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Skills vs MCP. What’s the difference and when should you use each? #maven #ai #claude #claudeskills
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Skills vs MCP. What’s the difference and when should you use each? #maven #ai #claude #claudeskills

What's the difference between skills and MCP

Feb 17
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This Book Is a Short-Form MBA @timferriss Book: Michael Porter’s – Competitive Strategy My new book, Runnin' Down a Dream: How to Thrive in a Career You Actually Love, is live now! Check the link in my bio to get your copy.
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This Book Is a Short-Form MBA @timferriss Book: Michael Porter’s – Competitive Strategy My new book, Runnin' Down a Dream: How to Thrive in a Career You Actually Love, is live now! Check the link in my bio to get your copy.

Michael Porter's book, Competitive Strategies, subtitled Techniques for Analyzing Industries and...

Feb 17 1:12
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Google just launch their new AI model called AlphaEarth. It transforms data from dozens of satellite sources into a unified digital globe, capturing every tens of square meters of the Earth’s surface with unprecedented detail. The data is extremely accurate at predicting weather patterns, flash flooding and wildfires before they happen. It’s also able to literally see through the clouds and assess potential farmland and soil fertility. But the best part is that this data can be used to study unmapped ecosystems, like the Amazon Rainforest and even Antarctica. And you can actually access any of this data yourself and build on top of it. Because it’s all open and publicly available.
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Google just launch their new AI model called AlphaEarth. It transforms data from dozens of satellite sources into a unified digital globe, capturing every tens of square meters of the Earth’s surface with unprecedented detail. The data is extremely accurate at predicting weather patterns, flash flooding and wildfires before they happen. It’s also able to literally see through the clouds and assess potential farmland and soil fertility. But the best part is that this data can be used to study unmapped ecosystems, like the Amazon Rainforest and even Antarctica. And you can actually access any of this data yourself and build on top of it. Because it’s all open and publicly available.

Google just launched their new AI model called Alpha Earth, which is like Google Maps, but on...

Feb 17
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There’s a new Vibe Coding Agent that creates stunning web layouts perfect spacing, and high-end aesthetics web design at no cost. The best part is how it bridges the gap between design and code. It hands you the specific prompt used to generate the layout. That means you can bring that exact style into Cursor or Lovable and make it your own immediately. It turns complex design work into a simple copy-paste job. If you want to level up your UI game with no coding knowledge, you need to try this. Comment “Web” to get the link in your DM✉️ #vibecoding #webdesign #aitool #aienthusiast #uiinspiration
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There’s a new Vibe Coding Agent that creates stunning web layouts perfect spacing, and high-end aesthetics web design at no cost. The best part is how it bridges the gap between design and code. It hands you the specific prompt used to generate the layout. That means you can bring that exact style into Cursor or Lovable and make it your own immediately. It turns complex design work into a simple copy-paste job. If you want to level up your UI game with no coding knowledge, you need to try this. Comment “Web” to get the link in your DM✉️ #vibecoding #webdesign #aitool #aienthusiast #uiinspiration

There's a new vibe coding tool that just ranked number one for website's design

Feb 17 0:29
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Send this to the one in your group that won’t play without a cart. ⛳️
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Send this to the one in your group that won’t play without a cart. ⛳️

He's telling you the truth, man

Feb 16 0:12
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A puppy will always find a way to get what they want😭 I don’t even think I can laugh about it now because it was such a scary moment for me as I was super cautious when Finn was a puppy and worried about everything. It also really hurt my wallet ✨
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A puppy will always find a way to get what they want😭 I don’t even think I can laugh about it now because it was such a scary moment for me as I was super cautious when Finn was a puppy and worried about everything. It also really hurt my wallet ✨

I mean, that was close

Feb 16 0:14
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Here’s the production-grade way to think about it 👇 The Ingestion Illusion Embedding 10M PDFs upfront is pure waste Most documents are never queried Instead: → Fingerprint PDFs → dedupe 30–40% instantly → Chunk semantically, not by fixed tokens → Embed on access, not on arrival Payoff: 5 TB shrinks to ~3 TB. Embedding bill drops 60% The Vector Tax Vector search is expensive when it’s your first filter Cosine similarity shouldn’t touch cold data Instead: → Keyword + metadata filter first → Narrow to top 1–5% corpus → Run vectors only on survivors Payoff: P95 latency improves 4–6× The Retrieval Funnel One retriever is brittle at this scale Instead: → BM25 for recall → vectors for relevance → Rerank top 50, not top 5,000 → Cache query embeddings aggressively Payoff: Recall stays high. Cost stays flat. The Context Budget Trap More context ≠ better answers It’s noise inflation Instead: → Compress chunks with summaries → Enforce hard token caps → Track answer attribution coverage Payoff: Token usage drops 70%. Accuracy goes up. Reframe: RAG is a retrieval system, not an embedding project. 🔖 Save this for your next RAG system design interview 💬 Comment “RAG” if you are also building a real-world architecture ➕ Follow for production-grade system design, not toy demos
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Here’s the production-grade way to think about it 👇 The Ingestion Illusion Embedding 10M PDFs upfront is pure waste Most documents are never queried Instead: → Fingerprint PDFs → dedupe 30–40% instantly → Chunk semantically, not by fixed tokens → Embed on access, not on arrival Payoff: 5 TB shrinks to ~3 TB. Embedding bill drops 60% The Vector Tax Vector search is expensive when it’s your first filter Cosine similarity shouldn’t touch cold data Instead: → Keyword + metadata filter first → Narrow to top 1–5% corpus → Run vectors only on survivors Payoff: P95 latency improves 4–6× The Retrieval Funnel One retriever is brittle at this scale Instead: → BM25 for recall → vectors for relevance → Rerank top 50, not top 5,000 → Cache query embeddings aggressively Payoff: Recall stays high. Cost stays flat. The Context Budget Trap More context ≠ better answers It’s noise inflation Instead: → Compress chunks with summaries → Enforce hard token caps → Track answer attribution coverage Payoff: Token usage drops 70%. Accuracy goes up. Reframe: RAG is a retrieval system, not an embedding project. 🔖 Save this for your next RAG system design interview 💬 Comment “RAG” if you are also building a real-world architecture ➕ Follow for production-grade system design, not toy demos

Transcribed by https://otter

Feb 15 0:07
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Golf plans always start wholesome then the clubhouse gets involved
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Golf plans always start wholesome then the clubhouse gets involved

Honey, Frank the Tank is not coming back, okay

Feb 14
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Claude code browser extension! Automate any browser task with slash commands and subagents. #claude #aiautomation #vibecoding #coding #ai
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Claude code browser extension! Automate any browser task with slash commands and subagents. #claude #aiautomation #vibecoding #coding #ai

Cloud Code just released their native browser extension, here's how you can use it to automate a...

Feb 12 0:59
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Stop using playwright MCP server for browser automation! Instead use the agent-browser cli for more efficient browser navigation and context consumption. #claude #vibecoding #aiagents #aitools #aiautomation
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Stop using playwright MCP server for browser automation! Instead use the agent-browser cli for more efficient browser navigation and context consumption. #claude #vibecoding #aiagents #aitools #aiautomation

Stop using Playwright MCP Server as your browser automation tool for your coding agents

Feb 12 1:09
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You giving your buddy a free drop when his ball hits the center of the fairway but can’t be found? 🤔
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You giving your buddy a free drop when his ball hits the center of the fairway but can’t be found? 🤔

I'm dropping you're not drop can't drop

Feb 12 0:12
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3 INGREDIENT banana protein pancakes🔥🤑 Makes 4 medium pancakes (~40g protein total💯) All you need is 2 eggs, 2 bananas, and 1 scoop of protein powder. Optional but recommended add-ins included 1 tsp baking powder, vanilla & cinnamon. #healthyeats #healthybreakfast #proteinpancakes #macrofriendly #bananapancakes #highprotein #mealprep #healthyfoods #collegecooking #easyrecipe #fitfood
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3 INGREDIENT banana protein pancakes🔥🤑 Makes 4 medium pancakes (~40g protein total💯) All you need is 2 eggs, 2 bananas, and 1 scoop of protein powder. Optional but recommended add-ins included 1 tsp baking powder, vanilla & cinnamon. #healthyeats #healthybreakfast #proteinpancakes #macrofriendly #bananapancakes #highprotein #mealprep #healthyfoods #collegecooking #easyrecipe #fitfood

waking up too early maybe we could sleep make you banana pancakes pretend like it's the weekend...

Feb 12
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⚡️If you can build even ONE API from this list → you’re already ahead of 90% of beginners 👨‍💻 ✅ Beginner → Weather, Currency Converter, Joke Generator ✅ Intermediate → Movie App, GitHub Explorer, Crypto Dashboard ✅ Advanced → E-commerce Backend, AI Chatbot, IoT Smart Home 💡 Mastering APIs = next-level projects + real job skills 👉 Follow @coders.well for more project ideas & career tips 🚀 --- 🔑 Keywords (10+): [API development, beginner projects, intermediate projects, advanced projects, full stack development, python projects, JavaScript projects, software development, coding practice, real world projects, backend development] --- 📌 Hashtags: #API #WebDevelopment #BackendDevelopment #FullStackDeveloper #PythonProjects #JavaScriptProjects #100DaysOfCode #SoftwareEngineering #CodingLife #DeveloperCommunity #ProgrammingIsFun #CodeNewbie #BuildProjects #coderswell
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⚡️If you can build even ONE API from this list → you’re already ahead of 90% of beginners 👨‍💻 ✅ Beginner → Weather, Currency Converter, Joke Generator ✅ Intermediate → Movie App, GitHub Explorer, Crypto Dashboard ✅ Advanced → E-commerce Backend, AI Chatbot, IoT Smart Home 💡 Mastering APIs = next-level projects + real job skills 👉 Follow @coders.well for more project ideas & career tips 🚀 --- 🔑 Keywords (10+): [API development, beginner projects, intermediate projects, advanced projects, full stack development, python projects, JavaScript projects, software development, coding practice, real world projects, backend development] --- 📌 Hashtags: #API #WebDevelopment #BackendDevelopment #FullStackDeveloper #PythonProjects #JavaScriptProjects #100DaysOfCode #SoftwareEngineering #CodingLife #DeveloperCommunity #ProgrammingIsFun #CodeNewbie #BuildProjects #coderswell

Thanks for watching!

Feb 12 0:07
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Money will always come back but not time.. #snowboarding #snowboarder #snowboard #snowboarders #ski
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Money will always come back but not time.. #snowboarding #snowboarder #snowboard #snowboarders #ski

Obviously don't go and do that

Feb 11
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Google just quietly changed how documents turn into data 🔥 For years, extracting structured information from long documents meant fragile regex rules, expensive enterprise APIs, or hours of manual work. LangExtract flips that entire workflow. It’s an open-source library that uses modern AI models to turn unstructured text into structured, verifiable data using only simple instructions and a few examples. No fine-tuning. No complex pipelines. No enterprise pricing. What makes LangExtract powerful is not just extraction, but trust: • Every entity links back to its exact source location • Outputs follow clean, consistent structured schemas • Long 100+ page documents are handled with high recall • Interactive HTML lets you verify results instantly • Works with Gemini, local models, and offline setups And it’s flexible across real-world domains: • Clinical and healthcare notes • Legal and compliance documents • Financial and research reports • Any large unstructured text source This is a major shift. Document extraction is moving from manual + expensive → automated + open-source. And when Google releases tools like this publicly, entire software categories tend to change fast. Save this post to stay ahead. Comment “google” to get the official LangExtract link in your DM 📩 Follow for more real AI tools reshaping how work gets done. #google #opensource #computerscience #softwareengineering #developers {langextract, google ai, open source ai, document extraction, structured data, information extraction, llm tools, ai automation, ai tools, gemini ai, developer tools, ai productivity, data processing, machine learning, artificial intelligence, ai workflows, healthcare ai, legal tech, financial ai, ai model}
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Google just quietly changed how documents turn into data 🔥 For years, extracting structured information from long documents meant fragile regex rules, expensive enterprise APIs, or hours of manual work. LangExtract flips that entire workflow. It’s an open-source library that uses modern AI models to turn unstructured text into structured, verifiable data using only simple instructions and a few examples. No fine-tuning. No complex pipelines. No enterprise pricing. What makes LangExtract powerful is not just extraction, but trust: • Every entity links back to its exact source location • Outputs follow clean, consistent structured schemas • Long 100+ page documents are handled with high recall • Interactive HTML lets you verify results instantly • Works with Gemini, local models, and offline setups And it’s flexible across real-world domains: • Clinical and healthcare notes • Legal and compliance documents • Financial and research reports • Any large unstructured text source This is a major shift. Document extraction is moving from manual + expensive → automated + open-source. And when Google releases tools like this publicly, entire software categories tend to change fast. Save this post to stay ahead. Comment “google” to get the official LangExtract link in your DM 📩 Follow for more real AI tools reshaping how work gets done. #google #opensource #computerscience #softwareengineering #developers {langextract, google ai, open source ai, document extraction, structured data, information extraction, llm tools, ai automation, ai tools, gemini ai, developer tools, ai productivity, data processing, machine learning, artificial intelligence, ai workflows, healthcare ai, legal tech, financial ai, ai model}

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Feb 11
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Every experienced programmer hits this phase - the moment you see a $60/month tool and think, "I can just build that myself." But here's the trap: you'll spend weeks coding, debugging, maintaining... and end up wasting thousands of dollars' worth of your time - all to "save" $60. The Primeagen calls it the programmer's problem forgetting to discount convenience. Sometimes, it's smarter to buy time instead of rebuilding wheels. Be honest - have you ever fallen into this trap before? Follow @realbigbrainai to stay up to date with the latest Al news.
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Every experienced programmer hits this phase - the moment you see a $60/month tool and think, "I can just build that myself." But here's the trap: you'll spend weeks coding, debugging, maintaining... and end up wasting thousands of dollars' worth of your time - all to "save" $60. The Primeagen calls it the programmer's problem forgetting to discount convenience. Sometimes, it's smarter to buy time instead of rebuilding wheels. Be honest - have you ever fallen into this trap before? Follow @realbigbrainai to stay up to date with the latest Al news.

This is what I call the programmers problem, which is that every programmer that gets to a...

Feb 11 0:37
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I used to be the most undisciplined person. Now I can’t imagine my life without discipline. It’s my anchor. My foundation. It's my identity. Disicipline IS freedom. And honestly, it has become the highest form of devotion for me.. To turn your vision into reality you NEED discipline. You need focus. You gotta lock in - but be aware of the distractions and self-sabotage that will try to creep in. The doubt. The voices. The “later is better" , the excuses. Learn to say no to anything that pulls you away from where you’re heading. To build an extraordinary life, you gotta be ready to be the exception. To stand out. To do what most people aren’t willing to do. Most won’t understand - and that’s okay. You can’t expect understanding from people who aren’t trying to climb the same mountains you are. ⛰️ “Amateurs wait for inspiration. Professionals show up every day.” Fear isn’t a stop sign - it’s a compass. The work that scares you most is often the work you must do. start to move- through doubt. through uncertainty. through noise. First they observe. Then they judge. Then they laugh. Then they doubt. Then they say you got lucky and then one day I guarantee you they will ask you how you did it.😅 What helped me most to become a disciplined person: I stopped overwhelming myself. I slowed down and focused on consistency - just 1% better each day is already enough. Slow and steady builds real momentum. Don’t fck up your progress by rushing the process. The paradox is : the moment you stop needing it to happen fast the universe starts moving faster. + once the vision is crystal clear, locking in is not as hard anymore. bc showing up becomes non-negotiable. when you know what you want you have to shop up as the person that already has it. that's just how it works. and that's when discipline stops feeling forced and starts feeling like alignment and devotion.. 🚀✨✨ #mindset #discipline #freedom
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I used to be the most undisciplined person. Now I can’t imagine my life without discipline. It’s my anchor. My foundation. It's my identity. Disicipline IS freedom. And honestly, it has become the highest form of devotion for me.. To turn your vision into reality you NEED discipline. You need focus. You gotta lock in - but be aware of the distractions and self-sabotage that will try to creep in. The doubt. The voices. The “later is better" , the excuses. Learn to say no to anything that pulls you away from where you’re heading. To build an extraordinary life, you gotta be ready to be the exception. To stand out. To do what most people aren’t willing to do. Most won’t understand - and that’s okay. You can’t expect understanding from people who aren’t trying to climb the same mountains you are. ⛰️ “Amateurs wait for inspiration. Professionals show up every day.” Fear isn’t a stop sign - it’s a compass. The work that scares you most is often the work you must do. start to move- through doubt. through uncertainty. through noise. First they observe. Then they judge. Then they laugh. Then they doubt. Then they say you got lucky and then one day I guarantee you they will ask you how you did it.😅 What helped me most to become a disciplined person: I stopped overwhelming myself. I slowed down and focused on consistency - just 1% better each day is already enough. Slow and steady builds real momentum. Don’t fck up your progress by rushing the process. The paradox is : the moment you stop needing it to happen fast the universe starts moving faster. + once the vision is crystal clear, locking in is not as hard anymore. bc showing up becomes non-negotiable. when you know what you want you have to shop up as the person that already has it. that's just how it works. and that's when discipline stops feeling forced and starts feeling like alignment and devotion.. 🚀✨✨ #mindset #discipline #freedom

Before you win, everyone will ask you, why are you working so hard

Feb 11 0:48
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100% Open Source.
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100% Open Source.

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Feb 11
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100% Opensource. Repo: github. com/microsoft/agent-lightning
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100% Opensource. Repo: github. com/microsoft/agent-lightning

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Feb 11
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BENTO STYLE X AI PICS MOBIIIILE 😮😮 for everyone who asked Fresh new combo ready to try Drop a comment and I’ll send you the Figma by DM #mobileui #uidesign #webdesign #figma #layoutdesign #designerlife #bentodesign #aiart #uxui #designinspo
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BENTO STYLE X AI PICS MOBIIIILE 😮😮 for everyone who asked Fresh new combo ready to try Drop a comment and I’ll send you the Figma by DM #mobileui #uidesign #webdesign #figma #layoutdesign #designerlife #bentodesign #aiart #uxui #designinspo

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Feb 11
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