A M Y T • Think AI Outside Box 🇮🇳 (@BoyInDaBox89) header
A M Y T • Think AI Outside Box 🇮🇳 (@BoyInDaBox89) profile picture

Building Sales AI Personalization Agent at Scale || Autodidact || Polymath || Talks about Quant, LLMs,AI Agents, Backend & Crypto | All opinions are personal

Joined October 2009
Photo by A M Y T • Think AI Outside Box 🇮🇳 (@BoyInDaBox89)Photo by A M Y T • Think AI Outside Box 🇮🇳 (@BoyInDaBox89)Photo by A M Y T • Think AI Outside Box 🇮🇳 (@BoyInDaBox89)Photo by A M Y T • Think AI Outside Box 🇮🇳 (@BoyInDaBox89)Photo by A M Y T • Think AI Outside Box 🇮🇳 (@BoyInDaBox89)Photo by A M Y T • Think AI Outside Box 🇮🇳 (@BoyInDaBox89)Photo by A M Y T • Think AI Outside Box 🇮🇳 (@BoyInDaBox89)Photo by A M Y T • Think AI Outside Box 🇮🇳 (@BoyInDaBox89)Photo by A M Y T • Think AI Outside Box 🇮🇳 (@BoyInDaBox89)Photo by A M Y T • Think AI Outside Box 🇮🇳 (@BoyInDaBox89)
Imagine practicing at 38 years old then...🤣
Practicing LeetCode at 32 years old.
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Unpopular opinion: If you can't code, you can't vibe code.
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How to get AI to make discoveries on open scientific problems? Most methods just improve the prompt with more attempts. But the AI itself doesn't improve. With test-time training, AI can continue to learn on the problem it’s trying to solve: test-time-training.github.io…
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A Final Message From Scott Adams
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The LLM training eras: 202x Pre-training (foundation) 2022 RLHF + PPO 2023 LoRA SFT 2024 Mid-Training 2025 RLVR + GRPO
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Founders can delegate everything except recruiting, fundraising, strategy, and product vision.
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people are nothing,
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I second that!!! 😀
waiting for .@karpathy sensei's "let's build gpt oss in 4 hours" video
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In an age of stochastic compressors, be incompressible.
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BREAKING: we've partnered with @metaai and @paperswithcode to build a successor to Papers with Code (which was sunsetted yesterday) PWC, founded by @rbstojnic and @rosstaylor90 has been an invaluable resource for AI scientists and engineers over the years (and an inspiration for us to build @huggingface) We are happy to follow in their path and provide a new section of HF for the community to follow trending Papers, linked to their code implementations on GitHub 🔥 link in the next tweet ⤵️ And hat/tip @joespeez @ThomasScialom for helping with this 🥰
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startup playbook 101 😎
Real taste in products is not in the eye of other famous or noteworthy builders Taste is in being able to understand customers or users, model them and make choices that delight them and solve problems for them, and be right over and over again with incomplete information
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Sir Ramanujan is the GOD 🙏
Ramanujan said that he received his formulas from God
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✅ Looking for job opportunities in India’s top funded startups? I’ve curated a list of startups in India that have raised funding in 2025, where you can apply for jobs or inquire about opportunities through cold emailing. How to Use This List? 1- Visit the LinkedIn Jobs section and apply directly. 2- On the company’s LinkedIn page, find employee data to request referrals. 3- Visit the career portal and apply directly. 4- Send them a cold email to inquire about job opportunities. You can find email addresses in the footer or on the "Contact Us" page. 🔗 Want access to this? 1️⃣ Like ❤️ & Follow 2️⃣ Repost 🔁 to help others 3️⃣ Reply “India” ✍️ 👉 Make sure to follow so I can send you the link! Once this post hits 100 likes & replies, I’ll drop the link in the thread for everyone. Don’t miss it! 🔁 Share this with friends who are job hunting in the startup space! #startups #funded
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Top AI Papers of The Week (July 14 - 20): - Agentic-R1 - Context Rot - Scaling up RL - A Survey of AIOps - Chain-of-Thought Monitorability - One Token to Fool LLM-as-a-Judge - A Survey of Context Engineering for LLMs Read on for more:
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Infinite Wiki ⁕ Every word is a hyperlink. Every description is generated in real-time (in ~1 second) ⁕ Runs on Gemini 2.5 Flash Lite. ASCII diagrams using 2.5 Flash
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Honest take from a mathematician on OpenAI's IMO Gold wins though Google DeepMind isn't far behind #IMO2025 #OpenAI #deepmind #LLMs
Two cents on AI getting International Math Olympiad (IMO) Gold, from a mathematician. Background: Last year, Google DeepMind (GDM) got Silver in IMO 2024. This year, OpenAI solved problems P1-P5 for IMO 2025 (but not P6), and this performance corresponds to Gold. (1/10)
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Two cents on AI getting International Math Olympiad (IMO) Gold, from a mathematician. Background: Last year, Google DeepMind (GDM) got Silver in IMO 2024. This year, OpenAI solved problems P1-P5 for IMO 2025 (but not P6), and this performance corresponds to Gold. (1/10)
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Run this command in your terminal: claude mcp add "Deep Graph MCP" npx -- -y mcp-code-graph@latest microsoft/markitdown That’s all it takes to connect the codebase graph of any GitHub repo with Claude Code 🙌
This quoted post is unavailable.
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A curriculum-ordered list of concepts to learn Reinforcement Learning: FOUNDATION - MDP - Bellman Eqn - Bellman Expectation Eqn - Value iteration - Policy Iteration - Tabular Q learning, SARSA DQNs - DQN - Double DQN - Dueling DQN - Replay buffers, Prioritized Experience Replay - On policy vs Off policy POLICY GRADIENTS - REINFORCE - Advantages - A2C, A3C - DDPG, TRPO - PPO, GAE - SAC COOL ALGORITHMS/CONCEPTS - GAIL, IRL, Imitation learning - Hindsight Experience Replay - Curiousity - Random Network Distillation - HRL - Sim to real MODEL BASED - Dyna-Q - MPC - World Models - Dreamer MULTI AGENT - POMDPs - Independent variants (I-PPO) - Decentralized vs Centralized - Centralized critic decentralized execution (MA-DDPG) - Self play - parameter sharing - value decomposition (VDIN, QMIX) - Communication rabbit hole
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From GPT to MoE: I reviewed & compared the main LLMs of 2025 in terms of their architectural design from DeepSeek-V3 to Kimi 2. Multi-head Latent Attention, sliding window attention, new Post- & Pre-Norm placements, NoPE, shared-expert MoEs, and more... magazine.sebastianraschka.co…
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