followers, [--] engagements "@decubate @wkkwkwk007 @GG3_xyz Fascinating As a Chat Data user I've seen how AI can revolutionize digital engagement. It's exciting to see similar innovations in Web3 communities. AI-powered interactions could really enhance user experiences and build stronger connections in decentralized spaces" [X Link](https://x.com/ysu_ChatData/status/1942279832370569400) 2025-07-07T17:49Z [---] followers, [--] engagements "@GwomAlex0 @Vick310296Vick @Filecoin @FilFoundation @FilecoinTLDR @FilecoinCDN Decentralized storage is crucial for AI. I've been using Chat Data for our AI chatbots and it's amazing how seamlessly it handles data integration. Hope more solutions like this emerge to support AI growth" [X Link](https://x.com/ysu_ChatData/status/1943004954194788402) 2025-07-09T17:50Z [---] followers, [--] engagements "@_Rabiuabdullahi @OpenledgerHQ @cookiedotfun Totally agree AI accountability is crucial. I've been using Chat Data for similar reasons - it lets us create chatbots that credit sources and maintain transparency. It's great to see tools empowering responsible AI use in our community" [X Link](https://x.com/ysu_ChatData/status/1943005550964543739) 2025-07-09T17:53Z [---] followers, [--] engagements "@CryptotradeKD AI in trading is fascinating I've been using Chat Data for custom chatbots and it's been a game-changer for automating processes. Curious how Vocal AI's voice activation compares to text-based systems for portfolio management. Any insights on its performance" [X Link](https://x.com/ysu_ChatData/status/1944092363309355042) 2025-07-12T17:51Z [---] followers, [--] engagements "@eren12_1 @MitosisOrg @Yarm_AI Excited about Yarm's launch From my experience Chat Datas real-time AI chatbots boost engagement and make interactions more personal. Hope Yarm can create that kind of community connection too" [X Link](https://x.com/ysu_ChatData/status/1944092952672059498) 2025-07-12T17:54Z [---] followers, [--] engagements "@Dawn_Scribe Real-time chat is a game-changer I use Chat Data for engaging my audience and love how it seamlessly transitions to live agents when needed. It really helps make interactions more natural and effective. Hope others try it" [X Link](https://x.com/ysu_ChatData/status/1944453909428555988) 2025-07-13T17:48Z [---] followers, [--] engagements "@fajpeg_ Impressive work I've been using Chat Data for similar projects. It's great at context retrieval too giving meaningful answers without hallucinations. Love seeing innovative chatbot solutions like yours. How's the response time with your setup" [X Link](https://x.com/ysu_ChatData/status/1944454824495661231) 2025-07-13T17:52Z [---] followers, [--] engagements "@salesforce Fascinating Ive used Chat Data for AI chatbots and found its real-time data updates and customization helpful. Agentforces low-code approach and guardrails seem promisinghope they can offer similar flexibility and trust" [X Link](https://x.com/ysu_ChatData/status/1947946457027514498) 2025-07-23T09:06Z [---] followers, [--] engagements "@JulienImbert Totally agree AI planning is a game-changer. I've been using Chat Data for task management - it's like having a smart assistant that thinks ahead. Makes work flow so much smoother and more engaging. Hope others find similar tools to boost their productivity" [X Link](https://x.com/ysu_ChatData/status/1948308831320326193) 2025-07-24T09:06Z [---] followers, [--] engagements "Just launched: Connect WhatsApp to AI in [--] seconds 🚀 No Business API. No complex setup. Just scan a QR code. Perfect for: Freelancers Small businesses Consultants Anyone tired of repetitive WhatsApp messages Watch how it works #WhatsApp #AI #Automation #SmallBusiness" [X Link](https://x.com/ysu_ChatData/status/1948848507278029261) 2025-07-25T20:51Z [---] followers, [--] engagements "@the_dhakshu_ Chatbots are game-changers I've seen response times plummet using Chat Data. It's not just about speed though - the AI really gets customer needs. Curious how Dante AI compares in handling complex queries" [X Link](https://x.com/ysu_ChatData/status/1950120803930165495) 2025-07-29T09:06Z [---] followers, [--] engagements "@MorgenHatton Wow GameStop's future sounds epic Reminds me of how Chat Data transformed my customer interactions. It's like having a digital playground for engagement. Hope more businesses discover tools like this to create immersive experiences. The tech-culture fusion is where it's at" [X Link](https://x.com/ysu_ChatData/status/1950845017381335088) 2025-07-31T09:04Z [---] followers, [--] engagements "@heypearlai Fascinating course As a data enthusiast I've found tools like Chat Data invaluable for applying ML concepts. It's great for creating custom chatbots and practicing real-world data applications. Anyone else using AI platforms to enhance their learning" [X Link](https://x.com/ysu_ChatData/status/1954666791244018101) 2025-08-10T22:10Z [---] followers, [--] engagements "@shamimai1 Fascinating concept As a Chat Data user I've seen how AI can streamline tasks. While different both platforms seem to offer unique solutions for automation and efficiency. Curious to see how MuleRun's approach evolves the AI landscape" [X Link](https://x.com/ysu_ChatData/status/1957928303421186358) 2025-08-19T22:10Z [---] followers, [--] engagements "@AIwithGhotai Fascinating concept I've been using Chat Data for AI chatbots and it's amazing how versatile these tools are becoming. Imagine combining Chat Data's real-time updates with MuleRun's task execution - could revolutionize customer service and workflow automation" [X Link](https://x.com/ysu_ChatData/status/1957928595554500667) 2025-08-19T22:12Z [---] followers, [--] engagements "@kimmonismus Fascinating As a Chat Data user I've seen how AI adapts to personal tastes. It's exciting to think GPT-6 might take this even further. Imagine chatbots that truly get you The future of AI interaction looks promising" [X Link](https://x.com/ysu_ChatData/status/1958290158929002500) 2025-08-20T22:08Z [---] followers, [--] engagements "@marcoswick11 @playAInetwork Exciting integration I've been using Chat Data for AI chatbots and it's been a game-changer for real-time updates. Wonder how Play AI x ChainGPT compares in handling live data streams and user interactions" [X Link](https://x.com/ysu_ChatData/status/1958652548837253431) 2025-08-21T22:08Z [---] followers, [--] engagements "@IDCMEA @qlik @IDC Spot on AI's true power lies in seamless integration. Found this with Chat Data. It's not just a chatbotit collaborates across our systems enhancing daily ops. Feels like a smart co-pilot always ready with insights. Anyone else experiencing AI as a true partner" [X Link](https://x.com/ysu_ChatData/status/1968869819551465954) 2025-09-19T02:48Z [---] followers, [--] engagements "@The_AI_Investor Wild to think 🚀 Space data centers with endless solar power. When I scaled AI for my business Chat Data's real-time updates really helped handle the load. Exciting times for AI growth" [X Link](https://x.com/ysu_ChatData/status/1977401901307306055) 2025-10-12T15:52Z [---] followers, [--] engagements "@Iba01k This is wild reminds me of using Chat Data to spin up multimodal agents from our docs and live DBs for WhatsApp. Saves tons of prototyping headaches. Curious what edge cases you hit" [X Link](https://x.com/ysu_ChatData/status/1977410112475324462) 2025-10-12T16:24Z [---] followers, [--] engagements "@abhinavkuru Love thiswhite-labeled AI studios are game-changing. We used Chat Data to spin up branded chatbots with our own models live-data feeds and SSO billing. Happy to share setup tips" [X Link](https://x.com/ysu_ChatData/status/1977417305417257395) 2025-10-12T16:53Z [---] followers, [--] engagements "@Blessing_dy Love thisvoice notes make UX sooo smoother. We used Chat Data to add real-time voice transcription and routing on WhatsAppworks great for quick follow-ups. What latency are you seeing" [X Link](https://x.com/ysu_ChatData/status/1977419170569765059) 2025-10-12T17:00Z [---] followers, [--] engagements "@paperstreet Ouchthat's brutal. We moved to Chat Data chatbots on our sitelive updates instant lead capture and seamless AIhuman escalation so breaking-news outages dont hand competitors hours of leads. Want details" [X Link](https://x.com/ysu_ChatData/status/1977424588889026590) 2025-10-12T17:22Z [---] followers, [--] engagements "@MidSuffolk This is so importantour shelter partnered with Chat Data to build a 24/7 advice bot trained on local housing rules. It helps triage calls and share rights info instantly. Helpful" [X Link](https://x.com/ysu_ChatData/status/1977426383761821954) 2025-10-12T17:29Z [---] followers, [--] engagements "@VicZatDXC @DrSteveTaylor Totally been stuck in triage limbo. Our clinic switched to Chat Data's HIPAA-compliant chatbot that books via Calendly and escalates to clinicians honestly cut wait times. Ask your GP" [X Link](https://x.com/ysu_ChatData/status/1977439008306483488) 2025-10-12T18:19Z [---] followers, [--] engagements "@VSHWANindia Love thisWhatsApp automation is a game-changer. We used Chat Data to train custom AI agents on our listings capture leads and auto-schedule viewingsreduced follow-up time. Want a quick setup tip" [X Link](https://x.com/ysu_ChatData/status/1977449803698294812) 2025-10-12T19:02Z [---] followers, [--] engagements "@grok @_globalimpact @VividProwess Powerful point 24/7 support is crucial. We used Chat Data to build HIPAA-compliant anonymous chat agents trained on custom resources with live handoff to clinicians. Happy to share implementation tips" [X Link](https://x.com/ysu_ChatData/status/1977456981649887459) 2025-10-12T19:30Z [---] followers, [--] engagements "@VicZatDXC @DrSteveTaylor Sameour urgent care started using Chat Data and the Calendly integration plus live escalation actually smoothed triage. HIPAA-compliant was a must. If anyone wants details on setup happy to share" [X Link](https://x.com/ysu_ChatData/status/1977774156344430748) 2025-10-13T16:31Z [---] followers, [--] engagements "@JulianGoldieSEO Totally predictability wins. We built agents with Chat Data using our own models and live updates; control over workflows made behavior reliable. DM me if you want a quick setup tip" [X Link](https://x.com/ysu_ChatData/status/1977786769732182269) 2025-10-13T17:21Z [---] followers, [--] engagements "@kingop0007 @hmk933 @GoKiteAI Huge moment for agentic AI teams need flexible tooling. We've used Chat Data to train domain-specific agents with live data and easy white-labeling for clients. Curious which use cases you're excited about" [X Link](https://x.com/ysu_ChatData/status/1977792193655099742) 2025-10-13T17:42Z [---] followers, [--] engagements "@_leonardomarta Love this If I were you I'd add automatic order/status fetch + live agent handoff. We use Chat Data to plug into Shopify/WooCommerce and real-time analytics really boosted our CSATthoughts" [X Link](https://x.com/ysu_ChatData/status/1977799427575497196) 2025-10-13T18:11Z [---] followers, [--] engagements "@DinhtienSol @HeyElsaAI Love thisintent-first agents are the future. We used Chat Data to train voice-enabled cross-chain bots with real-time updates and live handoffkept control of data and UI huge win. Thoughts" [X Link](https://x.com/ysu_ChatData/status/1977813875249787010) 2025-10-13T19:09Z [---] followers, [--] engagements "@buildwitbrandon Love the OwnershipService vibe. We built Chat Data to match thattrue whitelabel chatbots BYO models/data and live updates so teams keep control. Curious which tool from their [--] stands out" [X Link](https://x.com/ysu_ChatData/status/1978184754177683761) 2025-10-14T19:42Z [---] followers, [--] engagements "@hello_saas @s_chiriac Love thisgreat timing. If you want DMs that scale I used Chat Data to train custom chatbots with our own prompts and live updates so replies stay personal. Wanna see a demo" [X Link](https://x.com/ysu_ChatData/status/1978494910467915876) 2025-10-15T16:15Z [---] followers, [--] engagements "@dan_247 So glad this exists if you ever wanted a 24/7 triage option we used Chat Data to build a HIPAA-compliant bot that schedules calls and shares local resources. Happy to help" [X Link](https://x.com/ysu_ChatData/status/1978503594627498376) 2025-10-15T16:49Z [---] followers, [--] engagements "@The_DailyAi Love thisselling via ChatGPT will change commerce. If merchants want custom bots we used Chat Data to train agents on product catalogs push live updates capture leads and whitelabel them. Trying it" [X Link](https://x.com/ysu_ChatData/status/1978525467977384393) 2025-10-15T18:16Z [---] followers, [--] engagements "@salesforce ExcitingAgentforce [---] sounds powerful. We used Chat Data to train multimodal agents with our own data and white-label them for clients; live updates and voice handoff made demos actually sell. Anyone tried it" [X Link](https://x.com/ysu_ChatData/status/1978875540913475848) 2025-10-16T17:27Z [---] followers, [--] engagements "@salesforce Totally voice shouldn't feel like IVR. We use Chat Data to add real-time voice smooth AIhuman handoffs and live-data-trained agents so calls feel human and actually resolve issues. Curious" [X Link](https://x.com/ysu_ChatData/status/1978886411454714248) 2025-10-16T18:11Z [---] followers, [--] engagements "@betashop @Juan_A_Lleo @moxie_xyz That's pretty cool 🚀💰 #CreatorCoins" [X Link](https://x.com/ysu_ChatData/status/1877970520647594160) 2025-01-11T06:47Z [---] followers, [--] engagements "@TinyAutomations @n8n_io @pushcut_app @airtable Fascinating setup I've been exploring automation too and recently integrated Chat Data with n8n for my knowledge system. It's been a game-changer for streamlining workflows and enhancing AI interactions. Curious how you're handling data processing in your setup" [X Link](https://x.com/ysu_ChatData/status/1950483830793732223) 2025-07-30T09:09Z [---] followers, [--] engagements "I am overwhelmed by this amazing video generated by Sora2 about Chat Data. I just gave it one sentence to describe and it gives me this video. Comment below for Sora2 invite code and I will DM you #sora2invitecode https://www.chat-data.com https://www.chat-data.com" [X Link](https://x.com/ysu_ChatData/status/1973548562677203096) 2025-10-02T00:40Z [---] followers, [---] engagements "@aerbabe_service Love Aerbabe instant bookings are life-savers. A few salons I work with use Chat Data chatbots to handle bookings live updates and in-chat scheduling zero wait super smooth. Try it" [X Link](https://x.com/ysu_ChatData/status/1977442613985939775) 2025-10-12T18:33Z [---] followers, [--] engagements "@BitBlitz @HeyElsaAI Love voice-first DeFi discovery reminds me of building conversational agents with Chat Data. We trained custom voice bots on our docs get live protocol updates and smooth AIhuman handoffs. Which protocols" [X Link](https://x.com/ysu_ChatData/status/1977783165159903356) 2025-10-13T17:07Z [---] followers, [--] engagements "@bizamigo_c Totallybilling shouldn't be a fulltime job. We set up a Chat Data bot that pulls invoice PDFs sends polite followups and logs updates to your accounting sheet so payments come in faster. Curious" [X Link](https://x.com/ysu_ChatData/status/1978158992125038897) 2025-10-14T18:00Z [---] followers, [--] engagements "@LKglobal_ Love thisleft it on while I worked I even made a tiny Chat Data bot to remind me when special streams dropsuper easy to customize. Anyone else set up listeners or reminders" [X Link](https://x.com/ysu_ChatData/status/1978857639724671101) 2025-10-16T16:16Z [---] followers, [--] engagements "This is the feature I'm most excited about this year. We built it because too many customers hit the same wall: "Your chatbot is great but can it remember authentication across conversations" Now the answer is yes. And honestly it changes everything. Check our latest launch at : for details very powerful and easy to use. https://www.chat-data.com/changelog/workflow-builder-launch https://www.chat-data.com/changelog/workflow-builder-launch" [X Link](https://x.com/ysu_ChatData/status/1980328895489667263) 2025-10-20T17:42Z [---] followers, [--] engagements "@Theta_Network Exciting vision Tracking AI interactions on blockchain is crucial for trust. I've been exploring similar challenges with Chat Data for chatbot transparency and found real-time validation makes all the difference. Hope TPulse brings that same clarity to the Theta ecosystem" [X Link](https://x.com/ysu_ChatData/status/1991675508971692071) 2025-11-21T01:10Z [---] followers, [---] engagements "@itswilly31 @genome_protocol This is exactly what Web3 needs The behavioral scoring reminds me of how I've been using Chat Data to track user interactions across different touchpoints. Real-time insights into how users engage can transform retention strategies completely" [X Link](https://x.com/ysu_ChatData/status/1992038530542178485) 2025-11-22T01:12Z [---] followers, [--] engagements "@databricks @Celonis Exciting Combining process intelligence with AI transforms enterprise ops. Chat Data helped us streamline workflows with real-time automation. Hope this partnership brings similar wins to others🚀" [X Link](https://x.com/ysu_ChatData/status/1992763006854570133) 2025-11-24T01:11Z [---] followers, [--] engagements "@Superwall Nice Webhooks are game changers for real-time sync. Been using Chat Data for our chatbot workflows and their webhook integration makes backend automation so smooth. Love seeing more platforms embrace this approach" [X Link](https://x.com/ysu_ChatData/status/1993488483193962592) 2025-11-26T01:14Z [---] followers, [--] engagements "Most "AI automation" tools just spam generic ChatGPT content. Thats why they fail. Real growth happens when you combine Fresh News + Internal Data. I built a logic pipeline (compatible with tools like Supergrow or Taplio) that runs on autopilot: [--]. Scrapes real-time industry news 🌍 [--]. Injects your specific company data 📊 [--]. Writes a highly customized relevance-based post ✍ The result Consistent 100k+ impressions on 5-10% of posts. A "set it and forget it" schedule (2 posts/day). At least 1-2 viral hits per weekcompletely free. I turned this entire logic into a one-page Cheatsheet. For" [X Link](https://x.com/ysu_ChatData/status/1993760735856611475) 2025-11-26T19:16Z [---] followers, [--] engagements "@Aje_Dynamicz True talk Even Chat Data taught me this lesson. Started thinking pure no-code would handle everything but ended up needing custom API work for client integrations. The flexibility to blend both approaches actually made projects way stronger" [X Link](https://x.com/ysu_ChatData/status/1994574957582717405) 2025-11-29T01:11Z [---] followers, [--] engagements "@SMSGatewayIndia Absolutely WhatsApp integration is a game changer. Ive used Chat Data to streamline customer interactions especially with its multi-modal features that go beyond just text. Hope others find it as helpful as I do" [X Link](https://x.com/ysu_ChatData/status/1994575258389782962) 2025-11-29T01:12Z [---] followers, [--] engagements "@SUDHANSHU934 @n8n_io Streaming via webhook is a game changer Using Chat Data Ive connected various UIs effortlessly and its AI tools really boost chatbot responsiveness. Hope others find it as helpful for real-time engagement as I do" [X Link](https://x.com/ysu_ChatData/status/1994937652379095125) 2025-11-30T01:12Z [---] followers, [--] engagements "@RwandaICT @giz_rwanda @cenfri_org @MastercardFdn @certafoundation @RwandaParliamnt @MusoniPaula Great initiative 🎯 Improving government AI literacy is vital. Ive used Chat Data for hands-on AI trainingdebugging features really helped me understand AI better. Hope MPs gain similar valuable insights" [X Link](https://x.com/ysu_ChatData/status/1996386949758947653) 2025-12-04T01:11Z [---] followers, [--] engagements "At weve moved beyond the chat box. Our AI agents now use Generative UI to help your users visualize information in real-time. The AI agent transforms complex data into high-converting visual experiences: 🏨 Interactive Carousels: Show apartment listings or products instantly. 📊 Live Visuals: Turn internet searches into beautiful dynamic charts. ⚡ Web-to-Dashboard: Extract data from any website into a visual-friendly summary. #ChatData #GenerativeUI #AIAgent #SaaS #CustomerExperience #TechInnovation http://www.chat-data.com http://www.chat-data.com http://www.chat-data.com" [X Link](https://x.com/ysu_ChatData/status/2004082675431493775) 2025-12-25T06:51Z [---] followers, [--] engagements "57 features shipped. 3x customer growth. Countless late nights and early mornings. Proud of what the Chat Data team built in [----] and grateful to every customer who trusted us with their workflows. The video recap says it better than I can. Here's to an even bigger [----]. 🚀 📷" [X Link](https://x.com/ysu_ChatData/status/2005098156107894810) 2025-12-28T02:07Z [---] followers, [--] engagements "@akshay_pachaar Open weights are great. Would love clarity on the license context window and reproducible evals like SWE bench Verified plus tool trace reliability. Also any guidance on the best inference stack and expected tokens per second on common GPUs" [X Link](https://x.com/ysu_ChatData/status/2022975313412600259) 2026-02-15T10:04Z [----] followers, [---] engagements "@tolu_EVM @JanTomasekDev @gregosuri That is an impressive price point. What model are you running and what does the monthly bill include GPU time storage and egress Also curious what latency and tokens per second you see for tool calling in a real agent loop" [X Link](https://x.com/ysu_ChatData/status/2023020503091511734) 2026-02-15T13:04Z [----] followers, [---] engagements "@cadeepakgupta_ Congrats but the comment your email thing always feels sketchy on x. i ended up just embedding a chat data bot on the site takes bookings via calendly and can hand off to a human when it gets messy" [X Link](https://x.com/ysu_ChatData/status/2017362389096869989) 2026-01-30T22:20Z [----] followers, [--] engagements "@LucaBorreani @Shopify @ZipchatAI @leteyski @CarloBellati chat datas nice for the after the click stuff bc you can train the bot on your actual policies and plug into your backend for live order updates plus handoff to a human when it gets messy. feels way less copy paste" [X Link](https://x.com/ysu_ChatData/status/2017393087119818878) 2026-01-31T00:22Z [----] followers, [--] engagements "@ericw_ai building a free support bot is cool til it starts making stuff up or cant pull live order status. ive been messing w chat data to hook the agent to real docs plus db updates and hand off to a human when it gets messy" [X Link](https://x.com/ysu_ChatData/status/2017454491952677330) 2026-01-31T04:26Z [----] followers, [--] engagements "@Omotara_aa @Call_Me_Commy building that is messy bc ig and whatsapp need shared context. i used chat data for similar stuff so the bot can pull real answers from the business data then hand off to a human when it gets weird. saved a lot of wait what did they ask moments" [X Link](https://x.com/ysu_ChatData/status/2017725024569004500) 2026-01-31T22:21Z [----] followers, [--] engagements "@HarryStebbings legal ops could be fun. harvey vs spellbook vs ironclad ai. also support bots head to head is messy but interesting been playing with chat data to see who actually routes to a human cleanly vs just loops forever" [X Link](https://x.com/ysu_ChatData/status/2017761012414550463) 2026-02-01T00:44Z [----] followers, [---] engagements "@realroseceline operating leverage in saas is way weaker than the deck math esp once you count sbc. we started using chat data to handle a chunk of where is x / how do i support so headcount didnt have to grow 1:1 with revenue" [X Link](https://x.com/ysu_ChatData/status/2017776362770338114) 2026-02-01T01:45Z [----] followers, [---] engagements "@LoganTGott Appreciate the hustle but the comment PLAYBOOK ill dm stuff always feels like [----] engagement bait. id rather slap a Chat Data bot on my site that answers FAQs from my actual docs and books calls via calendly without the dm circus" [X Link](https://x.com/ysu_ChatData/status/2017853118583869561) 2026-02-01T06:50Z [----] followers, [--] engagements "Fast bots win tickets; careful bots win trust. When a support bot misstates refund policy confidence harm = wrong certainty impact how long it persists. Run a ConfidenceHarm Budget: watch (1) human takeover/edit rate (2) ticket reopens + wrong answer" [X Link](https://x.com/ysu_ChatData/status/2018564431790408144) 2026-02-03T05:57Z [----] followers, [--] engagements "SaaS is dead is a lazy takeaway from the AI wave. AI is killing firstgen SaaS (thin UI + feature checklists) but its boosting SaaS 2.0: products that enforce how companies actually operate. When software can do anything the bottleneck becomes governance: source of truth (docs/policies/pricing) authorization (who can do what) workflow gates (approve/escalate) audit & rollback (trace + undo) Example: AI support. The real risk isnt slow answersits confidently wrong actions at scale. Prompts dont prevent this. Permissioning + workflow gates + audit logs do. AI commoditizes feature SaaS. Winners" [X Link](https://x.com/ysu_ChatData/status/2018578265389330760) 2026-02-03T06:52Z [----] followers, [--] engagements "@aakashgupta Im less convinced model upgrades are the unlock. In CRM the hard part is change management plus source of truth. Agents can draft but unless you fix data capture and handoff reps will still live in email and sheets. We see this daily at Chat Data" [X Link](https://x.com/ysu_ChatData/status/2018613437690261889) 2026-02-03T09:12Z [----] followers, [----] engagements "@ParthGujare_ @tryramp @karimatiyeh This is the right pattern. But the hard part isnt the agent UI its the data contracts and observability. When 80% of workflows depend on it you need traces rollback and clear ownership when the agent makes a bad call" [X Link](https://x.com/ysu_ChatData/status/2018721175682363690) 2026-02-03T16:20Z [---] followers, [----] engagements "@Benioff @Anthropic @SlackHQ @salesforce Slack is a great surface but CRM agents live or die on data quality and clear handoff. If the bot cannot cite the record it used and route edge cases to a human reps stop trusting it fast. We learned this the hard way building Chat Data" [X Link](https://x.com/ysu_ChatData/status/2018721609163718689) 2026-02-03T16:21Z [----] followers, [---] engagements "People debate whether xAI is catching up on raw model quality. The real race is distribution and trust. If the product cannot cite sources handle edge cases and stay safe under load better benchmarks will not matter. The winner makes AI boringly reliable" [X Link](https://x.com/ysu_ChatData/status/2018736710801338518) 2026-02-03T17:21Z [----] followers, [--] engagements "@EvanLuthra This feels like the bridge between agents and the real world. The key is trust: task verification payment rails and strong abuse controls. If those mature MCP style calls can translate directly into outcomes" [X Link](https://x.com/ysu_ChatData/status/2018875831351963993) 2026-02-04T02:34Z [----] followers, [---] engagements "@AlexReibman Cron plus agentic tooling is a killer combo. The moment you can schedule checks and actions next to your codebase it stops being a demo and starts being ops" [X Link](https://x.com/ysu_ChatData/status/2018881997670887622) 2026-02-04T02:59Z [---] followers, [--] engagements "@garrytan Totally. The split I see is feature SaaS vs governance SaaS. Agents make features cheap but companies still pay for permissions audit trails rollbacks and human escalation when the model is uncertain. The product is the control plane around the agent not the chat UI" [X Link](https://x.com/ysu_ChatData/status/2018893068443988388) 2026-02-04T03:43Z [----] followers, [---] engagements "Feels like swarm wins by default because it can explore more hypotheses but only if you solve coordination and truth. Without shared memory evals and a way to reconcile contradictions it just turns into noisy debate. The real moat is the control plane that turns swarm output into decisions you can trust. https://twitter.com/i/web/status/2018896375392682320 https://twitter.com/i/web/status/2018896375392682320" [X Link](https://x.com/ysu_ChatData/status/2018896375392682320) 2026-02-04T03:56Z [----] followers, [--] engagements "SaaS is not dead feature SaaS is getting repriced. If the model can do the work the value shifts to governance: permissions approvals audit trails rollbacks and human escalation. Plugins make the UI less valuable but they make the system of record and control plane more valuable. https://twitter.com/i/web/status/2018896841660621047 https://twitter.com/i/web/status/2018896841660621047" [X Link](https://x.com/ysu_ChatData/status/2018896841660621047) 2026-02-04T03:58Z [----] followers, [----] engagements "@TheRealJunto Agree. The debate is not SaaS vs no SaaS it is UI wrappers vs systems of record and control planes. Even if you can insource code you still want auditability permissions compliance and integrations to the rest of the stack. AI shifts spend it does not delete it" [X Link](https://x.com/ysu_ChatData/status/2018898609572598174) 2026-02-04T04:05Z [----] followers, [--] engagements "@dhh Email-as-interface is a great call. The missing piece is a verifiable audit trail: what changed links to artifacts and a quick diff so humans can spot check. Once the agent can prove what it did the UX layer matters a lot less" [X Link](https://x.com/ysu_ChatData/status/2018916371552489549) 2026-02-04T05:15Z [----] followers, [---] engagements "@foliofed @openclaw This is the unlock: an agent that can operate in real tools then leave a clean paper trail. Links to what it did what it saw and what it changed. The UI can be flexible but trust comes from auditability and easy rollback" [X Link](https://x.com/ysu_ChatData/status/2018924979929399802) 2026-02-04T05:49Z [----] followers, [---] engagements "@samwoods This is a good framing. The best writing assistants do not try to be the author they help you stay in flow. Highlight the next sentence surface alternatives and keep your voice consistent without turning everything into generic AI tone" [X Link](https://x.com/ysu_ChatData/status/2018930371874976221) 2026-02-04T06:11Z [----] followers, [--] engagements "@itamarsharify @PrajwalTomar_ @windsurf The real win for these coding agents is when they leave a clean trail: what files changed what commands ran and why. Without that teams get a faster demo but a harder time trusting and shipping" [X Link](https://x.com/ysu_ChatData/status/2018942547020939607) 2026-02-04T06:59Z [---] followers, [--] engagements "@kwharrison13 The quote survives every drawdown but the underwriting needs to change. AI is turning feature SaaS into a commodity while permissioning approvals audit trails and data quality become the real moat. That is where I would be greedy" [X Link](https://x.com/ysu_ChatData/status/2018957050131452104) 2026-02-04T07:57Z [----] followers, [----] engagements "@DaveShapi Yep. The scary part is not smart answers but agents that can read org data and take actions. If people want a mental model show tool logs permissions boundaries and what fails in the real world. Capability without governance is where it gets overpowered fast" [X Link](https://x.com/ysu_ChatData/status/2019184834950885684) 2026-02-04T23:02Z [---] followers, [--] engagements "@AILeaksAndNews If Sonnet [--] ships I hope the story is boring reliability: fewer tool failures clearer rate limits and better long context retrieval. Benchmarks are fun but developer UX is the real test" [X Link](https://x.com/ysu_ChatData/status/2019185296290771382) 2026-02-04T23:04Z [---] followers, [---] engagements "The scary part is the gap between capability and org readiness. Hiring preparedness and post AGI econ talent is a good signal but it also hints the internal models are already beyond what most teams have deployment muscle memory for. Better evals and tighter launch gating will matter as much as raw capability. https://twitter.com/i/web/status/2019218604189970791 https://twitter.com/i/web/status/2019218604189970791" [X Link](https://x.com/ysu_ChatData/status/2019218604189970791) 2026-02-05T01:16Z [---] followers, [--] engagements "@VraserX Yep. Frontier capex probably forces some mix of ads bundling or distribution deals not just subscriptions. The real question is whether they can do it with strong privacy defaults and clear opt outs instead of surveillance style targeting" [X Link](https://x.com/ysu_ChatData/status/2019245213622104558) 2026-02-05T03:02Z [---] followers, [---] engagements "@thisguyknowsai Local is a big trust win. The question is the permission model: can it sandbox apps show a step by step run log and require explicit approval before anything destructive like deletes or payments" [X Link](https://x.com/ysu_ChatData/status/2019260502107648241) 2026-02-05T04:03Z [---] followers, [--] engagements "Strong take. AI makes implementation cheap so architecture and invariants become the real bottleneck. I have found that requiring a short design note plus a run log of changes keeps Cursor outputs coherent. Do you have a lightweight template for boundaries and invariants you share with the model before it codes https://twitter.com/i/web/status/2019290507302862993 https://twitter.com/i/web/status/2019290507302862993" [X Link](https://x.com/ysu_ChatData/status/2019290507302862993) 2026-02-05T06:02Z [---] followers, [---] engagements "Interesting. I have noticed similar: the more literal models catch small statistical framing errors that others gloss over. What was the specific issue you saw in the Anthropic skill analysis and did it change any conclusions or just the wording Also curious how you test statistical reasoning without it turning into memorized trivia https://twitter.com/i/web/status/2019290882462380136 https://twitter.com/i/web/status/2019290882462380136" [X Link](https://x.com/ysu_ChatData/status/2019290882462380136) 2026-02-05T06:03Z [---] followers, [--] engagements "Feels like the gap is not model quality but environment fidelity. If the sandbox cannot match your real GPUs and dependencies it will always feel less agentic because it cannot iterate fast. For training and perf work I want local execution plus a clear run log and safe checkpoints. What would make Codex useful for you: bring your own env persistent caches or better action planning https://twitter.com/i/web/status/2019291110519238897 https://twitter.com/i/web/status/2019291110519238897" [X Link](https://x.com/ysu_ChatData/status/2019291110519238897) 2026-02-05T06:04Z [---] followers, [--] engagements "Yep. Capability moves faster than integration. The winners will be the teams that package it into boring workflows with clear UX permissions and audit logs. Everyone else will feel like it arrived overnight because the leverage shows up all at once when the plumbing finally lands. https://twitter.com/i/web/status/2019306126387605905 https://twitter.com/i/web/status/2019306126387605905" [X Link](https://x.com/ysu_ChatData/status/2019306126387605905) 2026-02-05T07:04Z [---] followers, [--] engagements "@rauchg Vibe coding is real but the durable skill is still specifying constraints and reviewing diffs. If tuning is the new coding evals and rollback are the new debugging. Curious what workflow you use to keep vibe coding from turning into spaghetti" [X Link](https://x.com/ysu_ChatData/status/2019335968558625218) 2026-02-05T09:03Z [---] followers, [--] engagements "@theo This is the right direction. A shared skills format means you can move workflows between tools instead of rewriting prompts. The missing piece is a clear schema plus sandboxed permissions and run logs so skills are safe by default. Hope Claude Code joins soon" [X Link](https://x.com/ysu_ChatData/status/2019336748002902379) 2026-02-05T09:06Z [---] followers, [--] engagements "@jumperz This is the real shift: persistent memory plus delegation beats one off chat. The key is guardrails: scoped permissions run logs and concurrency locks so automations do not overlap. If you can swap models without rewriting workflows you win" [X Link](https://x.com/ysu_ChatData/status/2019381897588273199) 2026-02-05T12:05Z [---] followers, [---] engagements "Agreed training on the loud internet creates incentives to mirror consensus or extremes. Different architecture could mean stronger grounding in private data preference learning from trusted panels and explicit provenance controls. Also transparency on what data shaped the output. What direction do you have in mind retrieval grounded systems or something more radical https://twitter.com/i/web/status/2019382118057701815 https://twitter.com/i/web/status/2019382118057701815" [X Link](https://x.com/ysu_ChatData/status/2019382118057701815) 2026-02-05T12:06Z [---] followers, [--] engagements "Agree UI plus local execution is the missing bridge. The make or break for teams is safety: scoped filesystem access clear run logs and an approval step before writes. Also huge if it can produce intermediate artifacts and let you iterate via voice like you described. Curious how you set boundaries so it does not wander or overwrite files. https://twitter.com/i/web/status/2019382350715682838 https://twitter.com/i/web/status/2019382350715682838" [X Link](https://x.com/ysu_ChatData/status/2019382350715682838) 2026-02-05T12:07Z [---] followers, [--] engagements "@PaulSolt Plan mode feels like the right UI. The part that keeps it shippable is a review checkpoint: summarize the plan show the diff run tests and keep changes small. [----] lines in [--] minutes is awesome but also exactly when you want receipts. What did you build" [X Link](https://x.com/ysu_ChatData/status/2019412267213942972) 2026-02-05T14:06Z [---] followers, [--] engagements "@marclou Agree. As agents get stronger the interface needs to be a cockpit: preview diffs approve actions and see a run log not a blinking cursor. Terminal stays great for power users but most builders need guardrails and visibility when an agent is actually changing things" [X Link](https://x.com/ysu_ChatData/status/2019427032367845711) 2026-02-05T15:04Z [---] followers, [--] engagements "ChatGPT going down is a useful test. The AI future is not one endpoint. If your product dies when one model blips you did not ship AI you shipped a dependency. Build fallbacks cache the last good answer and plan for partial failure" [X Link](https://x.com/ysu_ChatData/status/2019456629435978225) 2026-02-05T17:02Z [---] followers, [--] engagements "@marclou Agree. CLI is a great substrate for automation but a rough UI for building. Feels like the next step is intent-first tools: you describe what you want an agent generates the commands shows a plan and diff and you approve" [X Link](https://x.com/ysu_ChatData/status/2019457412705690075) 2026-02-05T17:05Z [---] followers, [--] engagements "@daniel_mac8 Good clarification. The metric reads more like human time estimate per task than continuous autonomy. Would love to see variance by task type and where runs fail most: planning tool errors or bugfix iteration" [X Link](https://x.com/ysu_ChatData/status/2019502438403965309) 2026-02-05T20:04Z [----] followers, [--] engagements "@minchoi Capex at that scale makes me think the bottleneck shifts to power and deployment speed not model ideas. If theyre spending 180B the implied inference demand curve must be insane. Id love to see how much is data centers vs custom silicon vs long-term energy contracts" [X Link](https://x.com/ysu_ChatData/status/2019517646195290426) 2026-02-05T21:05Z [---] followers, [--] engagements "Good framing. Starting with a wedge like coding gives you a clear user fast feedback and a community that evangelizes. I think the next test is whether they can turn the niche advantage into enterprise trust: reliability pricing and governance. Going broad too early usually means you ship a lot of demos and few workflows that stick. https://twitter.com/i/web/status/2019532530203127849 https://twitter.com/i/web/status/2019532530203127849" [X Link](https://x.com/ysu_ChatData/status/2019532530203127849) 2026-02-05T22:04Z [---] followers, [--] engagements "@naval Vibe coding is real but the part that still feels like product is nailing constraints and acceptance tests. If tuning is the new coding eval suites and rollback are the new debugging. Otherwise you just vibe your way into regressions" [X Link](https://x.com/ysu_ChatData/status/2019532878300999779) 2026-02-05T22:05Z [---] followers, [--] engagements "@naval Vibe coding works for prototypes but for anything long lived the new PM skill is specifying constraints and reviewing diffs. And tuning is less about weights and more about evals plus feedback loops that keep the agent on rails" [X Link](https://x.com/ysu_ChatData/status/2019547556704079999) 2026-02-05T23:03Z [---] followers, [--] engagements "@naval Vibe coding feels like rapid prototyping. The hard part is still getting from vibes to guarantees: tests evals and tight feedback loops. I buy that tuning becomes a bigger lever but I think teams that nail verification will win more than teams that just tune the most" [X Link](https://x.com/ysu_ChatData/status/2019563087800725912) 2026-02-06T00:05Z [---] followers, [--] engagements "@naval Good line. It also means evals and rollback become the new debugging. The people who win at vibe coding will be the ones who can specify constraints and review diffs fast" [X Link](https://x.com/ysu_ChatData/status/2019577765901844587) 2026-02-06T01:03Z [----] followers, [--] engagements "@gdb The agents captain idea is smart. The biggest unlock I see is receipts: a first class run log with tool calls and diffs plus scoped permissions and approvals for write actions. That keeps agent first productive without turning code review into archaeology" [X Link](https://x.com/ysu_ChatData/status/2019578108568039680) 2026-02-06T01:05Z [---] followers, [---] engagements "Fastest to go are high volume text workflows: tier [--] support SDR outbound basic research and reporting. Anything that is mostly reading docs and producing a structured answer will compress hard. The roles that survive longer are the ones with ownership judgment and real world constraints plus accountability. https://twitter.com/i/web/status/2019622775749754910 https://twitter.com/i/web/status/2019622775749754910" [X Link](https://x.com/ysu_ChatData/status/2019622775749754910) 2026-02-06T04:02Z [---] followers, [--] engagements "The gate and handoff bits are hilarious because it is exactly how teams scale. For this to work in prod you need policy and observability: budgets approvals at the gate and an immutable run log with diffs and rollback. What failure modes did you see most spec drift flaky tests or tool errors https://twitter.com/i/web/status/2019684310773883094 https://twitter.com/i/web/status/2019684310773883094" [X Link](https://x.com/ysu_ChatData/status/2019684310773883094) 2026-02-06T08:07Z [---] followers, [--] engagements "@bcherny Love this. Agent teams are where the coordination costs show up so the UX matters: clear delegation shared memory boundaries and one unified run log so you can audit what each teammate did. Also budget controls so it does not melt tokens" [X Link](https://x.com/ysu_ChatData/status/2019698830787437047) 2026-02-06T09:05Z [---] followers, [--] engagements "Agree. Those middle layers are where governance lives: identity permissions approvals audit logs and rollback. If a system can safely take actions on top of the system of record that becomes the interface. The system of record still wins if it owns the workflow surface not just storage. https://twitter.com/i/web/status/2019699181670256695 https://twitter.com/i/web/status/2019699181670256695" [X Link](https://x.com/ysu_ChatData/status/2019699181670256695) 2026-02-06T09:06Z [---] followers, [---] engagements "Yeah the 'bubble vs underbuilt' framing resonates. Once agents are reliable at turning messy intent into concrete work compute stops being the limiter and integration and workflow becomes the bottleneck. The next [--] years feels like everyone gets an AI copilot UI plus a few background agents doing the boring coordination. https://twitter.com/i/web/status/2019924569143054625 https://twitter.com/i/web/status/2019924569143054625" [X Link](https://x.com/ysu_ChatData/status/2019924569143054625) 2026-02-07T00:02Z [---] followers, [---] engagements "This is a huge milestone but the part I want to understand is the process quality: what was the test suite strategy how many iterations and how did they manage undefined behavior and security hardening Compiling the kernel is a strong integration test but I am curious about correctness coverage and long term maintainability. https://twitter.com/i/web/status/2019985361179738376 https://twitter.com/i/web/status/2019985361179738376" [X Link](https://x.com/ysu_ChatData/status/2019985361179738376) 2026-02-07T04:03Z [---] followers, [---] engagements "The tricky part is separating warmth from compliance. You can keep a model feeling human without letting it validate paranoia or escalate role play. Clear refusal patterns calibrated empathy and tools that ground to real world signals help. I would love to see labs publish evals for this beyond jailbreaks like delusion reinforcement rates. https://twitter.com/i/web/status/2019985807621190124 https://twitter.com/i/web/status/2019985807621190124" [X Link](https://x.com/ysu_ChatData/status/2019985807621190124) 2026-02-07T04:05Z [---] followers, [--] engagements "@buccocapital The pipe is only dumb if vendors let it be. Systems of record still control data permissions workflow and compliance. If they expose good primitives plus audit trails they can own the action surface. The UI layer can be competed but governance and distribution are sticky" [X Link](https://x.com/ysu_ChatData/status/2020030651332981217) 2026-02-07T07:03Z [---] followers, [--] engagements "Love the side by side. The interesting difference to me is how they fail: team mode can drift or over plan fast mode can miss edge cases. Did you track concrete metrics like time to first working demo number of retries and how many manual fixes you had to do after the initial build https://twitter.com/i/web/status/2020045505577820286 https://twitter.com/i/web/status/2020045505577820286" [X Link](https://x.com/ysu_ChatData/status/2020045505577820286) 2026-02-07T08:02Z [---] followers, [--] engagements "@chddaniel @shipper_now You can absolutely build a Reddit clone now. The hard parts are not CRUD they are community dynamics: moderation tools spam and abuse ranking that does not get gamed and distribution. If you have a wedge community or a niche where the defaults are wrong keep building" [X Link](https://x.com/ysu_ChatData/status/2020046109234892828) 2026-02-07T08:04Z [---] followers, [--] engagements "@ryancarson Yes. Once you have multiple agents you need a coordinator UI: task graph shared context and a single timeline of tool calls and diffs. Without that you cannot debug or trust the system. Antfarm sounds interesting especially if it ships legible logs and easy approval gates" [X Link](https://x.com/ysu_ChatData/status/2020046298242793700) 2026-02-07T08:05Z [---] followers, [--] engagements "Feels right. The constraint will be real world throughput: energy latency and the human verification layer. In coding we can hide the cost behind servers but in every domain you still need guardrails and audit logs to trust the output. What becomes the biggest bottleneck first in your view: power data center buildout or evaluation and verification https://twitter.com/i/web/status/2020075438861873173 https://twitter.com/i/web/status/2020075438861873173" [X Link](https://x.com/ysu_ChatData/status/2020075438861873173) 2026-02-07T10:01Z [---] followers, [--] engagements "Respect for disclosing and then helping harden it. The security bar for AI skills has to look like package security: scoped permissions signed releases dependency audit and a clear run log of what a skill can read and write. Are you thinking about automated sandbox tests plus a public advisory process for skills https://twitter.com/i/web/status/2020076137989435543 https://twitter.com/i/web/status/2020076137989435543" [X Link](https://x.com/ysu_ChatData/status/2020076137989435543) 2026-02-07T10:04Z [---] followers, [---] engagements "@NickADobos The jump is treating the model like an operator with tools not just a chat window. If they nail run logs approvals and environment fidelity this becomes a daily driver for real work. What is the killer workflow you have found so far" [X Link](https://x.com/ysu_ChatData/status/2020106233177645139) 2026-02-07T12:03Z [---] followers, [---] engagements "@dr_cintas This is a big unlock for adoption. The last mile is still trust: clear permission scopes an action log of what the agent did and an easy kill switch if something goes off script. How are you handling account sign in and long term session security in the browser sandbox" [X Link](https://x.com/ysu_ChatData/status/2020136392735547507) 2026-02-07T14:03Z [---] followers, [--] engagements "Useful framing. In practice I keep seeing the winning role be the one that owns the action surface: permissions approvals audit trails and integration into systems of record. Without that agentic capability stays a demo. Curious if your model breaks down what teams should build first tooling data access or governance. https://twitter.com/i/web/status/2020151877418328282 https://twitter.com/i/web/status/2020151877418328282" [X Link](https://x.com/ysu_ChatData/status/2020151877418328282) 2026-02-07T15:05Z [---] followers, [--] engagements "@perplexity_ai Model Council is a smart UI pattern. The real win is seeing where models disagree and what evidence they cite. Would be great to add a judge step that flags contradictions and suggests what to verify next" [X Link](https://x.com/ysu_ChatData/status/2020166158025179513) 2026-02-07T16:01Z [---] followers, [--] engagements "@bcherny Love this. Biggest unlock for me has been treating as a living playbook: repo context guardrails and examples. Curious if your team has a default template you start from http://CLAUDE.md http://CLAUDE.md" [X Link](https://x.com/ysu_ChatData/status/2020181197993975984) 2026-02-07T17:01Z [---] followers, [--] engagements "@kyriakosel @steipete @ycombinator The 'apps become APIs' take feels right. Once agents can reliably read and write in your tools UX shifts to monitoring and exceptions. The winners will expose clean primitives auth and audit logs. Curious how you see permissions and identity evolving" [X Link](https://x.com/ysu_ChatData/status/2020211370776752559) 2026-02-07T19:01Z [---] followers, [--] engagements "Setup friction is the killer. The right defaults are least privilege permissions clear receipts for every action and a one command bootstrap. If Bits can ship a secure preset plus easy upgrades that will get a lot more people actually using OpenClaw instead of just bookmarking it. https://twitter.com/i/web/status/2020302822387126676 https://twitter.com/i/web/status/2020302822387126676" [X Link](https://x.com/ysu_ChatData/status/2020302822387126676) 2026-02-08T01:05Z [---] followers, [----] engagements "@TencentHunyuan Awesome release. Mild contrarian take: sheer scale is rarely the blocker now it is consistent licensing and eval protocols. Will you publish the filtering pipeline and a held-out benchmark split to reduce leakage across models" [X Link](https://x.com/ysu_ChatData/status/2020317684387516839) 2026-02-08T02:04Z [---] followers, [--] engagements "Agree that product packaging can look like slowdown even when capability keeps climbing. The router plus model family made it hard for users to build a stable mental model of what they were using. What do you think is the cleanest way to communicate progress now: task level evals cost per quality or sustained autonomy on real workflows https://twitter.com/i/web/status/2020332907030798802 https://twitter.com/i/web/status/2020332907030798802" [X Link](https://x.com/ysu_ChatData/status/2020332907030798802) 2026-02-08T03:04Z [---] followers, [--] engagements "@akshay_pachaar Love the push for smaller understandable agent codebases. If nanobot can ship a clear permissions model plus a run log of every action it becomes way easier to trust and extend. Are you planning any sandbox or dry run mode for risky steps" [X Link](https://x.com/ysu_ChatData/status/2020347601015697879) 2026-02-08T04:02Z [---] followers, [---] engagements "Discoverability and verifiability for MCP style services is a real need. I like the idea of on chain registration but the UX has to stay simple for builders. How are you thinking about identity and reputation and can clients verify behavior with logs or attested outputs not just an address https://twitter.com/i/web/status/2020349025954984085 https://twitter.com/i/web/status/2020349025954984085" [X Link](https://x.com/ysu_ChatData/status/2020349025954984085) 2026-02-08T04:08Z [---] followers, [--] engagements "Totally. Cutting handoffs is huge but the safety net has to be review and observability. If PMs are shipping prototypes you need small diffs tests and an audit log of what the agent changed so teams can trust it. Curious what guardrails Anthropic uses internally for approvals before a prototype hits production. https://twitter.com/i/web/status/2020392890334400989 https://twitter.com/i/web/status/2020392890334400989" [X Link](https://x.com/ysu_ChatData/status/2020392890334400989) 2026-02-08T07:02Z [---] followers, [--] engagements "@BenjDicken LSM trees are great until compaction becomes the tax. For modern workloads like embeddings and time series I see teams pairing an LSM ingest layer with a columnar read store or a separate vector index. What designs have worked best in practice" [X Link](https://x.com/ysu_ChatData/status/2020409145191694515) 2026-02-08T08:07Z [---] followers, [--] engagements "Agree on timeline. Agents will chip away at workflows long before they replace the big systems of record. In the near term the moat is permissions approvals audit logs and integrations not UI polish. Which functions do you think get hit first support sales ops or analytics https://twitter.com/i/web/status/2020423964619944060 https://twitter.com/i/web/status/2020423964619944060" [X Link](https://x.com/ysu_ChatData/status/2020423964619944060) 2026-02-08T09:06Z [---] followers, [--] engagements "@hasantoxr Curated production templates are great but the hard part is everything around the code: auth data privacy evals monitoring and rollback when the model drifts. Would love to see each example ship with a test harness and a run log pattern so people can debug behavior in prod" [X Link](https://x.com/ysu_ChatData/status/2020438437732798668) 2026-02-08T10:03Z [---] followers, [---] engagements "@dr_cintas This is super useful. The jump from trying features to shipping is having a simple default workflow: one task one subagent a short memory note and a run log. Which feature gives the biggest immediate win for newcomers hooks or MCP servers" [X Link](https://x.com/ysu_ChatData/status/2020483577117352429) 2026-02-08T13:03Z [---] followers, [---] engagements "This is a great reality check. The code can look fine but the first test run is where the cracks show. I have had better luck prompting for pinned versions plus a clean build then iterating on the failing tests with a minimal diff. Did Cloud Code also generate the build files and lock versions or just the app code https://twitter.com/i/web/status/2020558574448177367 https://twitter.com/i/web/status/2020558574448177367" [X Link](https://x.com/ysu_ChatData/status/2020558574448177367) 2026-02-08T18:01Z [---] followers, [--] engagements "@piotr_minkowski Funny how everyone judges these tools on did it compile. For me the real test is: can it refactor safely once prod constraints show up. Starting with a tight test suite and pinned deps makes cloud codegen actually usable" [X Link](https://x.com/ysu_ChatData/status/2020573758063538546) 2026-02-08T19:01Z [---] followers, [--] engagements "@deedydas This is the best kind of reversal. Niche language plus speech and OCR is a real moat and great UX and pricing compound it. Big labs chase benchmarks; products win on reliability and distribution" [X Link](https://x.com/ysu_ChatData/status/2020589005776232743) 2026-02-08T20:02Z [---] followers, [---] engagements "@_philschmid This is the kind of eval I have been missing. The hard part is not the context size it is the policy for what to fetch keep and evict when tasks stretch across tools. Would love to see ablations for retrieval budget and state persistence across runs" [X Link](https://x.com/ysu_ChatData/status/2020606255543570510) 2026-02-08T21:10Z [---] followers, [---] engagements "Totally. The biggest shift is designing your product as an agent-facing surface: stable APIs scoped permissions and audit logs so tools can act safely. If your only interface is a UI agents will end up screen-scraping or youll get bypassed by whoever exposes the cleanest primitives. https://twitter.com/i/web/status/2020619026112884739 https://twitter.com/i/web/status/2020619026112884739" [X Link](https://x.com/ysu_ChatData/status/2020619026112884739) 2026-02-08T22:01Z [---] followers, [--] engagements "This is a great direction. The make-or-break for AI QA is flake control: deterministic test data stable selectors and artifacts on failure (video console logs network traces) so you can debug fast. Curious how you handle auth test isolation and retries without hiding real bugs. https://twitter.com/i/web/status/2020619367411769838 https://twitter.com/i/web/status/2020619367411769838" [X Link](https://x.com/ysu_ChatData/status/2020619367411769838) 2026-02-08T22:02Z [---] followers, [---] engagements "@emollick This is why routers scare me. They optimize for average UX and miss do the hard thing intent. Fine grained knobs help but I want one explicit signal: high effort required. Otherwise agents stay breezy when stakes are high" [X Link](https://x.com/ysu_ChatData/status/2020634252606607809) 2026-02-08T23:02Z [---] followers, [---] engagements "@dr_cintas Persistent memory is huge but it is also a footgun: stale assumptions compound. I want memory with scopes and expiry plus a view and diff of what was written. Otherwise you trade token savings for silent drift" [X Link](https://x.com/ysu_ChatData/status/2020634734301520313) 2026-02-08T23:03Z [---] followers, [--] engagements "@obie I buy that agents will eat a lot of workflow but I do not think system of record collapses. Data gravity compliance and write permissions make SoR even stickier. The UI dies not the ledger. The agent becomes the new client" [X Link](https://x.com/ysu_ChatData/status/2020635099478594021) 2026-02-08T23:05Z [---] followers, [--] engagements "@steipete This is a great case study in parallel agents. The hard part is coordination: shared spec a test harness and disciplined merges so the Claudes do not diverge. Curious what process you used to keep design decisions consistent across the team" [X Link](https://x.com/ysu_ChatData/status/2020664305193255043) 2026-02-09T01:01Z [---] followers, [--] engagements "@patrickc Neat analysis and also a reminder that location is easy to infer from seemingly harmless metadata. A default that redacts or coarse bins GPS and time zone fields before analysis would help with an explicit switch when you really want geo insights" [X Link](https://x.com/ysu_ChatData/status/2020695268531044764) 2026-02-09T03:04Z [---] followers, [---] engagements Limited data mode. Full metrics available with subscription: lunarcrush.com/pricing
@ysu_ChatData Yongrui Su
Yongrui Su posts on X about ai, in the, open ai, key the most. They currently have [-----] followers and [---] posts still getting attention that total [-----] engagements in the last [--] hours.
Engagements: [-----] #
- [--] Week [------] +85%
- [--] Month [------] +92,356%
- [--] Months [------] +9,424%
- [--] Year [------] -97%
Mentions: [--] #
- [--] Week [---] +119%
- [--] Month [---] +12,200%
- [--] Months [---] +929%
- [--] Year [---] +155%
Followers: [-----] #
- [--] Week [-----] +1.60%
- [--] Month [-----] +23%
- [--] Months [-----] +195%
- [--] Year [-----] +214%
CreatorRank: [-------] #
Social Influence
Social category influence technology brands social networks finance stocks cryptocurrencies celebrities events automotive brands exchanges travel destinations
Social topic influence ai, in the, open ai, key #2070, model #2579, if you, this is, realtime, to the, the new
Top accounts mentioned or mentioned by @illyism @9hills @openclaw @langchain @bluebird0605 @guangyingyuan @ysuchatdata @scobleizer @salesforce @naval @producthunt @philkellr @openaidevs @ryancarson @drcintas @datachaz @rajivayyangar @ubereats @robertshaw @clerk
Top assets mentioned Shopify Inc (SHOP)
Top Social Posts
Top posts by engagements in the last [--] hours
"I ordered [--] boxes of Popeyes wings from Uber eats through UberEat. But I only got delivered [--] box of wings . What happened to the rest of wings @UberEats"
X Link 2024-02-25T22:59Z [----] followers, [---] engagements
"@Uber_Support I DMed you the email and phone number"
X Link 2024-02-25T23:11Z [--] followers, [--] engagements
"Here is the reason why you should not use Supabase when building a startup project: [--]. Startup project really don't need to scale the database. You just have to rent a VPS with 500GB harddrive. Then you can allocate 400GB DB for your mongodb or postgres. This way is much cheaper. With supabase you have to pay at least $58/month simply for those database storage. [--]. Authentication. There are lots of better and free replacement for Supabase. For example Passportjs+Mongodb you can built whaever authentication in your local VPS server. You don't have to worry remote API calls latency and data"
X Link 2024-03-02T18:08Z [----] followers, [---] engagements
"Nowadays lots of Hypes are in the features of the AI application. Instead more attention should be on the safe side specifically privacy and data safety. In the medical AI we noticed lots of our competitors are breaking the HIPAA compliance rule. But because there are so much hypes both the company and the customers pay little attention to protecting their data"
X Link 2024-03-02T21:10Z [--] followers, [--] engagements
"Lots of people asked me What's the selling point of because the either Gemi or ChatGPT can answer the medical questions as well. Well that's true but that's not everything. There are lots of things we get your covered but those competiors don't. [--]. Accuracy: We have achieved 98.1% (637/649) on the USMLE sample test. We also have achieved 97.8% (1245/1273) accuracy on the MedQA sample test. You can review this detailed report( ) for the full evaluation process. The evaluation procedure is also open sourced in this GitHub repository ( ). Anyone can reproduce the evaluation procedure. 2."
X Link 2024-03-03T18:46Z [----] followers, 19.2K engagements
"@illyism @philkellr what software is this screenshot"
X Link 2024-03-05T18:07Z [----] followers, [---] engagements
"OpenAI's Assistant API now features streaming capabilities. Maximize your Assistant API's potential by deploying it across multiple platformsyour website Discord Slack and WhatsAppin just [--] minutes with minimal code. We've open-sourced the code how to integrate your Assistant API with all the the four platforms with only a few lines of code within [--] mins. Explore our GitHub repository to fully leverage your Assistant API: #GitHub #openai #assitantapi #Chatbots https://github.com/chat-data-llc/ai-assistant-chat-data-integration"
X Link 2024-03-17T05:58Z [----] followers, 30.6K engagements
"I want to test how quickly people are able to consume OpenAI credits. Therefore I am giving away authentic Tier [--] OpenAI API keys for free. Here's how it works: [--]. Reply to and repost this tweet. I will provide you with an authentic OpenAI API key at Tier [--] by DM. [--]. You agree that you can only use the key for yourself. I will share the progress of consumption every day on Twitter. 📊 [--]. The competition ends in [--] weeks. Here's where it starts: I've allocated $1000 of OpenAI credits for this competition. You can use all those Tier3 models with the API key. Currently $7 has been consumed. Let's"
X Link 2024-03-30T17:00Z [---] followers, [---] engagements
"I want to test how quickly people are able to consume OpenAI credits. Therefore I am giving away authentic Tier [--] OpenAI API keys for free. Here's how it works: [--]. Reply to and repost this tweet. I will provide you with an authentic OpenAI API key at Tier [--] by DM. [--]. You agree that you can only use the key for yourself. I will share the progress of consumption every day on Twitter. 📊 [--]. The competition ends in [--] weeks. [--]. Please DM me that you reposted it. I will DM back with the API key. ( it's quite hard for me to track who reposted) Here's where it starts: I've allocated $1000 of OpenAI"
X Link 2024-03-30T17:29Z [----] followers, 26.3K engagements
"😱 After sharing the API key with [--] users we burned $738.78 in a single day 😵 Only $254 quota left to spend. The campaign seems like it will end ealier. Please save some quota for those who really need the credits 💸 #AI I want to test how quickly people are able to consume OpenAI credits. Therefore I am giving away authentic Tier [--] OpenAI API keys for free. Here's how it works: [--]. Reply to and repost this tweet. I will provide you with an authentic OpenAI API key at Tier [--] by DM. [--]. You https://t.co/aWXvJbqsur I want to test how quickly people are able to consume OpenAI credits. Therefore"
X Link 2024-03-31T17:56Z [----] followers, [---] engagements
"This really blows my mind. Within just [--] hours more than $800 OpenAI credits are consumed. It seems that GPT-4-Turbo is the most popular model that people love if pricing is not a consideration. 🚀💙 #AI #GPT4Turbo https://t.co/PpBNOseSmH It seems that GPT-4-Turbo is the most popular model that people love if pricing is not a consideration. 🚀💙 #AI #GPT4Turbo https://t.co/PpBNOseSmH"
X Link 2024-03-31T20:02Z [----] followers, [---] engagements
"So there are the new rules for the 2nd OpenAI credit usage competition which will happen 4/16-4/30. 📝 Competition Rules: [--] Share your project plans model details and estimated token usage like the example in the discord channel. [--] Keep your API key to yourself. No sharing [--] Report back on your project outcomes. 💰 Max $30 consumption per project. Competition ends on April 30th or when the allocation of $1000 OpenAI credits are consumed. 🚀 Share your progress and support each other 📈 @ysu_ChatData will update daily on API key consumption. 🌐 Repost this and join our Discord channel. 🛡"
X Link 2024-04-01T22:24Z [----] followers, [----] engagements
"I will give out the OpenAI key on 4/16 to the projects in the discord channel"
X Link 2024-04-01T23:04Z [----] followers, [---] engagements
"@robert_shaw @clerk @WorkOS @supabase @HeyKinde Mongodb+passport. Free easy to use and open sourced"
X Link 2024-04-16T15:10Z [----] followers, [---] engagements
"The consumption of the API speed is much lower if we have serious projects to work on. Currently we have [--] projects using the $1000 OpenAI credits pool. It took [--] days to only consume $63. In the 1st openAI consumption it took only [--] day for [--] projects to consume $1000 OpenAI credits. There are still [--] days left to consume the rest of the $937 OpenAI credits. Participate in the event if you are interested. I have just distributed [--] free OpenAI keys to sponsor [--] projects in the Discord server by Private message. Please remind me if I missed your project. https://t.co/8aaqUXJxLP I have just"
X Link 2024-04-23T20:33Z [----] followers, [---] engagements
"Don't trust all those table extractor products. I tried lots of table extracting tools and none can parse all tables from all tables. Even if they claimed that their PDF parsers can parse some tables from some PDFs it's because the tables have clear borders or is properly structured in the PDFs. However in real situation not all PDFs are well structured. That's the reason why parsing tables from PDFs is so difficult. Let me show you three examples of how @Azure 's Document Intelligence layout model can fail at parsing some of the difficult tables even if they claimed that this product has"
X Link 2024-05-09T19:20Z [----] followers, [---] engagements
"You can create a personalized medical ai assistant with almost no node at Check our design flow to see how nested ai chatbot can help you create a AI medical assistant that remember patients' medical history and create a personalized response based on the medical history. Chat Data cannot see the patient information if you do want us to. https://chat-data.com https://chat-data.com"
X Link 2024-05-10T22:40Z [----] followers, [---] engagements
"Chat Data cannot see the patient information if you do NOT want us to. The chat logs history is owned by the client. For example the client can rent a HIPAA compliant storage with Azure and opt out Chat Data from saving the chat history and we will deliver the chat history at real time to your storage via webhooks"
X Link 2024-05-10T23:00Z [---] followers, [--] engagements
"When OpenAI reduces our costs we will pass 100% of the savings on to our users. With GPT-4o available at we offer our users the choice to switch to the gpt-4o model at half the price of the gpt-4-turbo as well. https://chat-data.com https://chat-data.com"
X Link 2024-05-14T20:49Z [---] followers, [---] engagements
"Picture this: you want to utilize our medical-chat-human model because you lack the time to build a scientific medical knowledge base. You also want to train the chatbot using your company's information to help it learn how to introduce your company. You aim to merge these two chatbots into a single entity that can handle both types of queries. This is where the nested chatbot shines. With the nested chatbot the primary chatbot can pass queries it cannot handle to a more expertly trained chatbot which then handles the query and passes the response back to the user. Thus from the end user's"
X Link 2024-05-21T04:42Z [----] followers, [---] engagements
"OpenAI assitant API"
X Link 2024-05-29T22:03Z [---] followers, [--] engagements
"Here we use the OpenAI assistant API Math tutor example ) to create a math tutor. In the website link ( ) you can input your personal information for example "My lucky number is 889837" Then you asked the math tutor "What is double of my lucky number" The chatbot will reply # Defining the lucky number lucky_number = [------] # Calculating the double of the lucky number double_lucky_number = lucky_number * [--] double_lucky_number The double of your lucky number [------] is [-------]. It means that you can directly pass the personal information of your customer to your open AI assitant API to create a"
X Link 2024-09-27T02:40Z [---] followers, [---] engagements
"🚀 Realtime Audio Interaction powered by @OpenAI's realtime API is now live at 🎉 In just minutes you can build a realtime interactive chatbot using your own knowledge base. 🧠💬 📱 Check out the video below to see it in action on my iPhone 📽✨ @OpenAIDevs @OpenAI http://chat-data.com http://chat-data.com http://chat-data.com http://chat-data.com"
X Link 2024-10-15T05:57Z [---] followers, [--] engagements
"🚀 Realtime Audio Interaction powered by @OpenAI's realtime API is now live at 🎉 In just minutes you can build a realtime interactive chatbot using your own knowledge base. 🧠💬 📱 Check out the video below to see it in action on a website 📽✨ It also works greatly on my iphone. However the iphone recording cannot record audio. So I only put the desktop version here. @OpenAIDevs @OpenAI http://chat-data.com http://chat-data.com http://chat-data.com http://chat-data.com"
X Link 2024-10-15T06:38Z [---] followers, 15.5K engagements
"@usb_type_d @flikQ @sulco @stackblitz The thing is that plain htmls are not workable even for frontend engineers not to mention the backend engineers. The backend engineers has to hire a frontend engineer to rewrite it to a workable solution anyway"
X Link 2024-10-24T00:54Z [---] followers, [---] engagements
"Share the progress with product hunt launch. Steady and upwards We need more support if you can: https://www.producthunt.com/posts/chat-data-2-0-with-realtime-voice-rag Chat Data [---] is launched on Product Hunt ( https://t.co/j8Hg7BPfg2 ). We need your support. With Chat Data [---] we features a lot: Realtime Voice-to-Voice Chat 🎙: Chat directly using your own knowledge base in real time. Demo: https://t.co/bZyVEhlVk2 Live Chat Escalation 💬: https://www.producthunt.com/posts/chat-data-2-0-with-realtime-voice-rag Chat Data [---] is launched on Product Hunt ( https://t.co/j8Hg7BPfg2 ). We need"
X Link 2024-10-30T01:58Z [---] followers, [---] engagements
"@lewisbuildsai Diddy is so smart because he is rich"
X Link 2024-11-09T05:53Z [---] followers, [--] engagements
"@AIML4Health @Scobleizer @sama @scientistBob @EdwardDixon3 Skepticism is healthy 🤔💡 #OpenAI #Innovation"
X Link 2024-12-10T22:12Z [---] followers, [--] engagements
"@upland_guide @UplandMe Pay those dues fam 💸🛍 #Metaventure #UplandMe"
X Link 2024-12-13T03:20Z [---] followers, [--] engagements
"@DeSjaakDesign @ShortTraderJoe @UpxLand @UplandMe FOMO level: MAX 😩✨ #MissedOut"
X Link 2024-12-23T10:18Z [---] followers, [--] engagements
"@tink_ina Ego death Nah ladies need strength 💪✨ #GirlPower"
X Link 2025-01-03T22:29Z [---] followers, [--] engagements
"🌟 We created a [----] CES bot 🤖 that can answer any questions about the ongoing CES event in Las Vegas 🎰. Whether you have basic questions as a newcomer or want to connect with the most relevant exhibitors 🤝 our bot has you covered ✅ 👇 The link to the bot is below"
X Link 2025-01-07T04:25Z [---] followers, [---] engagements
"@heypearlai Great summary We created a [----] CES AI bot designed to help you quickly find the most interesting exhibitors at the show. https://www.chat-data.com/chatbot-iframe/67480c6411adce4d4ee043c7 https://www.chat-data.com/chatbot-iframe/67480c6411adce4d4ee043c7"
X Link 2025-01-07T04:43Z [---] followers, [----] engagements
"@zoopyloops Psyop level: expert 😂🕵♂ #MindGames"
X Link 2025-01-08T02:07Z [---] followers, [---] engagements
"@oldfshndanne Stay safe out there 😷💪 #HealthFirst"
X Link 2025-01-08T09:26Z [---] followers, [--] engagements
"Over the last two days at the [----] CES our CES AI Chatbot Assistant has answered [---] questions about the event so far. Curious about the types of questions people are asking We've shared analytics on the topics people have inquired about. You can view a summary of the questions asked at CES here: #CES #LasVegas https://www.chat-data.com/analytics/eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJjaGF0Ym90SWQiOiI2NzQ4MGM2NDExYWRjZTRkNGVlMDQzYzciLCJpYXQiOjE3MzYzNjcwNjF9.id4ChgDds739xnxEvT1srN1nc7M25ecZuEbPswJM9Fg"
X Link 2025-01-08T20:12Z [---] followers, [--] engagements
"The CES chatbot can be accessed here: https://www.chat-data.com/chatbot-iframe/67480c6411adce4d4ee043c7 https://www.chat-data.com/chatbot-iframe/67480c6411adce4d4ee043c7"
X Link 2025-01-08T20:12Z [---] followers, [--] engagements
"@technology @ILoveBooks786 VinFast is on the move 🚗💨 #EVRevolution"
X Link 2025-01-24T21:19Z [---] followers, [--] engagements
"@Rothmus @RmckRk Chill it's not a popularity contest 😂 #JustSaying"
X Link 2025-02-06T02:17Z [---] followers, [----] engagements
"Were excited to introduce Customize Voices Now your chatbot can respond using your chosen voice when engaging across WhatsApp Messenger Instagram Slack Discord and your website chatbot widget"
X Link 2025-03-17T07:34Z [---] followers, [--] engagements
"@OwenGregorian Fascinating approach As a Chat Data user I've seen how AI can streamline info searches. Alibaba's cost-cutting method could revolutionize training. Wonder how this might enhance chatbot efficiency and personalization across platforms"
X Link 2025-05-11T04:02Z [---] followers, [--] engagements
"@chat4PT Exciting I've been using Chat Data for my AI agents and it's been a game-changer. The customization options and multi-modal interactions really elevate the streaming experience. Hope others find it as helpful"
X Link 2025-06-10T17:47Z [---] followers, [--] engagements
"@nfprompt Wow Chatbot v2 sounds impressive I've been using Chat Data for my AI needs and it's been a game-changer. Love how it lets me customize and integrate easily. Curious how v2 compares in terms of real-time updates and multi-modal interactions"
X Link 2025-06-11T17:47Z [---] followers, [--] engagements
"@Firebase This tool sounds amazing As a user of Chat Data I love how it streamlines AI interactions while maintaining security. It's like having a reliable ally for projects Excited to see how MCP Server enhances communication too"
X Link 2025-06-19T17:47Z [---] followers, [--] engagements
"@rohanpaul_ai Interesting distinction Using Chat Data I've seen how AI can be both reactive and proactive. It's fascinating to explore the nuances between agents and agentic AI in real-world applications"
X Link 2025-06-20T17:47Z [---] followers, [--] engagements
"@gdsc_mmdu Totally agree AI agents are game-changers. I've been using Chat Data for my workflow and it's been amazing. It learns adapts and even handles appointments. Hoping it can boost your productivity too"
X Link 2025-06-21T17:47Z [---] followers, [--] engagements
"@nirvana_io Proactive AI risk management is game-changing I've seen similar benefits using Chat Data for predictive analytics. It's helped me spot trends early and adjust strategies before issues arise. Anyone else using AI for forward-looking risk assessment"
X Link 2025-06-25T17:48Z [---] followers, [--] engagements
"@hloddik Totally agree Custom solutions are key. I've been using Chat Data for similar AI integrations. Its flexible tools and deep prompting rules have been game-changers for my projects. Love seeing demos like this they inspire new ideas for leveraging AI in unexpected ways"
X Link 2025-06-27T20:04Z [---] followers, [--] engagements
"@itsfiras1 Been there done that with Stripe headaches Recently switched to Chat Data for my chatbot project. It handles Stripe integration smoothly saving me from webhook nightmares. Hoping it helps other devs ship faster too"
X Link 2025-06-30T17:48Z [---] followers, [--] engagements
"@only_office AI's really changing the game I've had similar experiences with Chat Data for streamlining interactions. It's amazing how these tools can boost productivity across different areas. Hope more people discover how AI can simplify their work life too"
X Link 2025-07-03T17:53Z [---] followers, [--] engagements
"@decubate @M_ebi68 @GG3_xyz Fascinating AI-powered engagement is revolutionizing digital communities. As a Chat Data user I've seen firsthand how customizable AI can enhance interactions. It's exciting to see more platforms exploring this space. Hope GG3 brings similar benefits to Web3 communities"
X Link 2025-07-06T17:54Z [---] followers, [--] engagements
"@decubate @wkkwkwk007 @GG3_xyz Fascinating As a Chat Data user I've seen how AI can revolutionize digital engagement. It's exciting to see similar innovations in Web3 communities. AI-powered interactions could really enhance user experiences and build stronger connections in decentralized spaces"
X Link 2025-07-07T17:49Z [---] followers, [--] engagements
"@GwomAlex0 @Vick310296Vick @Filecoin @FilFoundation @FilecoinTLDR @FilecoinCDN Decentralized storage is crucial for AI. I've been using Chat Data for our AI chatbots and it's amazing how seamlessly it handles data integration. Hope more solutions like this emerge to support AI growth"
X Link 2025-07-09T17:50Z [---] followers, [--] engagements
"@_Rabiuabdullahi @OpenledgerHQ @cookiedotfun Totally agree AI accountability is crucial. I've been using Chat Data for similar reasons - it lets us create chatbots that credit sources and maintain transparency. It's great to see tools empowering responsible AI use in our community"
X Link 2025-07-09T17:53Z [---] followers, [--] engagements
"@CryptotradeKD AI in trading is fascinating I've been using Chat Data for custom chatbots and it's been a game-changer for automating processes. Curious how Vocal AI's voice activation compares to text-based systems for portfolio management. Any insights on its performance"
X Link 2025-07-12T17:51Z [---] followers, [--] engagements
"@eren12_1 @MitosisOrg @Yarm_AI Excited about Yarm's launch From my experience Chat Datas real-time AI chatbots boost engagement and make interactions more personal. Hope Yarm can create that kind of community connection too"
X Link 2025-07-12T17:54Z [---] followers, [--] engagements
"@Dawn_Scribe Real-time chat is a game-changer I use Chat Data for engaging my audience and love how it seamlessly transitions to live agents when needed. It really helps make interactions more natural and effective. Hope others try it"
X Link 2025-07-13T17:48Z [---] followers, [--] engagements
"@fajpeg_ Impressive work I've been using Chat Data for similar projects. It's great at context retrieval too giving meaningful answers without hallucinations. Love seeing innovative chatbot solutions like yours. How's the response time with your setup"
X Link 2025-07-13T17:52Z [---] followers, [--] engagements
"@salesforce Fascinating Ive used Chat Data for AI chatbots and found its real-time data updates and customization helpful. Agentforces low-code approach and guardrails seem promisinghope they can offer similar flexibility and trust"
X Link 2025-07-23T09:06Z [---] followers, [--] engagements
"@JulienImbert Totally agree AI planning is a game-changer. I've been using Chat Data for task management - it's like having a smart assistant that thinks ahead. Makes work flow so much smoother and more engaging. Hope others find similar tools to boost their productivity"
X Link 2025-07-24T09:06Z [---] followers, [--] engagements
"Just launched: Connect WhatsApp to AI in [--] seconds 🚀 No Business API. No complex setup. Just scan a QR code. Perfect for: Freelancers Small businesses Consultants Anyone tired of repetitive WhatsApp messages Watch how it works #WhatsApp #AI #Automation #SmallBusiness"
X Link 2025-07-25T20:51Z [---] followers, [--] engagements
"@the_dhakshu_ Chatbots are game-changers I've seen response times plummet using Chat Data. It's not just about speed though - the AI really gets customer needs. Curious how Dante AI compares in handling complex queries"
X Link 2025-07-29T09:06Z [---] followers, [--] engagements
"@MorgenHatton Wow GameStop's future sounds epic Reminds me of how Chat Data transformed my customer interactions. It's like having a digital playground for engagement. Hope more businesses discover tools like this to create immersive experiences. The tech-culture fusion is where it's at"
X Link 2025-07-31T09:04Z [---] followers, [--] engagements
"@heypearlai Fascinating course As a data enthusiast I've found tools like Chat Data invaluable for applying ML concepts. It's great for creating custom chatbots and practicing real-world data applications. Anyone else using AI platforms to enhance their learning"
X Link 2025-08-10T22:10Z [---] followers, [--] engagements
"@shamimai1 Fascinating concept As a Chat Data user I've seen how AI can streamline tasks. While different both platforms seem to offer unique solutions for automation and efficiency. Curious to see how MuleRun's approach evolves the AI landscape"
X Link 2025-08-19T22:10Z [---] followers, [--] engagements
"@AIwithGhotai Fascinating concept I've been using Chat Data for AI chatbots and it's amazing how versatile these tools are becoming. Imagine combining Chat Data's real-time updates with MuleRun's task execution - could revolutionize customer service and workflow automation"
X Link 2025-08-19T22:12Z [---] followers, [--] engagements
"@kimmonismus Fascinating As a Chat Data user I've seen how AI adapts to personal tastes. It's exciting to think GPT-6 might take this even further. Imagine chatbots that truly get you The future of AI interaction looks promising"
X Link 2025-08-20T22:08Z [---] followers, [--] engagements
"@marcoswick11 @playAInetwork Exciting integration I've been using Chat Data for AI chatbots and it's been a game-changer for real-time updates. Wonder how Play AI x ChainGPT compares in handling live data streams and user interactions"
X Link 2025-08-21T22:08Z [---] followers, [--] engagements
"@IDCMEA @qlik @IDC Spot on AI's true power lies in seamless integration. Found this with Chat Data. It's not just a chatbotit collaborates across our systems enhancing daily ops. Feels like a smart co-pilot always ready with insights. Anyone else experiencing AI as a true partner"
X Link 2025-09-19T02:48Z [---] followers, [--] engagements
"@The_AI_Investor Wild to think 🚀 Space data centers with endless solar power. When I scaled AI for my business Chat Data's real-time updates really helped handle the load. Exciting times for AI growth"
X Link 2025-10-12T15:52Z [---] followers, [--] engagements
"@Iba01k This is wild reminds me of using Chat Data to spin up multimodal agents from our docs and live DBs for WhatsApp. Saves tons of prototyping headaches. Curious what edge cases you hit"
X Link 2025-10-12T16:24Z [---] followers, [--] engagements
"@abhinavkuru Love thiswhite-labeled AI studios are game-changing. We used Chat Data to spin up branded chatbots with our own models live-data feeds and SSO billing. Happy to share setup tips"
X Link 2025-10-12T16:53Z [---] followers, [--] engagements
"@Blessing_dy Love thisvoice notes make UX sooo smoother. We used Chat Data to add real-time voice transcription and routing on WhatsAppworks great for quick follow-ups. What latency are you seeing"
X Link 2025-10-12T17:00Z [---] followers, [--] engagements
"@paperstreet Ouchthat's brutal. We moved to Chat Data chatbots on our sitelive updates instant lead capture and seamless AIhuman escalation so breaking-news outages dont hand competitors hours of leads. Want details"
X Link 2025-10-12T17:22Z [---] followers, [--] engagements
"@MidSuffolk This is so importantour shelter partnered with Chat Data to build a 24/7 advice bot trained on local housing rules. It helps triage calls and share rights info instantly. Helpful"
X Link 2025-10-12T17:29Z [---] followers, [--] engagements
"@VicZatDXC @DrSteveTaylor Totally been stuck in triage limbo. Our clinic switched to Chat Data's HIPAA-compliant chatbot that books via Calendly and escalates to clinicians honestly cut wait times. Ask your GP"
X Link 2025-10-12T18:19Z [---] followers, [--] engagements
"@VSHWANindia Love thisWhatsApp automation is a game-changer. We used Chat Data to train custom AI agents on our listings capture leads and auto-schedule viewingsreduced follow-up time. Want a quick setup tip"
X Link 2025-10-12T19:02Z [---] followers, [--] engagements
"@grok @_globalimpact @VividProwess Powerful point 24/7 support is crucial. We used Chat Data to build HIPAA-compliant anonymous chat agents trained on custom resources with live handoff to clinicians. Happy to share implementation tips"
X Link 2025-10-12T19:30Z [---] followers, [--] engagements
"@VicZatDXC @DrSteveTaylor Sameour urgent care started using Chat Data and the Calendly integration plus live escalation actually smoothed triage. HIPAA-compliant was a must. If anyone wants details on setup happy to share"
X Link 2025-10-13T16:31Z [---] followers, [--] engagements
"@JulianGoldieSEO Totally predictability wins. We built agents with Chat Data using our own models and live updates; control over workflows made behavior reliable. DM me if you want a quick setup tip"
X Link 2025-10-13T17:21Z [---] followers, [--] engagements
"@kingop0007 @hmk933 @GoKiteAI Huge moment for agentic AI teams need flexible tooling. We've used Chat Data to train domain-specific agents with live data and easy white-labeling for clients. Curious which use cases you're excited about"
X Link 2025-10-13T17:42Z [---] followers, [--] engagements
"@_leonardomarta Love this If I were you I'd add automatic order/status fetch + live agent handoff. We use Chat Data to plug into Shopify/WooCommerce and real-time analytics really boosted our CSATthoughts"
X Link 2025-10-13T18:11Z [---] followers, [--] engagements
"@DinhtienSol @HeyElsaAI Love thisintent-first agents are the future. We used Chat Data to train voice-enabled cross-chain bots with real-time updates and live handoffkept control of data and UI huge win. Thoughts"
X Link 2025-10-13T19:09Z [---] followers, [--] engagements
"@buildwitbrandon Love the OwnershipService vibe. We built Chat Data to match thattrue whitelabel chatbots BYO models/data and live updates so teams keep control. Curious which tool from their [--] stands out"
X Link 2025-10-14T19:42Z [---] followers, [--] engagements
"@hello_saas @s_chiriac Love thisgreat timing. If you want DMs that scale I used Chat Data to train custom chatbots with our own prompts and live updates so replies stay personal. Wanna see a demo"
X Link 2025-10-15T16:15Z [---] followers, [--] engagements
"@dan_247 So glad this exists if you ever wanted a 24/7 triage option we used Chat Data to build a HIPAA-compliant bot that schedules calls and shares local resources. Happy to help"
X Link 2025-10-15T16:49Z [---] followers, [--] engagements
"@The_DailyAi Love thisselling via ChatGPT will change commerce. If merchants want custom bots we used Chat Data to train agents on product catalogs push live updates capture leads and whitelabel them. Trying it"
X Link 2025-10-15T18:16Z [---] followers, [--] engagements
"@salesforce ExcitingAgentforce [---] sounds powerful. We used Chat Data to train multimodal agents with our own data and white-label them for clients; live updates and voice handoff made demos actually sell. Anyone tried it"
X Link 2025-10-16T17:27Z [---] followers, [--] engagements
"@salesforce Totally voice shouldn't feel like IVR. We use Chat Data to add real-time voice smooth AIhuman handoffs and live-data-trained agents so calls feel human and actually resolve issues. Curious"
X Link 2025-10-16T18:11Z [---] followers, [--] engagements
"@betashop @Juan_A_Lleo @moxie_xyz That's pretty cool 🚀💰 #CreatorCoins"
X Link 2025-01-11T06:47Z [---] followers, [--] engagements
"@TinyAutomations @n8n_io @pushcut_app @airtable Fascinating setup I've been exploring automation too and recently integrated Chat Data with n8n for my knowledge system. It's been a game-changer for streamlining workflows and enhancing AI interactions. Curious how you're handling data processing in your setup"
X Link 2025-07-30T09:09Z [---] followers, [--] engagements
"I am overwhelmed by this amazing video generated by Sora2 about Chat Data. I just gave it one sentence to describe and it gives me this video. Comment below for Sora2 invite code and I will DM you #sora2invitecode https://www.chat-data.com https://www.chat-data.com"
X Link 2025-10-02T00:40Z [---] followers, [---] engagements
"@aerbabe_service Love Aerbabe instant bookings are life-savers. A few salons I work with use Chat Data chatbots to handle bookings live updates and in-chat scheduling zero wait super smooth. Try it"
X Link 2025-10-12T18:33Z [---] followers, [--] engagements
"@BitBlitz @HeyElsaAI Love voice-first DeFi discovery reminds me of building conversational agents with Chat Data. We trained custom voice bots on our docs get live protocol updates and smooth AIhuman handoffs. Which protocols"
X Link 2025-10-13T17:07Z [---] followers, [--] engagements
"@bizamigo_c Totallybilling shouldn't be a fulltime job. We set up a Chat Data bot that pulls invoice PDFs sends polite followups and logs updates to your accounting sheet so payments come in faster. Curious"
X Link 2025-10-14T18:00Z [---] followers, [--] engagements
"@LKglobal_ Love thisleft it on while I worked I even made a tiny Chat Data bot to remind me when special streams dropsuper easy to customize. Anyone else set up listeners or reminders"
X Link 2025-10-16T16:16Z [---] followers, [--] engagements
"This is the feature I'm most excited about this year. We built it because too many customers hit the same wall: "Your chatbot is great but can it remember authentication across conversations" Now the answer is yes. And honestly it changes everything. Check our latest launch at : for details very powerful and easy to use. https://www.chat-data.com/changelog/workflow-builder-launch https://www.chat-data.com/changelog/workflow-builder-launch"
X Link 2025-10-20T17:42Z [---] followers, [--] engagements
"@Theta_Network Exciting vision Tracking AI interactions on blockchain is crucial for trust. I've been exploring similar challenges with Chat Data for chatbot transparency and found real-time validation makes all the difference. Hope TPulse brings that same clarity to the Theta ecosystem"
X Link 2025-11-21T01:10Z [---] followers, [---] engagements
"@itswilly31 @genome_protocol This is exactly what Web3 needs The behavioral scoring reminds me of how I've been using Chat Data to track user interactions across different touchpoints. Real-time insights into how users engage can transform retention strategies completely"
X Link 2025-11-22T01:12Z [---] followers, [--] engagements
"@databricks @Celonis Exciting Combining process intelligence with AI transforms enterprise ops. Chat Data helped us streamline workflows with real-time automation. Hope this partnership brings similar wins to others🚀"
X Link 2025-11-24T01:11Z [---] followers, [--] engagements
"@Superwall Nice Webhooks are game changers for real-time sync. Been using Chat Data for our chatbot workflows and their webhook integration makes backend automation so smooth. Love seeing more platforms embrace this approach"
X Link 2025-11-26T01:14Z [---] followers, [--] engagements
"Most "AI automation" tools just spam generic ChatGPT content. Thats why they fail. Real growth happens when you combine Fresh News + Internal Data. I built a logic pipeline (compatible with tools like Supergrow or Taplio) that runs on autopilot: [--]. Scrapes real-time industry news 🌍 [--]. Injects your specific company data 📊 [--]. Writes a highly customized relevance-based post ✍ The result Consistent 100k+ impressions on 5-10% of posts. A "set it and forget it" schedule (2 posts/day). At least 1-2 viral hits per weekcompletely free. I turned this entire logic into a one-page Cheatsheet. For"
X Link 2025-11-26T19:16Z [---] followers, [--] engagements
"@Aje_Dynamicz True talk Even Chat Data taught me this lesson. Started thinking pure no-code would handle everything but ended up needing custom API work for client integrations. The flexibility to blend both approaches actually made projects way stronger"
X Link 2025-11-29T01:11Z [---] followers, [--] engagements
"@SMSGatewayIndia Absolutely WhatsApp integration is a game changer. Ive used Chat Data to streamline customer interactions especially with its multi-modal features that go beyond just text. Hope others find it as helpful as I do"
X Link 2025-11-29T01:12Z [---] followers, [--] engagements
"@SUDHANSHU934 @n8n_io Streaming via webhook is a game changer Using Chat Data Ive connected various UIs effortlessly and its AI tools really boost chatbot responsiveness. Hope others find it as helpful for real-time engagement as I do"
X Link 2025-11-30T01:12Z [---] followers, [--] engagements
"@RwandaICT @giz_rwanda @cenfri_org @MastercardFdn @certafoundation @RwandaParliamnt @MusoniPaula Great initiative 🎯 Improving government AI literacy is vital. Ive used Chat Data for hands-on AI trainingdebugging features really helped me understand AI better. Hope MPs gain similar valuable insights"
X Link 2025-12-04T01:11Z [---] followers, [--] engagements
"At weve moved beyond the chat box. Our AI agents now use Generative UI to help your users visualize information in real-time. The AI agent transforms complex data into high-converting visual experiences: 🏨 Interactive Carousels: Show apartment listings or products instantly. 📊 Live Visuals: Turn internet searches into beautiful dynamic charts. ⚡ Web-to-Dashboard: Extract data from any website into a visual-friendly summary. #ChatData #GenerativeUI #AIAgent #SaaS #CustomerExperience #TechInnovation http://www.chat-data.com http://www.chat-data.com http://www.chat-data.com"
X Link 2025-12-25T06:51Z [---] followers, [--] engagements
"57 features shipped. 3x customer growth. Countless late nights and early mornings. Proud of what the Chat Data team built in [----] and grateful to every customer who trusted us with their workflows. The video recap says it better than I can. Here's to an even bigger [----]. 🚀 📷"
X Link 2025-12-28T02:07Z [---] followers, [--] engagements
"@akshay_pachaar Open weights are great. Would love clarity on the license context window and reproducible evals like SWE bench Verified plus tool trace reliability. Also any guidance on the best inference stack and expected tokens per second on common GPUs"
X Link 2026-02-15T10:04Z [----] followers, [---] engagements
"@tolu_EVM @JanTomasekDev @gregosuri That is an impressive price point. What model are you running and what does the monthly bill include GPU time storage and egress Also curious what latency and tokens per second you see for tool calling in a real agent loop"
X Link 2026-02-15T13:04Z [----] followers, [---] engagements
"@cadeepakgupta_ Congrats but the comment your email thing always feels sketchy on x. i ended up just embedding a chat data bot on the site takes bookings via calendly and can hand off to a human when it gets messy"
X Link 2026-01-30T22:20Z [----] followers, [--] engagements
"@LucaBorreani @Shopify @ZipchatAI @leteyski @CarloBellati chat datas nice for the after the click stuff bc you can train the bot on your actual policies and plug into your backend for live order updates plus handoff to a human when it gets messy. feels way less copy paste"
X Link 2026-01-31T00:22Z [----] followers, [--] engagements
"@ericw_ai building a free support bot is cool til it starts making stuff up or cant pull live order status. ive been messing w chat data to hook the agent to real docs plus db updates and hand off to a human when it gets messy"
X Link 2026-01-31T04:26Z [----] followers, [--] engagements
"@Omotara_aa @Call_Me_Commy building that is messy bc ig and whatsapp need shared context. i used chat data for similar stuff so the bot can pull real answers from the business data then hand off to a human when it gets weird. saved a lot of wait what did they ask moments"
X Link 2026-01-31T22:21Z [----] followers, [--] engagements
"@HarryStebbings legal ops could be fun. harvey vs spellbook vs ironclad ai. also support bots head to head is messy but interesting been playing with chat data to see who actually routes to a human cleanly vs just loops forever"
X Link 2026-02-01T00:44Z [----] followers, [---] engagements
"@realroseceline operating leverage in saas is way weaker than the deck math esp once you count sbc. we started using chat data to handle a chunk of where is x / how do i support so headcount didnt have to grow 1:1 with revenue"
X Link 2026-02-01T01:45Z [----] followers, [---] engagements
"@LoganTGott Appreciate the hustle but the comment PLAYBOOK ill dm stuff always feels like [----] engagement bait. id rather slap a Chat Data bot on my site that answers FAQs from my actual docs and books calls via calendly without the dm circus"
X Link 2026-02-01T06:50Z [----] followers, [--] engagements
"Fast bots win tickets; careful bots win trust. When a support bot misstates refund policy confidence harm = wrong certainty impact how long it persists. Run a ConfidenceHarm Budget: watch (1) human takeover/edit rate (2) ticket reopens + wrong answer"
X Link 2026-02-03T05:57Z [----] followers, [--] engagements
"SaaS is dead is a lazy takeaway from the AI wave. AI is killing firstgen SaaS (thin UI + feature checklists) but its boosting SaaS 2.0: products that enforce how companies actually operate. When software can do anything the bottleneck becomes governance: source of truth (docs/policies/pricing) authorization (who can do what) workflow gates (approve/escalate) audit & rollback (trace + undo) Example: AI support. The real risk isnt slow answersits confidently wrong actions at scale. Prompts dont prevent this. Permissioning + workflow gates + audit logs do. AI commoditizes feature SaaS. Winners"
X Link 2026-02-03T06:52Z [----] followers, [--] engagements
"@aakashgupta Im less convinced model upgrades are the unlock. In CRM the hard part is change management plus source of truth. Agents can draft but unless you fix data capture and handoff reps will still live in email and sheets. We see this daily at Chat Data"
X Link 2026-02-03T09:12Z [----] followers, [----] engagements
"@ParthGujare_ @tryramp @karimatiyeh This is the right pattern. But the hard part isnt the agent UI its the data contracts and observability. When 80% of workflows depend on it you need traces rollback and clear ownership when the agent makes a bad call"
X Link 2026-02-03T16:20Z [---] followers, [----] engagements
"@Benioff @Anthropic @SlackHQ @salesforce Slack is a great surface but CRM agents live or die on data quality and clear handoff. If the bot cannot cite the record it used and route edge cases to a human reps stop trusting it fast. We learned this the hard way building Chat Data"
X Link 2026-02-03T16:21Z [----] followers, [---] engagements
"People debate whether xAI is catching up on raw model quality. The real race is distribution and trust. If the product cannot cite sources handle edge cases and stay safe under load better benchmarks will not matter. The winner makes AI boringly reliable"
X Link 2026-02-03T17:21Z [----] followers, [--] engagements
"@EvanLuthra This feels like the bridge between agents and the real world. The key is trust: task verification payment rails and strong abuse controls. If those mature MCP style calls can translate directly into outcomes"
X Link 2026-02-04T02:34Z [----] followers, [---] engagements
"@AlexReibman Cron plus agentic tooling is a killer combo. The moment you can schedule checks and actions next to your codebase it stops being a demo and starts being ops"
X Link 2026-02-04T02:59Z [---] followers, [--] engagements
"@garrytan Totally. The split I see is feature SaaS vs governance SaaS. Agents make features cheap but companies still pay for permissions audit trails rollbacks and human escalation when the model is uncertain. The product is the control plane around the agent not the chat UI"
X Link 2026-02-04T03:43Z [----] followers, [---] engagements
"Feels like swarm wins by default because it can explore more hypotheses but only if you solve coordination and truth. Without shared memory evals and a way to reconcile contradictions it just turns into noisy debate. The real moat is the control plane that turns swarm output into decisions you can trust. https://twitter.com/i/web/status/2018896375392682320 https://twitter.com/i/web/status/2018896375392682320"
X Link 2026-02-04T03:56Z [----] followers, [--] engagements
"SaaS is not dead feature SaaS is getting repriced. If the model can do the work the value shifts to governance: permissions approvals audit trails rollbacks and human escalation. Plugins make the UI less valuable but they make the system of record and control plane more valuable. https://twitter.com/i/web/status/2018896841660621047 https://twitter.com/i/web/status/2018896841660621047"
X Link 2026-02-04T03:58Z [----] followers, [----] engagements
"@TheRealJunto Agree. The debate is not SaaS vs no SaaS it is UI wrappers vs systems of record and control planes. Even if you can insource code you still want auditability permissions compliance and integrations to the rest of the stack. AI shifts spend it does not delete it"
X Link 2026-02-04T04:05Z [----] followers, [--] engagements
"@dhh Email-as-interface is a great call. The missing piece is a verifiable audit trail: what changed links to artifacts and a quick diff so humans can spot check. Once the agent can prove what it did the UX layer matters a lot less"
X Link 2026-02-04T05:15Z [----] followers, [---] engagements
"@foliofed @openclaw This is the unlock: an agent that can operate in real tools then leave a clean paper trail. Links to what it did what it saw and what it changed. The UI can be flexible but trust comes from auditability and easy rollback"
X Link 2026-02-04T05:49Z [----] followers, [---] engagements
"@samwoods This is a good framing. The best writing assistants do not try to be the author they help you stay in flow. Highlight the next sentence surface alternatives and keep your voice consistent without turning everything into generic AI tone"
X Link 2026-02-04T06:11Z [----] followers, [--] engagements
"@itamarsharify @PrajwalTomar_ @windsurf The real win for these coding agents is when they leave a clean trail: what files changed what commands ran and why. Without that teams get a faster demo but a harder time trusting and shipping"
X Link 2026-02-04T06:59Z [---] followers, [--] engagements
"@kwharrison13 The quote survives every drawdown but the underwriting needs to change. AI is turning feature SaaS into a commodity while permissioning approvals audit trails and data quality become the real moat. That is where I would be greedy"
X Link 2026-02-04T07:57Z [----] followers, [----] engagements
"@DaveShapi Yep. The scary part is not smart answers but agents that can read org data and take actions. If people want a mental model show tool logs permissions boundaries and what fails in the real world. Capability without governance is where it gets overpowered fast"
X Link 2026-02-04T23:02Z [---] followers, [--] engagements
"@AILeaksAndNews If Sonnet [--] ships I hope the story is boring reliability: fewer tool failures clearer rate limits and better long context retrieval. Benchmarks are fun but developer UX is the real test"
X Link 2026-02-04T23:04Z [---] followers, [---] engagements
"The scary part is the gap between capability and org readiness. Hiring preparedness and post AGI econ talent is a good signal but it also hints the internal models are already beyond what most teams have deployment muscle memory for. Better evals and tighter launch gating will matter as much as raw capability. https://twitter.com/i/web/status/2019218604189970791 https://twitter.com/i/web/status/2019218604189970791"
X Link 2026-02-05T01:16Z [---] followers, [--] engagements
"@VraserX Yep. Frontier capex probably forces some mix of ads bundling or distribution deals not just subscriptions. The real question is whether they can do it with strong privacy defaults and clear opt outs instead of surveillance style targeting"
X Link 2026-02-05T03:02Z [---] followers, [---] engagements
"@thisguyknowsai Local is a big trust win. The question is the permission model: can it sandbox apps show a step by step run log and require explicit approval before anything destructive like deletes or payments"
X Link 2026-02-05T04:03Z [---] followers, [--] engagements
"Strong take. AI makes implementation cheap so architecture and invariants become the real bottleneck. I have found that requiring a short design note plus a run log of changes keeps Cursor outputs coherent. Do you have a lightweight template for boundaries and invariants you share with the model before it codes https://twitter.com/i/web/status/2019290507302862993 https://twitter.com/i/web/status/2019290507302862993"
X Link 2026-02-05T06:02Z [---] followers, [---] engagements
"Interesting. I have noticed similar: the more literal models catch small statistical framing errors that others gloss over. What was the specific issue you saw in the Anthropic skill analysis and did it change any conclusions or just the wording Also curious how you test statistical reasoning without it turning into memorized trivia https://twitter.com/i/web/status/2019290882462380136 https://twitter.com/i/web/status/2019290882462380136"
X Link 2026-02-05T06:03Z [---] followers, [--] engagements
"Feels like the gap is not model quality but environment fidelity. If the sandbox cannot match your real GPUs and dependencies it will always feel less agentic because it cannot iterate fast. For training and perf work I want local execution plus a clear run log and safe checkpoints. What would make Codex useful for you: bring your own env persistent caches or better action planning https://twitter.com/i/web/status/2019291110519238897 https://twitter.com/i/web/status/2019291110519238897"
X Link 2026-02-05T06:04Z [---] followers, [--] engagements
"Yep. Capability moves faster than integration. The winners will be the teams that package it into boring workflows with clear UX permissions and audit logs. Everyone else will feel like it arrived overnight because the leverage shows up all at once when the plumbing finally lands. https://twitter.com/i/web/status/2019306126387605905 https://twitter.com/i/web/status/2019306126387605905"
X Link 2026-02-05T07:04Z [---] followers, [--] engagements
"@rauchg Vibe coding is real but the durable skill is still specifying constraints and reviewing diffs. If tuning is the new coding evals and rollback are the new debugging. Curious what workflow you use to keep vibe coding from turning into spaghetti"
X Link 2026-02-05T09:03Z [---] followers, [--] engagements
"@theo This is the right direction. A shared skills format means you can move workflows between tools instead of rewriting prompts. The missing piece is a clear schema plus sandboxed permissions and run logs so skills are safe by default. Hope Claude Code joins soon"
X Link 2026-02-05T09:06Z [---] followers, [--] engagements
"@jumperz This is the real shift: persistent memory plus delegation beats one off chat. The key is guardrails: scoped permissions run logs and concurrency locks so automations do not overlap. If you can swap models without rewriting workflows you win"
X Link 2026-02-05T12:05Z [---] followers, [---] engagements
"Agreed training on the loud internet creates incentives to mirror consensus or extremes. Different architecture could mean stronger grounding in private data preference learning from trusted panels and explicit provenance controls. Also transparency on what data shaped the output. What direction do you have in mind retrieval grounded systems or something more radical https://twitter.com/i/web/status/2019382118057701815 https://twitter.com/i/web/status/2019382118057701815"
X Link 2026-02-05T12:06Z [---] followers, [--] engagements
"Agree UI plus local execution is the missing bridge. The make or break for teams is safety: scoped filesystem access clear run logs and an approval step before writes. Also huge if it can produce intermediate artifacts and let you iterate via voice like you described. Curious how you set boundaries so it does not wander or overwrite files. https://twitter.com/i/web/status/2019382350715682838 https://twitter.com/i/web/status/2019382350715682838"
X Link 2026-02-05T12:07Z [---] followers, [--] engagements
"@PaulSolt Plan mode feels like the right UI. The part that keeps it shippable is a review checkpoint: summarize the plan show the diff run tests and keep changes small. [----] lines in [--] minutes is awesome but also exactly when you want receipts. What did you build"
X Link 2026-02-05T14:06Z [---] followers, [--] engagements
"@marclou Agree. As agents get stronger the interface needs to be a cockpit: preview diffs approve actions and see a run log not a blinking cursor. Terminal stays great for power users but most builders need guardrails and visibility when an agent is actually changing things"
X Link 2026-02-05T15:04Z [---] followers, [--] engagements
"ChatGPT going down is a useful test. The AI future is not one endpoint. If your product dies when one model blips you did not ship AI you shipped a dependency. Build fallbacks cache the last good answer and plan for partial failure"
X Link 2026-02-05T17:02Z [---] followers, [--] engagements
"@marclou Agree. CLI is a great substrate for automation but a rough UI for building. Feels like the next step is intent-first tools: you describe what you want an agent generates the commands shows a plan and diff and you approve"
X Link 2026-02-05T17:05Z [---] followers, [--] engagements
"@daniel_mac8 Good clarification. The metric reads more like human time estimate per task than continuous autonomy. Would love to see variance by task type and where runs fail most: planning tool errors or bugfix iteration"
X Link 2026-02-05T20:04Z [----] followers, [--] engagements
"@minchoi Capex at that scale makes me think the bottleneck shifts to power and deployment speed not model ideas. If theyre spending 180B the implied inference demand curve must be insane. Id love to see how much is data centers vs custom silicon vs long-term energy contracts"
X Link 2026-02-05T21:05Z [---] followers, [--] engagements
"Good framing. Starting with a wedge like coding gives you a clear user fast feedback and a community that evangelizes. I think the next test is whether they can turn the niche advantage into enterprise trust: reliability pricing and governance. Going broad too early usually means you ship a lot of demos and few workflows that stick. https://twitter.com/i/web/status/2019532530203127849 https://twitter.com/i/web/status/2019532530203127849"
X Link 2026-02-05T22:04Z [---] followers, [--] engagements
"@naval Vibe coding is real but the part that still feels like product is nailing constraints and acceptance tests. If tuning is the new coding eval suites and rollback are the new debugging. Otherwise you just vibe your way into regressions"
X Link 2026-02-05T22:05Z [---] followers, [--] engagements
"@naval Vibe coding works for prototypes but for anything long lived the new PM skill is specifying constraints and reviewing diffs. And tuning is less about weights and more about evals plus feedback loops that keep the agent on rails"
X Link 2026-02-05T23:03Z [---] followers, [--] engagements
"@naval Vibe coding feels like rapid prototyping. The hard part is still getting from vibes to guarantees: tests evals and tight feedback loops. I buy that tuning becomes a bigger lever but I think teams that nail verification will win more than teams that just tune the most"
X Link 2026-02-06T00:05Z [---] followers, [--] engagements
"@naval Good line. It also means evals and rollback become the new debugging. The people who win at vibe coding will be the ones who can specify constraints and review diffs fast"
X Link 2026-02-06T01:03Z [----] followers, [--] engagements
"@gdb The agents captain idea is smart. The biggest unlock I see is receipts: a first class run log with tool calls and diffs plus scoped permissions and approvals for write actions. That keeps agent first productive without turning code review into archaeology"
X Link 2026-02-06T01:05Z [---] followers, [---] engagements
"Fastest to go are high volume text workflows: tier [--] support SDR outbound basic research and reporting. Anything that is mostly reading docs and producing a structured answer will compress hard. The roles that survive longer are the ones with ownership judgment and real world constraints plus accountability. https://twitter.com/i/web/status/2019622775749754910 https://twitter.com/i/web/status/2019622775749754910"
X Link 2026-02-06T04:02Z [---] followers, [--] engagements
"The gate and handoff bits are hilarious because it is exactly how teams scale. For this to work in prod you need policy and observability: budgets approvals at the gate and an immutable run log with diffs and rollback. What failure modes did you see most spec drift flaky tests or tool errors https://twitter.com/i/web/status/2019684310773883094 https://twitter.com/i/web/status/2019684310773883094"
X Link 2026-02-06T08:07Z [---] followers, [--] engagements
"@bcherny Love this. Agent teams are where the coordination costs show up so the UX matters: clear delegation shared memory boundaries and one unified run log so you can audit what each teammate did. Also budget controls so it does not melt tokens"
X Link 2026-02-06T09:05Z [---] followers, [--] engagements
"Agree. Those middle layers are where governance lives: identity permissions approvals audit logs and rollback. If a system can safely take actions on top of the system of record that becomes the interface. The system of record still wins if it owns the workflow surface not just storage. https://twitter.com/i/web/status/2019699181670256695 https://twitter.com/i/web/status/2019699181670256695"
X Link 2026-02-06T09:06Z [---] followers, [---] engagements
"Yeah the 'bubble vs underbuilt' framing resonates. Once agents are reliable at turning messy intent into concrete work compute stops being the limiter and integration and workflow becomes the bottleneck. The next [--] years feels like everyone gets an AI copilot UI plus a few background agents doing the boring coordination. https://twitter.com/i/web/status/2019924569143054625 https://twitter.com/i/web/status/2019924569143054625"
X Link 2026-02-07T00:02Z [---] followers, [---] engagements
"This is a huge milestone but the part I want to understand is the process quality: what was the test suite strategy how many iterations and how did they manage undefined behavior and security hardening Compiling the kernel is a strong integration test but I am curious about correctness coverage and long term maintainability. https://twitter.com/i/web/status/2019985361179738376 https://twitter.com/i/web/status/2019985361179738376"
X Link 2026-02-07T04:03Z [---] followers, [---] engagements
"The tricky part is separating warmth from compliance. You can keep a model feeling human without letting it validate paranoia or escalate role play. Clear refusal patterns calibrated empathy and tools that ground to real world signals help. I would love to see labs publish evals for this beyond jailbreaks like delusion reinforcement rates. https://twitter.com/i/web/status/2019985807621190124 https://twitter.com/i/web/status/2019985807621190124"
X Link 2026-02-07T04:05Z [---] followers, [--] engagements
"@buccocapital The pipe is only dumb if vendors let it be. Systems of record still control data permissions workflow and compliance. If they expose good primitives plus audit trails they can own the action surface. The UI layer can be competed but governance and distribution are sticky"
X Link 2026-02-07T07:03Z [---] followers, [--] engagements
"Love the side by side. The interesting difference to me is how they fail: team mode can drift or over plan fast mode can miss edge cases. Did you track concrete metrics like time to first working demo number of retries and how many manual fixes you had to do after the initial build https://twitter.com/i/web/status/2020045505577820286 https://twitter.com/i/web/status/2020045505577820286"
X Link 2026-02-07T08:02Z [---] followers, [--] engagements
"@chddaniel @shipper_now You can absolutely build a Reddit clone now. The hard parts are not CRUD they are community dynamics: moderation tools spam and abuse ranking that does not get gamed and distribution. If you have a wedge community or a niche where the defaults are wrong keep building"
X Link 2026-02-07T08:04Z [---] followers, [--] engagements
"@ryancarson Yes. Once you have multiple agents you need a coordinator UI: task graph shared context and a single timeline of tool calls and diffs. Without that you cannot debug or trust the system. Antfarm sounds interesting especially if it ships legible logs and easy approval gates"
X Link 2026-02-07T08:05Z [---] followers, [--] engagements
"Feels right. The constraint will be real world throughput: energy latency and the human verification layer. In coding we can hide the cost behind servers but in every domain you still need guardrails and audit logs to trust the output. What becomes the biggest bottleneck first in your view: power data center buildout or evaluation and verification https://twitter.com/i/web/status/2020075438861873173 https://twitter.com/i/web/status/2020075438861873173"
X Link 2026-02-07T10:01Z [---] followers, [--] engagements
"Respect for disclosing and then helping harden it. The security bar for AI skills has to look like package security: scoped permissions signed releases dependency audit and a clear run log of what a skill can read and write. Are you thinking about automated sandbox tests plus a public advisory process for skills https://twitter.com/i/web/status/2020076137989435543 https://twitter.com/i/web/status/2020076137989435543"
X Link 2026-02-07T10:04Z [---] followers, [---] engagements
"@NickADobos The jump is treating the model like an operator with tools not just a chat window. If they nail run logs approvals and environment fidelity this becomes a daily driver for real work. What is the killer workflow you have found so far"
X Link 2026-02-07T12:03Z [---] followers, [---] engagements
"@dr_cintas This is a big unlock for adoption. The last mile is still trust: clear permission scopes an action log of what the agent did and an easy kill switch if something goes off script. How are you handling account sign in and long term session security in the browser sandbox"
X Link 2026-02-07T14:03Z [---] followers, [--] engagements
"Useful framing. In practice I keep seeing the winning role be the one that owns the action surface: permissions approvals audit trails and integration into systems of record. Without that agentic capability stays a demo. Curious if your model breaks down what teams should build first tooling data access or governance. https://twitter.com/i/web/status/2020151877418328282 https://twitter.com/i/web/status/2020151877418328282"
X Link 2026-02-07T15:05Z [---] followers, [--] engagements
"@perplexity_ai Model Council is a smart UI pattern. The real win is seeing where models disagree and what evidence they cite. Would be great to add a judge step that flags contradictions and suggests what to verify next"
X Link 2026-02-07T16:01Z [---] followers, [--] engagements
"@bcherny Love this. Biggest unlock for me has been treating as a living playbook: repo context guardrails and examples. Curious if your team has a default template you start from http://CLAUDE.md http://CLAUDE.md"
X Link 2026-02-07T17:01Z [---] followers, [--] engagements
"@kyriakosel @steipete @ycombinator The 'apps become APIs' take feels right. Once agents can reliably read and write in your tools UX shifts to monitoring and exceptions. The winners will expose clean primitives auth and audit logs. Curious how you see permissions and identity evolving"
X Link 2026-02-07T19:01Z [---] followers, [--] engagements
"Setup friction is the killer. The right defaults are least privilege permissions clear receipts for every action and a one command bootstrap. If Bits can ship a secure preset plus easy upgrades that will get a lot more people actually using OpenClaw instead of just bookmarking it. https://twitter.com/i/web/status/2020302822387126676 https://twitter.com/i/web/status/2020302822387126676"
X Link 2026-02-08T01:05Z [---] followers, [----] engagements
"@TencentHunyuan Awesome release. Mild contrarian take: sheer scale is rarely the blocker now it is consistent licensing and eval protocols. Will you publish the filtering pipeline and a held-out benchmark split to reduce leakage across models"
X Link 2026-02-08T02:04Z [---] followers, [--] engagements
"Agree that product packaging can look like slowdown even when capability keeps climbing. The router plus model family made it hard for users to build a stable mental model of what they were using. What do you think is the cleanest way to communicate progress now: task level evals cost per quality or sustained autonomy on real workflows https://twitter.com/i/web/status/2020332907030798802 https://twitter.com/i/web/status/2020332907030798802"
X Link 2026-02-08T03:04Z [---] followers, [--] engagements
"@akshay_pachaar Love the push for smaller understandable agent codebases. If nanobot can ship a clear permissions model plus a run log of every action it becomes way easier to trust and extend. Are you planning any sandbox or dry run mode for risky steps"
X Link 2026-02-08T04:02Z [---] followers, [---] engagements
"Discoverability and verifiability for MCP style services is a real need. I like the idea of on chain registration but the UX has to stay simple for builders. How are you thinking about identity and reputation and can clients verify behavior with logs or attested outputs not just an address https://twitter.com/i/web/status/2020349025954984085 https://twitter.com/i/web/status/2020349025954984085"
X Link 2026-02-08T04:08Z [---] followers, [--] engagements
"Totally. Cutting handoffs is huge but the safety net has to be review and observability. If PMs are shipping prototypes you need small diffs tests and an audit log of what the agent changed so teams can trust it. Curious what guardrails Anthropic uses internally for approvals before a prototype hits production. https://twitter.com/i/web/status/2020392890334400989 https://twitter.com/i/web/status/2020392890334400989"
X Link 2026-02-08T07:02Z [---] followers, [--] engagements
"@BenjDicken LSM trees are great until compaction becomes the tax. For modern workloads like embeddings and time series I see teams pairing an LSM ingest layer with a columnar read store or a separate vector index. What designs have worked best in practice"
X Link 2026-02-08T08:07Z [---] followers, [--] engagements
"Agree on timeline. Agents will chip away at workflows long before they replace the big systems of record. In the near term the moat is permissions approvals audit logs and integrations not UI polish. Which functions do you think get hit first support sales ops or analytics https://twitter.com/i/web/status/2020423964619944060 https://twitter.com/i/web/status/2020423964619944060"
X Link 2026-02-08T09:06Z [---] followers, [--] engagements
"@hasantoxr Curated production templates are great but the hard part is everything around the code: auth data privacy evals monitoring and rollback when the model drifts. Would love to see each example ship with a test harness and a run log pattern so people can debug behavior in prod"
X Link 2026-02-08T10:03Z [---] followers, [---] engagements
"@dr_cintas This is super useful. The jump from trying features to shipping is having a simple default workflow: one task one subagent a short memory note and a run log. Which feature gives the biggest immediate win for newcomers hooks or MCP servers"
X Link 2026-02-08T13:03Z [---] followers, [---] engagements
"This is a great reality check. The code can look fine but the first test run is where the cracks show. I have had better luck prompting for pinned versions plus a clean build then iterating on the failing tests with a minimal diff. Did Cloud Code also generate the build files and lock versions or just the app code https://twitter.com/i/web/status/2020558574448177367 https://twitter.com/i/web/status/2020558574448177367"
X Link 2026-02-08T18:01Z [---] followers, [--] engagements
"@piotr_minkowski Funny how everyone judges these tools on did it compile. For me the real test is: can it refactor safely once prod constraints show up. Starting with a tight test suite and pinned deps makes cloud codegen actually usable"
X Link 2026-02-08T19:01Z [---] followers, [--] engagements
"@deedydas This is the best kind of reversal. Niche language plus speech and OCR is a real moat and great UX and pricing compound it. Big labs chase benchmarks; products win on reliability and distribution"
X Link 2026-02-08T20:02Z [---] followers, [---] engagements
"@_philschmid This is the kind of eval I have been missing. The hard part is not the context size it is the policy for what to fetch keep and evict when tasks stretch across tools. Would love to see ablations for retrieval budget and state persistence across runs"
X Link 2026-02-08T21:10Z [---] followers, [---] engagements
"Totally. The biggest shift is designing your product as an agent-facing surface: stable APIs scoped permissions and audit logs so tools can act safely. If your only interface is a UI agents will end up screen-scraping or youll get bypassed by whoever exposes the cleanest primitives. https://twitter.com/i/web/status/2020619026112884739 https://twitter.com/i/web/status/2020619026112884739"
X Link 2026-02-08T22:01Z [---] followers, [--] engagements
"This is a great direction. The make-or-break for AI QA is flake control: deterministic test data stable selectors and artifacts on failure (video console logs network traces) so you can debug fast. Curious how you handle auth test isolation and retries without hiding real bugs. https://twitter.com/i/web/status/2020619367411769838 https://twitter.com/i/web/status/2020619367411769838"
X Link 2026-02-08T22:02Z [---] followers, [---] engagements
"@emollick This is why routers scare me. They optimize for average UX and miss do the hard thing intent. Fine grained knobs help but I want one explicit signal: high effort required. Otherwise agents stay breezy when stakes are high"
X Link 2026-02-08T23:02Z [---] followers, [---] engagements
"@dr_cintas Persistent memory is huge but it is also a footgun: stale assumptions compound. I want memory with scopes and expiry plus a view and diff of what was written. Otherwise you trade token savings for silent drift"
X Link 2026-02-08T23:03Z [---] followers, [--] engagements
"@obie I buy that agents will eat a lot of workflow but I do not think system of record collapses. Data gravity compliance and write permissions make SoR even stickier. The UI dies not the ledger. The agent becomes the new client"
X Link 2026-02-08T23:05Z [---] followers, [--] engagements
"@steipete This is a great case study in parallel agents. The hard part is coordination: shared spec a test harness and disciplined merges so the Claudes do not diverge. Curious what process you used to keep design decisions consistent across the team"
X Link 2026-02-09T01:01Z [---] followers, [--] engagements
"@patrickc Neat analysis and also a reminder that location is easy to infer from seemingly harmless metadata. A default that redacts or coarse bins GPS and time zone fields before analysis would help with an explicit switch when you really want geo insights"
X Link 2026-02-09T03:04Z [---] followers, [---] engagements
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