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<title>Krina Vaghela: 1% better</title>
<link>https://krina.me/blog/</link>
<description>1% better: a 39-post learning-in-public series (Jul–Aug 2026) by Krina Vaghela about AI, writing, design and marketing.</description>
<language>en</language>
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<lastBuildDate>Thu, 20 Aug 2026 12:00:00 GMT</lastBuildDate>
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<title>Day 39: Changing the frequency</title>
<link>https://krina.me/blog/day-39/</link>
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<pubDate>Thu, 20 Aug 2026 12:00:00 GMT</pubDate>
<description>If you want to change the station on your radio, you change the frequency. So did I. I still remember three years ago, I stood in front of a skyscraper.</description>
<category>Career</category><category>Events</category><category>People</category>
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<title>Day 38: Putting myself out there</title>
<link>https://krina.me/blog/day-38/</link>
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<pubDate>Mon, 17 Aug 2026 12:00:00 GMT</pubDate>
<description>Putting myself out there. Getting comfortable being uncomfortable. Lately, I’ve been spending a lot of time around founders, co-founders, student builders, and…</description>
<category>Career</category><category>People</category>
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<title>Day 37: Meeting Aidan Gomez of Cohere</title>
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<pubDate>Fri, 14 Aug 2026 12:00:00 GMT</pubDate>
<description>Curiosity led me to meet Aidan Gomez, co-founder and CEO of Cohere. Two weeks ago, I was curious about a paper that helped change modern Artificial…</description>
<category>People</category><category>Events</category><category>AI</category>
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<title>Day 36: Chunking strategies for RAG</title>
<link>https://krina.me/blog/day-36/</link>
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<pubDate>Tue, 11 Aug 2026 12:00:00 GMT</pubDate>
<description>What I learned about chunking strategies. Documents need to be split into smaller chunks before they can be used in RAG.</description>
<category>AI</category>
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<title>Day 35: Writing with the F-pattern</title>
<link>https://krina.me/blog/day-35/</link>
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<pubDate>Mon, 10 Aug 2026 12:00:00 GMT</pubDate>
<description>Here’s a simple way that can make your writing easier to follow: The F-pattern. When people visit a webpage, they usually don’t read everything from beginning…</description>
<category>Writing</category><category>Design</category>
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<title>Day 34: Andrej Karpathy's State of GPT</title>
<link>https://krina.me/blog/day-34/</link>
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<pubDate>Sat, 08 Aug 2026 12:00:00 GMT</pubDate>
<description>I learned from Andrej Karpathy’s State of GPT talk. Pretraining → Fine-tuning → Reward Modeling → Reinforcement Learning.</description>
<category>AI</category>
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<title>Day 33: Build Night TO</title>
<link>https://krina.me/blog/day-33/</link>
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<pubDate>Fri, 07 Aug 2026 12:00:00 GMT</pubDate>
<description>Showed up to the Build Night TO by TechTank x PostHog at Toronto Metropolitan University. The room was filled with builders.</description>
<category>Events</category><category>People</category>
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<title>Day 32: What is quantization?</title>
<link>https://krina.me/blog/day-32/</link>
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<pubDate>Thu, 06 Aug 2026 12:00:00 GMT</pubDate>
<description>What is quantization? An LLM stores billions of numerical weights. Quantization represents them with fewer bits.</description>
<category>AI</category>
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<title>Day 31: Prompting is communication</title>
<link>https://krina.me/blog/day-31/</link>
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<pubDate>Wed, 05 Aug 2026 12:00:00 GMT</pubDate>
<description>A prompt is simply a way of communicating with generative AI. If the instructions are vague, the output will be vague.</description>
<category>AI</category><category>Writing</category>
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<title>Day 30: Prompt tuning</title>
<link>https://krina.me/blog/day-30/</link>
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<pubDate>Tue, 04 Aug 2026 12:00:00 GMT</pubDate>
<description>Today, I learned about prompt tuning. The main model stays frozen. It does not change. In AI, this is called a frozen model.</description>
<category>AI</category>
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<title>Day 29: Supervised fine-tuning</title>
<link>https://krina.me/blog/day-29/</link>
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<pubDate>Mon, 03 Aug 2026 12:00:00 GMT</pubDate>
<description>Ever wondered how an LLM learns to answer questions instead of simply predicting more words? Today, I learned about Supervised Fine-Tuning (SFT).</description>
<category>AI</category>
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<title>Day 28: What is AI evaluation?</title>
<link>https://krina.me/blog/day-28/</link>
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<pubDate>Sun, 02 Aug 2026 12:00:00 GMT</pubDate>
<description>What is Evaluation? Today, I learned about AI evaluation. Evaluation is the process of measuring whether an AI system performs its intended task well.</description>
<category>AI</category>
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<title>Day 27: Elon Musk's 5-step design process</title>
<link>https://krina.me/blog/day-27/</link>
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<pubDate>Sat, 01 Aug 2026 12:00:00 GMT</pubDate>
<description>The main idea is simple: Don’t try to automate or optimize everything first. First, make sure the work is actually needed.</description>
<category>Design</category>
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<item>
<title>Day 26: Can machines really think?</title>
<link>https://krina.me/blog/day-26/</link>
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<pubDate>Fri, 31 Jul 2026 12:00:00 GMT</pubDate>
<description>Can machines really think? Today, I explored a question that sounds simple but is surprisingly difficult. At first, I thought the answer might be yes.</description>
<category>AI</category>
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<title>Day 25: Understanding embeddings</title>
<link>https://krina.me/blog/day-25/</link>
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<pubDate>Thu, 30 Jul 2026 12:00:00 GMT</pubDate>
<description>Today, I learned about embeddings. At first, I thought they were just another technical AI word.</description>
<category>AI</category>
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<title>Day 24: What is an API?</title>
<link>https://krina.me/blog/day-24/</link>
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<pubDate>Wed, 29 Jul 2026 12:00:00 GMT</pubDate>
<description>What is an API? Here’s what I’ve understood so far. An API lets two applications communicate with each other.</description>
<category>Tools</category>
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<item>
<title>Day 23: Why do LLMs hallucinate?</title>
<link>https://krina.me/blog/day-23/</link>
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<pubDate>Tue, 28 Jul 2026 12:00:00 GMT</pubDate>
<description>Why do LLMs hallucinate? But before that... What is a hallucination? Here’s what I’ve understood so far.</description>
<category>AI</category>
</item>
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<title>Day 22: What is self-attention?</title>
<link>https://krina.me/blog/day-22/</link>
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<pubDate>Mon, 27 Jul 2026 12:00:00 GMT</pubDate>
<description>What exactly is self-attention? Here’s what I’ve understood so far. Every word depends on other words.</description>
<category>AI</category>
</item>
<item>
<title>Day 21: What is a Transformer model?</title>
<link>https://krina.me/blog/day-21/</link>
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<pubDate>Sun, 26 Jul 2026 12:00:00 GMT</pubDate>
<description>Today, I wanted to understand a question I’ve had for a while. What exactly is a Transformer model, and why is it behind many modern AI systems?</description>
<category>AI</category>
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<title>Day 20: Interesting open-source projects</title>
<link>https://krina.me/blog/day-20/</link>
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<pubDate>Sat, 25 Jul 2026 12:00:00 GMT</pubDate>
<description>Today, I found two interesting open-source projects. A skill that helps AI coding assistants give the answer first instead of long, unnecessary explanations.</description>
<category>Tools</category><category>Writing</category><category>AI</category>
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<item>
<title>Day 19: HTML is becoming the new Markdown</title>
<link>https://krina.me/blog/day-19/</link>
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<pubDate>Fri, 24 Jul 2026 12:00:00 GMT</pubDate>
<description>Today I learned: HTML is becoming the new Markdown. Markdown is winning because it makes writing simple: plain text, readable by anyone, easy to share.</description>
<category>Writing</category><category>Tools</category><category>AI</category>
</item>
<item>
<title>Day 18: The fundamentals of n8n</title>
<link>https://krina.me/blog/day-18/</link>
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<pubDate>Thu, 23 Jul 2026 12:00:00 GMT</pubDate>
<description>Today, I learned the fundamentals of n8n. Here’s the simplest way I understand it: What is n8n?</description>
<category>Tools</category><category>AI</category>
</item>
<item>
<title>Day 17: What self-supervision is</title>
<link>https://krina.me/blog/day-17/</link>
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<pubDate>Wed, 22 Jul 2026 12:00:00 GMT</pubDate>
<description>Today, I learned what self-supervision is and why it changed AI. Here’s the simplest way to think about it: Traditional AI needs labelled data.</description>
<category>AI</category>
</item>
<item>
<title>Day 16: LLM Twins</title>
<link>https://krina.me/blog/day-16/</link>
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<pubDate>Tue, 21 Jul 2026 12:00:00 GMT</pubDate>
<description>Today, I learned about LLM Twins. Here’s the simplest way to think about it: What is an LLM Twin? It’s an AI version of you.</description>
<category>AI</category><category>Writing</category>
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<item>
<title>Day 15: AI workflows vs AI agents</title>
<link>https://krina.me/blog/day-15/</link>
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<pubDate>Mon, 20 Jul 2026 12:00:00 GMT</pubDate>
<description>Today, I learned the difference between AI workflows and AI agents. Here’s the simplest way to think about it: The AI follows a fixed set of steps.</description>
<category>AI</category><category>Tools</category>
</item>
<item>
<title>Day 14: Training, pre-training, fine-tuning and post-training</title>
<link>https://krina.me/blog/day-14/</link>
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<pubDate>Sun, 19 Jul 2026 12:00:00 GMT</pubDate>
<description>Today, I learned about training, pre-training, fine-tuning, and post-training. Here’s the simplest way to think about it: The process of updating a model’s…</description>
<category>AI</category>
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<title>Day 13: Prompt engineering best practices</title>
<link>https://krina.me/blog/day-13/</link>
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<pubDate>Sat, 18 Jul 2026 12:00:00 GMT</pubDate>
<description>Today, I learned about prompt engineering best practices. Here’s the simplest way to think about it: Tell the model exactly what you want. Remove ambiguity.</description>
<category>AI</category><category>Writing</category>
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<title>Day 12: Why foundation models changed AI</title>
<link>https://krina.me/blog/day-12/</link>
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<pubDate>Fri, 17 Jul 2026 12:00:00 GMT</pubDate>
<description>Today, I learned why foundation models changed the way we build AI. Here’s the simplest way to think about it: Most AI models were designed for a specific…</description>
<category>AI</category>
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<title>Day 11: The 4 Ps of Marketing</title>
<link>https://krina.me/blog/day-11/</link>
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<pubDate>Thu, 16 Jul 2026 12:00:00 GMT</pubDate>
<description>Today, I learned about the 4 Ps of Marketing. Here’s how I understand the 4 Ps: What problem are you solving? The idea should solve a real problem.</description>
<category>Marketing</category>
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<item>
<title>Day 10: Google Jules, an autonomous coding agent</title>
<link>https://krina.me/blog/day-10/</link>
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<pubDate>Wed, 15 Jul 2026 12:00:00 GMT</pubDate>
<description>Today, I experimented with Google Jules, an autonomous AI coding agent. With Jules, your codebase keeps moving forward.</description>
<category>Tools</category><category>AI</category>
</item>
<item>
<title>Day 9: A Motivational Quotes app, built with an LLM wiki</title>
<link>https://krina.me/blog/day-9/</link>
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<pubDate>Tue, 14 Jul 2026 12:00:00 GMT</pubDate>
<description>Today, I tried a completely new workflow: I built my Motivational Quotes app using Andrej Karpathy’s LLM Wiki technique as the primary context and persistent…</description>
<category>Tools</category><category>AI</category>
</item>
<item>
<title>Day 8: An AI-powered learning wiki</title>
<link>https://krina.me/blog/day-8/</link>
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<pubDate>Mon, 13 Jul 2026 12:00:00 GMT</pubDate>
<description>Today, I built a project. I’ve been looking for a better way to organize everything I’m learning about AI.</description>
<category>Tools</category><category>AI</category>
</item>
<item>
<title>Day 7: RAG: Retrieval-Augmented Generation</title>
<link>https://krina.me/blog/day-7/</link>
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<pubDate>Sun, 12 Jul 2026 12:00:00 GMT</pubDate>
<description>Today I learned about RAG (Retrieval-Augmented Generation). AI + external knowledge = better, grounded answer.</description>
<category>AI</category>
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<item>
<title>Day 6: Connecting an MCP tool to Cursor</title>
<link>https://krina.me/blog/day-6/</link>
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<pubDate>Sat, 11 Jul 2026 12:00:00 GMT</pubDate>
<description>Today I learned how to connect an MCP tool to Cursor. Here’s my simple explanation. First, choose the MCP server you want to use. For example, GitHub.</description>
<category>Tools</category>
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<item>
<title>Day 5: Model Context Protocol (MCP)</title>
<link>https://krina.me/blog/day-5/</link>
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<pubDate>Fri, 10 Jul 2026 12:00:00 GMT</pubDate>
<description>Today, I spent time understanding Model Context Protocol (MCP). A few things I learned: MCP (Model Context Protocol) is an open standard that helps AI…</description>
<category>AI</category><category>Tools</category>
</item>
<item>
<title>Day 4: Steve Jobs and the iPhone presentation</title>
<link>https://krina.me/blog/day-4/</link>
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<pubDate>Thu, 09 Jul 2026 12:00:00 GMT</pubDate>
<description>Today, I spent time studying Steve Jobs - Introducing the iPhone (2007) presentation. A few things I learned: Start with one clear theme.</description>
<category>Writing</category><category>Marketing</category>
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<item>
<title>Day 3: Context engineering</title>
<link>https://krina.me/blog/day-3/</link>
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<pubDate>Wed, 08 Jul 2026 12:00:00 GMT</pubDate>
<description>Today, I spent time understanding context engineering. Context engineering is about deciding what information an AI model should have before it responds, not…</description>
<category>AI</category>
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<title>Day 2: Git and GitHub, refined</title>
<link>https://krina.me/blog/day-2/</link>
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<pubDate>Tue, 07 Jul 2026 12:00:00 GMT</pubDate>
<description>Today, I spent time refining my understanding of Git/GitHub. Version control is basically a way to track changes in a project over time, so you can compare,…</description>
<category>Tools</category>
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<item>
<title>Day 1: What goes behind LLMs</title>
<link>https://krina.me/blog/day-1/</link>
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<pubDate>Mon, 06 Jul 2026 12:00:00 GMT</pubDate>
<description>Today, I actually tried to learn what goes behind LLMs. A few things which I learned: These models aren’t thinking or searching; they’re predicting the next…</description>
<category>AI</category>
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