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)
A M Y T • Think AI Outside Box 🇮🇳 retweeted
Unpopular opinion: If you can't code, you can't vibe code.
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A M Y T • Think AI Outside Box 🇮🇳 retweeted
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 M Y T • Think AI Outside Box 🇮🇳 retweeted
A Final Message From Scott Adams
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A M Y T • Think AI Outside Box 🇮🇳 retweeted
The LLM training eras: 202x Pre-training (foundation) 2022 RLHF + PPO 2023 LoRA SFT 2024 Mid-Training 2025 RLVR + GRPO
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A M Y T • Think AI Outside Box 🇮🇳 retweeted
Founders can delegate everything except recruiting, fundraising, strategy, and product vision.
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A M Y T • Think AI Outside Box 🇮🇳 retweeted
people are nothing,
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A M Y T • Think AI Outside Box 🇮🇳 retweeted
In an age of stochastic compressors, be incompressible.
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A M Y T • Think AI Outside Box 🇮🇳 retweeted
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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A M Y T • Think AI Outside Box 🇮🇳 retweeted
✅ 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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A M Y T • Think AI Outside Box 🇮🇳 retweeted
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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A M Y T • Think AI Outside Box 🇮🇳 retweeted
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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A M Y T • Think AI Outside Box 🇮🇳 retweeted
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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A M Y T • Think AI Outside Box 🇮🇳 retweeted
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 M Y T • Think AI Outside Box 🇮🇳 retweeted
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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A M Y T • Think AI Outside Box 🇮🇳 retweeted
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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A M Y T • Think AI Outside Box 🇮🇳 retweeted
Podcast clip 2: "Life is lived in the arena."
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A M Y T • Think AI Outside Box 🇮🇳 retweeted
If AI lets non-developers replace junior developers, imagine what it lets junior developers do.
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A M Y T • Think AI Outside Box 🇮🇳 retweeted
i think about this a lot
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A M Y T • Think AI Outside Box 🇮🇳 retweeted
AI is the best teacher for the self-taught.
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