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At MIT, I learned about RNNs in my NLP... class with Prof. Michael Collins. He built a model from my keystrokes to predict who I was. To me, it felt like a magic box. Years later, when I had to teach RNNs, I forced myself to go inside the box. ⬇️ Download: First, with a tiny example on paper by hand ✍️. Then, a slightly larger one in Excel. That’s when it finally clicked: 👉 The weights are reused (weight matrices on the left side) 👉 The hidden states are passed down (H's) When I built it by hand and saw everything visually, it clicked, just math you can actually trace. Now I try to give others the same “aha!” moment I had. ⬇️ Download Excel:show more

$4.4 trillion in PE assets under management Monitored by... analysts who spend 500+ hours a year copying numbers from PDFs into Excel. Not analyzing. Copying and pasting. A fund has 10 portcos. One on NetSuite, one on QuickBooks, three on Excel, one CFO sending a paragraph in an email every quarter. Company A calls it "Revenue." Company B calls it "Net Sales." Company C doesn't even use the same EBITDA calculation. Before AI can do anything useful, you need four layers: 1. Ingestion: get the data out of PDFs, spreadsheets, emails, whatever format it shows up in 2. Normalization: make sure the same metric means the same thing across every company 3. Storage: structured database that can actually be queried, not a folder of files 4. Query layer: natural language interface so a non-technical partner can ask "which portco is trending down on margins?" and get a real answer Most companies jump straight to layer 4 and wonder why nothing works. The unlock is building layers 1-3 first. Once those exist, the AI part is MUCH easier. The firms that get their data infrastructure right first will be untouchable.show more

THIS IS HOW YOU COMPRESS 100 HOURS INTO 10... MINUTES > just tried NotebookLM + Obsidian combo and honestly… this is insane > i didn’t expect NotebookLM to be this powerful the craziest part? > the "YouTube to NotebookLM" extension you can literally pull entire channels, dump all videos into NotebookLM and get a structured mega-summary in minutes > but two features completely blew my mind: Audio Overviews: > turns any PDF, report or notes into a podcast-style dialogue between two hosts > perfect for listening while walking or driving Book Filter: > upload your Obsidian knowledge base + a new book ask: "Is there anything new for me here?" if the answer is "no" skip it and save dozens of hours > this feels like compression for knowledge if you’re serious about learning fast, here’s the stack: 📁 NotebookLM ↳ 📁 YouTube to NotebookLM Chrome Extension ↳ 📁 Google Gemini ↳ this combo + Obsidian vault = unfair advantageshow more

My girlfriend walked into my home office Friday at... 11pm. "Are you still working?" "What?" "It's Friday. Eleven at night. Why are you on the laptop?" "Just checking the bot." She leaned against the doorframe. "What bot?" "The trading one. Open-source. Anyone can audit the code." She stared at me. "So you code for free?" "No. The code makes money." "Sure it does." I didn't argue. I opened my laptop. One wallet I was tracking cleared $2,800 in a single weekend. Another flipped 156 trades in 48 hours with 78% winrate. One more turned $950 into $14,200 in 17 days. She walked in. Closed the door. "That's... from a script?" Exactly. Then I showed her the repos. All free. All public. First: 86M+ trades on Polymarket. Every outcome since day one. Free to download. Second: Market making bot. Both sides of the book. Gas optimized. Google Sheets execution. Third: ML + heuristics. I fed 14,000 wallets into Claude. One prompt. 4 minutes. Found 47 traders with 70%+ winrate. Bot mirrors them with 60-second delay. She went quiet for a long time. Then: "Why are you only telling me this now?" "We've been dating nine months." "Exactly. Nine months." I didn't have a good answer. She sat on the desk. Looked at me. "You're going to show me everything. Tonight. From the top. I'm not asking." Profile: Girlfriends don't ask about the money. They ask why you waited nine months. Then they take over the conversation.show more

My girlfriend noticed something Sunday morning. "You're smiling at... your laptop." "What?" "You. At 9am. On a Sunday. Smiling." I shrugged. "Just checking the bot." She put her coffee down. "What bot?" "The trading one. Open-source. Anyone can audit the code." She stared at me. "So you code for free?" "No. The code makes money." "Sure it does." I didn't argue. I opened my laptop. One wallet I was tracking cleared $2,800 in a single weekend. Another flipped 156 trades in 48 hours with 78% winrate. One more turned $950 into $14,200 in 17 days. She stopped mid-sip. "That's... from a script?" Exactly. Then I showed her the repos. All free. All public. First: 86M+ trades on Polymarket. Every outcome since day one. Free to download. Second: Market making bot. Both sides of the book. Gas optimized. Google Sheets execution. Third: ML + heuristics. I fed 14,000 wallets into Claude. One prompt. 4 minutes. Found 47 traders with 70%+ winrate. Bot mirrors them with 60-second delay. She went quiet for a long time. Then: "Why are you only telling me this now?" "We've been dating nine months." "Exactly. Nine months." I didn't have a good answer. She closed her laptop lid. Looked at me. "You're going to show me everything tonight. From the top. I'm not asking." Profile: Girlfriends don't ask about the money. They ask why you waited nine months. Then they take over the conversation.show more

My dad was at the stove when I walked... in. Haven't seen him in 3 months. He looked older. "You cook now?" "Only on Sundays." "What changed?" "Time makes sense when the code works." He laughed. "What code?" "Trading systems. Open-source. Anyone can audit the code." Copytrade wallet: He cracked an egg. "So you code for free?" "No dad. The code makes money." "Sure it does, son." I didn't argue. I opened my laptop on the counter. One wallet I was tracking cleared $2,800 in a single weekend. Another flipped 156 trades in 48 hours with 78% winrate. One more turned $950 into $14,200 in 17 days. He put the spatula down. "That's... from a script?" Exactly. Then I showed him the repos. All free. All public. First: 86M+ trades on Polymarket. Every outcome since day one. Free to download. Second: Market making bot. Both sides of the book. Gas optimized. Google Sheets execution. Third: ML + heuristics. I fed 14,000 wallets into Claude. One prompt. 4 minutes. Found 47 traders with 70%+ winrate. Bot mirrors them with 60-second delay. He went quiet for a long time. Then: "How long have you been doing this?" "Nine months." "And you didn't tell me?" I didn't have a good answer. He slid a plate of eggs across the counter. Sat down across from me. "Send me the links. I'm reading them tonight." Then: "And come home more often. Your mom worries." Fathers don't ask about the money. They ask why you didn't tell them. Then they ask you to come home more.show more

My ex sat down next to me on a... flight to Austin. I didn't recognize her at first. She was wearing sunglasses. Hoodie. Then she took them off. "Hey." We hadn't talked in 11 months. Last time we did, she said I was wasting my life. She ordered a gin and tonic. I got coffee. We sat in silence for an hour. Pretended to sleep. Then she leaned over. "So what do you do now? Last I heard you were 'figuring things out.'" "Building trading systems. Open-source. Anyone can audit the code." She smirked. "So you code for free?" "No. The code makes money." "Sure it does." I didn't argue. I opened my laptop. One wallet I was tracking turned $640 into $11,800 in 31 days. Another flipped 287 trades with 76% winrate. One more pulled $3.4M in volume in two weeks. She stopped mid-sip. "That's... from a script?" Exactly. Then I showed her the repos. All free. All public. First: 86M+ trades on Polymarket. Every outcome since day one. Free to download. Second: Market making bot. Both sides of the book. Gas optimized. Google Sheets execution. Third: ML + heuristics. I fed 14,000 wallets into Claude. One prompt. 4 minutes. Found 47 traders with 70%+ winrate. Bot mirrors them with 60-second delay. She went quiet for a long time. Then: "When we were together you said you'd figure it out." "Yeah." "I didn't believe you." "I know." The flight attendant came by. She ordered another gin. Then: "Send me the links. I'm not saying I miss you. But I have 4 more hours next to you and I'm bored." Trade with him: Exes don't ask about the money. They remind you what you promised. Then they ask for the links because they're bored at 30,000 feet.show more

My Tinder date showed up 10 minutes late. She... ordered an oat latte. Looked around. Looked at me. "So. What do you do?" "Building trading systems." "Like crypto?" "No. Open-source. Anyone can audit the code." She raised an eyebrow. "So you code for free?" "No. The code makes money." "Sure it does." I didn't argue. I opened my laptop. One wallet I was tracking turned $1,300 into $19,700 in 24 days. Another flipped 232 trades with 82% winrate. One more pulled $5.8M in volume in five weeks. She stopped stirring her coffee. "That's... from a script?" Exactly. Then I showed her the repos. All free. All public. First: 86M+ trades on Polymarket. Every outcome since day one. Free to download. Second: Market making bot. Both sides of the book. Gas optimized. Google Sheets execution. Third: ML + heuristics. I fed 14,000 wallets into Claude. One prompt. 4 minutes. Found 47 traders with 70%+ winrate. Bot mirrors them with 60-second delay. She went quiet for a long time. Then: "I do product marketing at a startup. $82K. I cried in the parking lot last Tuesday." I didn't say anything. She finished her coffee. Looked at me. "How long have you been doing this?" "Eight months." "And you're on Tinder?" I didn't have a good answer. She opened her phone. Unmatched me on Hinge. Then handed it back: "No. Send me the GitHub links instead." Copytrade him: Tinder dates don't ask about the money. They ask why you're on the app. Then they keep the links and leave you unmatched.show more

From a factory worker to a full-stack developer in... 1.5 years of grind. I’m not saying this to flex. I’m saying this because I didn’t believe it was possible either. 1.5 years ago, I was working in a vegetables factory. 10 hours a day. Packing. Picking. Standing. Physically exhausting. Mentally draining. I had dropped out of college because of financial issues. This felt like the end of the road. A friend told me: “Try learning to code.” I saved whatever money I could. Took some help from my parents. Bought a laptop. Quit the factory job. For a while, the internet became my university. I kept remembering something Elon Musk once said: “Everything you need to learn is available on the internet for free.” I used that line like a rule. HTML, CSS, JavaScript one month. Then React. No fancy courses. Just docs, projects, and breaking things. Got my first internship. Struggled. Learned. Improved. After 4 months, I pushed harder: – Deep React (no tutorial hopping) – Backend basics – Some DSA That grind got me a full-stack role at a US-based company (onsite in Bhopal). Life tested me again when my grandfather the person I always looked up to had a heart attack. It broke me. I quit. Took time. Regrouped. Started freelancing. Got 2 to 3 projects. Kept moving forward. My journey hasn’t been clean. It’s been messy, uncertain, and uncomfortable. But here I am. 2025 was just a warm-up. 2026 is execution. If you’re starting from zero don’t underestimate what 1–2 years of focused grind can do.show more