@triptitips

AI • Tech • Automation . 📺 HIGGS-MINIZ Daily AI Tools & Coding Resources #13K+ LinkedIn Audience Brand Collaborations: 📩 [email protected]

India
Joined November 2025
🎓 GOOGLE FREE COURSES WITH CERTIFICATES Looking to learn new skills without spending a fortune? Here are 10 Google courses you can explore across AI, data, marketing, cybersecurity, UX and more: 🔐 Cybersecurity grow.google/intl/en_in/cyber… 📊 Business Intelligence coursera.org/google-certific… 📈 Advanced Data Analytics coursera.org/google-certific… 📣 Digital Marketing grow.google/intl/en_in/digit… 🤖 AI & Machine Learning grow.google/intl/en_pk/guide… 📊 Data Analytics grow.google/intl/en_in/data-… 📋 Project Management grow.google/intl/en_in/proje… 🎨 UX Design grow.google/intl/en_in/ux-de… ⚙️ IT Automation coursera.org/google-certific… 💻 IT Support coursera.org/google-certific… 📌 Save this post for later. Share it with someone who is looking to upskill or build a new career path. ❤️ Like 🔁 Retweet 🔖 Bookmark Follow @triptitips for more such posts #Google #FreeCourses #OnlineLearning
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Tripti Tripathi retweeted
All Paid Courses (Free for First 4500 People) 𝗣𝗮𝗶𝗱 𝗖𝗼𝘂𝗿𝘀𝗲 𝗙𝗥𝗘𝗘 (PART - 1) 1. Artificial Intelligence 2. Machine Learning 3. Prompt Engineering 4. Claude,Chatgpt,Grok 5. Data Analytics 6. AWS Certified 7. Data Science 8. BIG DATA 9. Python 10. Ethical Hacking (72 Hours only ) Like + Repost + comment ' Drive ' Must follow me @triptitips . Once you follow, I can DM you with the details.
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Tripti Tripathi retweeted
🎓 GOOGLE FREE COURSES WITH CERTIFICATES Looking to learn new skills without spending a fortune? Here are 10 Google courses you can explore across AI, data, marketing, cybersecurity, UX and more: 🔐 Cybersecurity grow.google/intl/en_in/cyber… 📊 Business Intelligence coursera.org/google-certific… 📈 Advanced Data Analytics coursera.org/google-certific… 📣 Digital Marketing grow.google/intl/en_in/digit… 🤖 AI & Machine Learning grow.google/intl/en_pk/guide… 📊 Data Analytics grow.google/intl/en_in/data-… 📋 Project Management grow.google/intl/en_in/proje… 🎨 UX Design grow.google/intl/en_in/ux-de… ⚙️ IT Automation coursera.org/google-certific… 💻 IT Support coursera.org/google-certific… 📌 Save this post for later. Share it with someone who is looking to upskill or build a new career path. ❤️ Like 🔁 Retweet 🔖 Bookmark Follow @triptitips for more such posts #Google #FreeCourses #OnlineLearning
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50 Websites that feel illegal to know: DOWNLOADS & MEDIA 1. cobalt.tools — download any video from socials 2. photopea.com — Photoshop but completely free 3. temp-mail.org — disposable email in one click 4. tinywow.com — 100+ free tools in one site 5. archive.org — access any old webpage ever 6. libgen.li — millions of free textbooks 7. sci-hub.al — free research papers 8. alternativeto.net — find free app alternatives 9. justwatch.com — find where to stream anything 10. gutenberg.org — 70K free classic books RESEARCH & LEARNING 11. pdfdrive.com — free PDF downloads 12. openculture.com — free courses from top unis 13. wolframalpha.com — solve any math instantly 14. remove.bg — remove backgrounds in one click 15. cleanup.pictures — erase objects from photos 16. unscreen.com — remove video backgrounds free 17. squoosh.app — compress any image free 18. excalidraw.com — hand draw diagrams free 19. carbon.now.sh — turn code into beautiful art 20. ray.so — stunning code screenshots TRAVEL, SHOPPING & SAFETY 21. flightradar24.com — track any flight in real time 22. camelcamelcamel.com — track Amazon price history 23. haveibeenpwned.com — check if you were hacked 24. virustotal.com — scan any file for malware 25. privnote.com — send self destructing messages 26. file.io — share files that auto delete 27. archive.ph — save any webpage forever 28. accountkiller.com — delete yourself from any site 29. radio.garden — listen to any radio worldwide 30. tunefind.com — find songs from any show ENTERTAINMENT & DISCOVERY 31. musicforprogramming.net — music to focus with 32. mynoise.net — custom focus soundscapes 33. annasarchive.org — search every book ever written 34. elicit.com — AI research paper assistant 35. consensus.app — search what science agrees on 36. connectedpapers.com — map research visually 37. semanticscholar.org — free academic search 38. scispace.com — understand any research paper 39. summarize.tech — summarize any YouTube video 40. phind.com — AI search for developers DEVELOPER & PRODUCTIVITY 41. regex101.com — test any regex instantly 42. codebeautify.org — format any code cleanly 43. explainshell.com — understand terminal commands 44. tldraw.com — infinite whiteboard in browser 45. downdetector.com — check if any site is down 46. tineye.com — reverse image search 47. fast.com — check your internet speed 48. smallpdf.com — edit PDFs free 49. ilovepdf.com — merge and split PDFs 50. 10minutemail.com — temp email in seconds ❤️ Like 🔁 Retweet 🔖 Bookmark Follow @triptitips for more such posts
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All Paid Courses (Free for First 4500 People) 𝗣𝗮𝗶𝗱 𝗖𝗼𝘂𝗿𝘀𝗲 𝗙𝗥𝗘𝗘 (PART - 1) 1. Artificial Intelligence 2. Machine Learning 3. Prompt Engineering 4. Claude,Chatgpt,Grok 5. Data Analytics 6. AWS Certified 7. Data Science 8. BIG DATA 9. Python 10. Ethical Hacking (72 Hours only ) Like + Repost + comment ' Drive ' Must follow me @triptitips . Once you follow, I can DM you with the details.
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AI is more than just ChatGPT. The real power lies in how models, agents, RAG, memory, security, and automation work together. The future of AI isn’t about having more tools—it’s about building better systems. 🚀 #AI #GenAI #ArtificialIntelligence
𝗠𝗼𝘀𝘁 𝗽𝗲𝗼𝗽𝗹𝗲 𝘁𝗵𝗶𝗻𝗸 𝗔𝗜 = 𝗖𝗵𝗮𝘁𝗚𝗣𝗧. Not even close. ChatGPT is what you see. The real AI revolution is the massive ecosystem being built underneath it. This AI Stack Map captures 100+ tools powering modern AI applications. 𝗧𝗵𝗲 𝗺𝗼𝗱𝗲𝗿𝗻 𝗔𝗜 𝘀𝘁𝗮𝗰𝗸 𝗹𝗼𝗼𝗸𝘀 𝘀𝗼𝗺𝗲𝘁𝗵𝗶𝗻𝗴 𝗹𝗶𝗸𝗲 𝘁𝗵𝗶𝘀: LLMs → OpenAI, Claude, Gemini, Llama, Mistral Agentic AI → LangGraph, CrewAI, AutoGen, CAMEL, Agno RAG → LangChain, LlamaIndex, Haystack, GraphRAG Embeddings → OpenAI, Voyage, Cohere, BGE MCP → Connecting models with tools, data and systems AI Security → Guardrails, Presidio, Lakera, Prompt Security Observability & Evals → LangSmith, Langfuse, Phoenix, Ragas Memory → Redis, Mem0, Zep, Neo4j, Chroma Agent Frameworks → OpenAI SDK, Semantic Kernel, Google ADK, Bedrock Automation → n8n, Zapier, Make, Airflow, Prefect Vector Databases → Pinecone, Weaviate, Qdrant, Milvus, pgvector But here’s the part that matters more than the logos. 𝗧𝗵𝗶𝘀 𝗶𝘀 𝗻𝗼𝘁 𝗮 𝘀𝗵𝗼𝗽𝗽𝗶𝗻𝗴 𝗹𝗶𝘀𝘁. It’s a dependency graph. Your RAG is only as good as your retrieval + embeddings. Your agent is only as reliable as its tools + evaluations + guardrails. Your memory is useless if you can’t observe when context becomes stale or wrong. Your MCP layer becomes dangerous if permissions and governance are an afterthought. And a “best-in-class” stack can still become a terrible production system. Why? Because AI systems rarely fail only inside one component. 𝗧𝗵𝗲𝘆 𝗳𝗮𝗶𝗹 𝗮𝘁 𝘁𝗵𝗲 𝗵𝗮𝗻𝗱𝗼𝗳𝗳𝘀. Model → Retrieval Retrieval → Context Context → Agent Agent → Tool Tool → Memory Memory → Evaluation That’s where latency compounds, context gets lost, permissions leak, hallucinations propagate and reliability starts falling apart. 𝗧𝗵𝗲 𝗿𝗲𝗮𝗹 𝗺𝗼𝗮𝘁 𝗶𝘀𝗻’𝘁 𝗵𝗮𝘃𝗶𝗻𝗴 𝗺𝗼𝗿𝗲 𝗔𝗜 𝘁𝗼𝗼𝗹𝘀. It’s designing how they work together. A stack map tells you 𝗪𝗛𝗔𝗧 exists. Production engineering decides 𝗛𝗢𝗪 it all survives contact with reality. Which tool in your AI stack has become indispensable? Save this map for your next AI build. Repost it for someone designing an AI architecture. #AI #ArtificialIntelligence #GenAI
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Tripti Tripathi retweeted
50 websites that feel like the internet’s hidden toolbox 1. unpaywall.org — Free research papers 2. openlibrary.org — Borrow books online 3. doaj.org — Free academic journals 4. alternativeto.net — App alternatives 5. justwatch.com — Find where to stream 6. archive.org — Internet archives 7. gutenberg.org — 70K+ free books 8. openstax.org — Free textbooks 9. openculture.com — Free courses 10. wolframalpha.com — Solve complex problems 11. photopea.com — Photoshop alternative 12. squoosh.app — Compress images 13. remove.bg — Remove backgrounds 14. cleanup.pictures — Remove objects 15. unscreen.com — Remove video backgrounds 16. carbon.now.sh — Beautiful code images 17. ray.so — Code screenshots 18. shots.so — Product mockups 19. smartmockups.com — Create mockups 20. haveibeenpwned.com — Check data breaches 21. virustotal.com — Scan files & URLs 22. privnote.com — Self-destructing notes 23. temp-mail.org — Temporary email 24. file.io — Temporary file sharing 25. archive.ph — Save webpages 26. similarsites.com — Find similar websites 27. radio.garden — Explore global radio 28. everynoise.com — Discover music genres 29. tunefind.com — Find songs from shows 30. musicforprogramming.net — Focus music 31. mynoise.net — Custom background sounds 32. coffitivity.com — Café ambience 33. elicit.org — Research assistant 34. consensus.app — Research-backed answers 35. connectedpapers.com — Research connections 36. semanticscholar.org — Academic search 37. scispace.com — Understand research papers 38. summarize.tech — YouTube summaries 39. phind.com — AI for developers 40. regex101.com — Test regex 41. codebeautify.org — Format code 42. jsonformatter.org — Format JSON 43. explainshell.com — Understand terminal commands 44. raindrop.io — Bookmark manager 45. downdetector.com — Check outages 46. tineye.com — Reverse image search 47. fast.com — Internet speed test 48. smallpdf.com — PDF tools 49. ilovepdf.com — Merge/split PDFs 50. 10minutemail.com — Temporary email 📌 Save this list. Share it with someone who needs it. Follow @triptitips for more useful websites, AI tools & tech resources. 🚀
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50 websites that feel like the internet’s hidden toolbox 1. unpaywall.org — Free research papers 2. openlibrary.org — Borrow books online 3. doaj.org — Free academic journals 4. alternativeto.net — App alternatives 5. justwatch.com — Find where to stream 6. archive.org — Internet archives 7. gutenberg.org — 70K+ free books 8. openstax.org — Free textbooks 9. openculture.com — Free courses 10. wolframalpha.com — Solve complex problems 11. photopea.com — Photoshop alternative 12. squoosh.app — Compress images 13. remove.bg — Remove backgrounds 14. cleanup.pictures — Remove objects 15. unscreen.com — Remove video backgrounds 16. carbon.now.sh — Beautiful code images 17. ray.so — Code screenshots 18. shots.so — Product mockups 19. smartmockups.com — Create mockups 20. haveibeenpwned.com — Check data breaches 21. virustotal.com — Scan files & URLs 22. privnote.com — Self-destructing notes 23. temp-mail.org — Temporary email 24. file.io — Temporary file sharing 25. archive.ph — Save webpages 26. similarsites.com — Find similar websites 27. radio.garden — Explore global radio 28. everynoise.com — Discover music genres 29. tunefind.com — Find songs from shows 30. musicforprogramming.net — Focus music 31. mynoise.net — Custom background sounds 32. coffitivity.com — Café ambience 33. elicit.org — Research assistant 34. consensus.app — Research-backed answers 35. connectedpapers.com — Research connections 36. semanticscholar.org — Academic search 37. scispace.com — Understand research papers 38. summarize.tech — YouTube summaries 39. phind.com — AI for developers 40. regex101.com — Test regex 41. codebeautify.org — Format code 42. jsonformatter.org — Format JSON 43. explainshell.com — Understand terminal commands 44. raindrop.io — Bookmark manager 45. downdetector.com — Check outages 46. tineye.com — Reverse image search 47. fast.com — Internet speed test 48. smallpdf.com — PDF tools 49. ilovepdf.com — Merge/split PDFs 50. 10minutemail.com — Temporary email 📌 Save this list. Share it with someone who needs it. Follow @triptitips for more useful websites, AI tools & tech resources. 🚀
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Tripti Tripathi retweeted
GOOGLE Free Courses With Certificates 🎓 • Cybersecurity grow.google/intl/en_in/cyber… • Business Intelligence coursera.org/google-certific… • Advanced Data Analytics coursera.org/google-certific… • Digital Marketing grow.google/intl/en_in/digit… • AI & Machine Learning grow.google/intl/en_pk/guide… • Data Analytics grow.google/intl/en_in/data-… • Project Management grow.google/intl/en_in/proje… • UX Design grow.google/intl/en_in/ux-de… • IT Automation coursera.org/google-certific… • IT Support coursera.org/google-certific… 🚀 Get certified and boost your career with Google courses. Follow @triptitips for more AI & tech content.
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Tripti Tripathi retweeted
𝗠𝗼𝘀𝘁 𝗽𝗲𝗼𝗽𝗹𝗲 𝘁𝗵𝗶𝗻𝗸 𝗔𝗜 = 𝗖𝗵𝗮𝘁𝗚𝗣𝗧. Not even close. ChatGPT is what you see. The real AI revolution is the massive ecosystem being built underneath it. This AI Stack Map captures 100+ tools powering modern AI applications. 𝗧𝗵𝗲 𝗺𝗼𝗱𝗲𝗿𝗻 𝗔𝗜 𝘀𝘁𝗮𝗰𝗸 𝗹𝗼𝗼𝗸𝘀 𝘀𝗼𝗺𝗲𝘁𝗵𝗶𝗻𝗴 𝗹𝗶𝗸𝗲 𝘁𝗵𝗶𝘀: LLMs → OpenAI, Claude, Gemini, Llama, Mistral Agentic AI → LangGraph, CrewAI, AutoGen, CAMEL, Agno RAG → LangChain, LlamaIndex, Haystack, GraphRAG Embeddings → OpenAI, Voyage, Cohere, BGE MCP → Connecting models with tools, data and systems AI Security → Guardrails, Presidio, Lakera, Prompt Security Observability & Evals → LangSmith, Langfuse, Phoenix, Ragas Memory → Redis, Mem0, Zep, Neo4j, Chroma Agent Frameworks → OpenAI SDK, Semantic Kernel, Google ADK, Bedrock Automation → n8n, Zapier, Make, Airflow, Prefect Vector Databases → Pinecone, Weaviate, Qdrant, Milvus, pgvector But here’s the part that matters more than the logos. 𝗧𝗵𝗶𝘀 𝗶𝘀 𝗻𝗼𝘁 𝗮 𝘀𝗵𝗼𝗽𝗽𝗶𝗻𝗴 𝗹𝗶𝘀𝘁. It’s a dependency graph. Your RAG is only as good as your retrieval + embeddings. Your agent is only as reliable as its tools + evaluations + guardrails. Your memory is useless if you can’t observe when context becomes stale or wrong. Your MCP layer becomes dangerous if permissions and governance are an afterthought. And a “best-in-class” stack can still become a terrible production system. Why? Because AI systems rarely fail only inside one component. 𝗧𝗵𝗲𝘆 𝗳𝗮𝗶𝗹 𝗮𝘁 𝘁𝗵𝗲 𝗵𝗮𝗻𝗱𝗼𝗳𝗳𝘀. Model → Retrieval Retrieval → Context Context → Agent Agent → Tool Tool → Memory Memory → Evaluation That’s where latency compounds, context gets lost, permissions leak, hallucinations propagate and reliability starts falling apart. 𝗧𝗵𝗲 𝗿𝗲𝗮𝗹 𝗺𝗼𝗮𝘁 𝗶𝘀𝗻’𝘁 𝗵𝗮𝘃𝗶𝗻𝗴 𝗺𝗼𝗿𝗲 𝗔𝗜 𝘁𝗼𝗼𝗹𝘀. It’s designing how they work together. A stack map tells you 𝗪𝗛𝗔𝗧 exists. Production engineering decides 𝗛𝗢𝗪 it all survives contact with reality. Which tool in your AI stack has become indispensable? Save this map for your next AI build. Repost it for someone designing an AI architecture. #AI #ArtificialIntelligence #GenAI
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GOOGLE Free Courses With Certificates 🎓 • Cybersecurity grow.google/intl/en_in/cyber… • Business Intelligence coursera.org/google-certific… • Advanced Data Analytics coursera.org/google-certific… • Digital Marketing grow.google/intl/en_in/digit… • AI & Machine Learning grow.google/intl/en_pk/guide… • Data Analytics grow.google/intl/en_in/data-… • Project Management grow.google/intl/en_in/proje… • UX Design grow.google/intl/en_in/ux-de… • IT Automation coursera.org/google-certific… • IT Support coursera.org/google-certific… 🚀 Get certified and boost your career with Google courses. Follow @triptitips for more AI & tech content.
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A Journey Through the Wild West 🤠🏜️ What if you could experience the Wild West through your own eyes? 👀 I created a cinematic first-person POV of a gritty 19th-century frontier town — dusty streets, wooden saloons, horses, wagons, market stalls, and authentic period costumes. 🐎🏜️ The goal: make AI-generated video feel less like watching a scene and more like actually being there. 🎥🔥 Created with AI • Cinematic POV • Multi-Shot @PixVerse #AI #AIVideo #GenerativeAI
🤖 Made with AI
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AI is changing the creator game! ✨ The tasks that once took hours can now be done in minutes. From creating marketing videos to making quick edits and fixes, AI is making the entire process faster and easier. Less time on repetitive work. More time for creativity.
🤝 Paid partnership
Creating marketing videos is a solved problem. Honestly, I can't imagine another creative area where we save so much time and money. Generating something like this used to cost thousands of dollars and take weeks. Now, it's cents and minutes. Best part of this: their mark-to-fix feature, where you can mark anywhere in the video and change it with a prompt.
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* You cannot blindly trust speed. You need to know what is actually happening inside the codebase.
Hot take: you still need to understand agent-written code Here's how we ship @ColdteaAI nearly as fast but still know the entire codebase: Open-source: github.com/coldteadotai/pr-l…
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Tripti Tripathi retweeted
You can earn $9,000 per month if you have ChatGPT, a laptop, and 60 mins a day. Usually, I'd charge $97 for this proven guide, but today it's yours 100% FREE. Like + reply 'Money' & I'll send you my complete guide for FREE. Must follow me @triptitips to get DM. FREE for 48 hrs only.
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Tripti Tripathi retweeted
🔴𝗕𝗲𝘀𝘁 𝗔𝗜 𝗧𝗼𝗼𝗹𝘀 𝗙𝗼𝗿 𝗪𝗲𝗯 𝗗𝗲𝘃𝗲𝗹𝗼𝗽𝗺𝗲𝗻𝘁 🤖 These are some of the most useful AI tools every web developer should know in 2026. ➡️ 𝗛𝘂𝗯𝗦𝗽𝗼𝘁’𝘀 𝗔𝗜 I Wasn't Sure What To Expect When I Tried HubSpot’s AI Website Generator. ➡️ 𝗪𝗶𝘅 Wix’s AI Web Builder Helps You Quickly Create A Business Website From Scratch. ➡️ 𝗙𝗿𝗮𝗺𝗲𝗿 Framer Provides A Figma-Like, AI-Powered Dashboard For Full-Stack Web Development. ➡️ 𝗖𝘂𝗿𝘀𝗼𝗿 It Is A Code Editor That Edits Websites And Apps Through Conversational Language. ➡️ 𝗚𝗶𝘁𝗛𝘂𝗯 𝗖𝗼𝗽𝗶𝗹𝗼𝘁 GitHub Copilot Is An AI Assistant That Speeds Up Coding With Prompts And Suggestions. ➡️ 𝗥𝗲𝗽𝗹𝗶𝘁 Replit Agent Is An AI Assistant Built Into Replit For Faster App Development. ➡️ 𝗕𝗼𝗹𝘁 Bolt Is Probably One Of The Simplest Yet Most Powerful AI Web Builders I’ve Seen. ➡️ 𝗗𝗼𝗿𝗮 𝗔𝗜 Dora AI Is An AI Web Builder That Lets You Create And Publish 3D Animated Websites. ➡️ 𝗤𝗼𝗱𝗼 Qodo Is An AI Coding Assistant That Helps Developers Write And Document Code. ➡️ 𝗖𝗹𝗮𝘂𝗱𝗲 𝗦𝗼𝗻𝗻𝗲𝘁 𝟰 Claude Sonnet 4 Is Anthropic’s LLM For Advanced Reasoning And Coding Tasks. ➡️ 𝗦𝗻𝘆𝗸 𝗔𝗜 Snyk AI Is An AI Tool That Tests And Verifies Code, Especially AI-Generated Code. ➡️ 𝗔𝗽𝗽𝗹𝗶𝘁𝗼𝗼𝗹𝘀 Applitools Eyes Uses AI To Compare Designs And Automatically Detect Visual Discrepancies. ❤️ Like 🔁 Retweet 🔖 Bookmark Follow @triptitips for more such posts
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Tripti Tripathi retweeted
12 Websites that pay you daily 1. arise.com 2. kellyconnect.com 3. gaggle.net 4. paidwork.com 5. toptal.com 6. lnkd.in/gr8YKRn6 7. preply.com 8. lnkd.in/gRQtzZSQ 9. rev.com 10. taskrabbit.com 11. swagbucks.com 12. nexrep.com 13. clickworker.com Follow me @triptitips for more AI IDEA. Like , Comment - "Websites" and repost so that others can also take benefits !!
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𝗠𝗼𝘀𝘁 𝗽𝗲𝗼𝗽𝗹𝗲 𝘁𝗵𝗶𝗻𝗸 𝗔𝗜 = 𝗖𝗵𝗮𝘁𝗚𝗣𝗧. Not even close. ChatGPT is what you see. The real AI revolution is the massive ecosystem being built underneath it. This AI Stack Map captures 100+ tools powering modern AI applications. 𝗧𝗵𝗲 𝗺𝗼𝗱𝗲𝗿𝗻 𝗔𝗜 𝘀𝘁𝗮𝗰𝗸 𝗹𝗼𝗼𝗸𝘀 𝘀𝗼𝗺𝗲𝘁𝗵𝗶𝗻𝗴 𝗹𝗶𝗸𝗲 𝘁𝗵𝗶𝘀: LLMs → OpenAI, Claude, Gemini, Llama, Mistral Agentic AI → LangGraph, CrewAI, AutoGen, CAMEL, Agno RAG → LangChain, LlamaIndex, Haystack, GraphRAG Embeddings → OpenAI, Voyage, Cohere, BGE MCP → Connecting models with tools, data and systems AI Security → Guardrails, Presidio, Lakera, Prompt Security Observability & Evals → LangSmith, Langfuse, Phoenix, Ragas Memory → Redis, Mem0, Zep, Neo4j, Chroma Agent Frameworks → OpenAI SDK, Semantic Kernel, Google ADK, Bedrock Automation → n8n, Zapier, Make, Airflow, Prefect Vector Databases → Pinecone, Weaviate, Qdrant, Milvus, pgvector But here’s the part that matters more than the logos. 𝗧𝗵𝗶𝘀 𝗶𝘀 𝗻𝗼𝘁 𝗮 𝘀𝗵𝗼𝗽𝗽𝗶𝗻𝗴 𝗹𝗶𝘀𝘁. It’s a dependency graph. Your RAG is only as good as your retrieval + embeddings. Your agent is only as reliable as its tools + evaluations + guardrails. Your memory is useless if you can’t observe when context becomes stale or wrong. Your MCP layer becomes dangerous if permissions and governance are an afterthought. And a “best-in-class” stack can still become a terrible production system. Why? Because AI systems rarely fail only inside one component. 𝗧𝗵𝗲𝘆 𝗳𝗮𝗶𝗹 𝗮𝘁 𝘁𝗵𝗲 𝗵𝗮𝗻𝗱𝗼𝗳𝗳𝘀. Model → Retrieval Retrieval → Context Context → Agent Agent → Tool Tool → Memory Memory → Evaluation That’s where latency compounds, context gets lost, permissions leak, hallucinations propagate and reliability starts falling apart. 𝗧𝗵𝗲 𝗿𝗲𝗮𝗹 𝗺𝗼𝗮𝘁 𝗶𝘀𝗻’𝘁 𝗵𝗮𝘃𝗶𝗻𝗴 𝗺𝗼𝗿𝗲 𝗔𝗜 𝘁𝗼𝗼𝗹𝘀. It’s designing how they work together. A stack map tells you 𝗪𝗛𝗔𝗧 exists. Production engineering decides 𝗛𝗢𝗪 it all survives contact with reality. Which tool in your AI stack has become indispensable? Save this map for your next AI build. Repost it for someone designing an AI architecture. #AI #ArtificialIntelligence #GenAI
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Tripti Tripathi retweeted
Hot take: you still need to understand agent-written code Here's how we ship @ColdteaAI nearly as fast but still know the entire codebase: Open-source: github.com/coldteadotai/pr-l…
here's how i shipped 2,500 PRs last month to production this was originally supposed to be for Cursor Compile in London. i couldn't make it since i was livestreaming for Grok @Bot Galaxy so i'm making it available for free here on X! watch it on 2x speed, i talk slowly
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12 Websites that pay you daily 1. arise.com 2. kellyconnect.com 3. gaggle.net 4. paidwork.com 5. toptal.com 6. lnkd.in/gr8YKRn6 7. preply.com 8. lnkd.in/gRQtzZSQ 9. rev.com 10. taskrabbit.com 11. swagbucks.com 12. nexrep.com 13. clickworker.com Follow me @triptitips for more AI IDEA. Like , Comment - "Websites" and repost so that others can also take benefits !!
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