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Devanshu Biswas

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How a Neural Network Actually Learns — Training, in Plain Words

How a Neural Network Actually Learns — Training, in Plain Words

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2 min read
The XOR Problem: Why Neural Nets Needed Hidden Layers

The XOR Problem: Why Neural Nets Needed Hidden Layers

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2 min read
Decision Trees From Scratch: Yes/No Questions That Carve Up Data

Decision Trees From Scratch: Yes/No Questions That Carve Up Data

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2 min read
I Built Live Captions in the Browser — No API Key, No Server

I Built Live Captions in the Browser — No API Key, No Server

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2 min read
HyDE: The RAG Trick Where You Answer the Question BEFORE You Search

HyDE: The RAG Trick Where You Answer the Question BEFORE You Search

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2 min read
I Rebuilt Notion's Slash Menu (/) in ~70 Lines of JavaScript

I Rebuilt Notion's Slash Menu (/) in ~70 Lines of JavaScript

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2 min read
I Built Space Invaders in ~120 Lines of Vanilla JavaScript

I Built Space Invaders in ~120 Lines of Vanilla JavaScript

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2 min read
I Built a Real Weather App With React Native — Same React, Now on Your Phone

I Built a Real Weather App With React Native — Same React, Now on Your Phone

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2 min read
I Built a Webcam Sign-Language Reader in the Browser (No Cloud)

I Built a Webcam Sign-Language Reader in the Browser (No Cloud)

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3 min read
RAG Rerank: the Highest-Leverage Upgrade to Your Retrieval Pipeline

RAG Rerank: the Highest-Leverage Upgrade to Your Retrieval Pipeline

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3 min read
I Rebuilt Slack's Message Box With Plain HTML, CSS and JS

I Rebuilt Slack's Message Box With Plain HTML, CSS and JS

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2 min read
I Built Frogger in 120 Lines of Vanilla JavaScript

I Built Frogger in 120 Lines of Vanilla JavaScript

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2 min read
What a Neural Net Actually Does — the Intuition, No Math

What a Neural Net Actually Does — the Intuition, No Math

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3 min read
Backpropagation From Scratch: How a Neural Network Actually Learns

Backpropagation From Scratch: How a Neural Network Actually Learns

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3 min read
K-Means From Scratch: Finding Groups in Data With No Labels

K-Means From Scratch: Finding Groups in Data With No Labels

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3 min read
I Built a Real Phone App With Flutter — One Codebase for iOS + Android

I Built a Real Phone App With Flutter — One Codebase for iOS + Android

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3 min read
I Built Speech-to-Text That Runs 100% On My Machine — No Cloud, No API Key (Whisper)

I Built Speech-to-Text That Runs 100% On My Machine — No Cloud, No API Key (Whisper)

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4 min read
I Built a Study-Notes Summarizer in the Browser — No AI API, Just Word-Frequency Scoring

I Built a Study-Notes Summarizer in the Browser — No AI API, Just Word-Frequency Scoring

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4 min read
I Built Flappy Bird in 120 Lines of Vanilla JavaScript (No Engine)

I Built Flappy Bird in 120 Lines of Vanilla JavaScript (No Engine)

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5 min read
Embeddings Explained Simply: How AI Turns Words Into a Map of Meaning

Embeddings Explained Simply: How AI Turns Words Into a Map of Meaning

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3 min read
ReAct + Tools: How an LLM Actually Uses a Calculator and a Search Engine

ReAct + Tools: How an LLM Actually Uses a Calculator and a Search Engine

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5 min read
I Cloned the Discord Chat UI With Pure CSS — Here's How the Layout Works

I Cloned the Discord Chat UI With Pure CSS — Here's How the Layout Works

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3 min read
The Forward Pass, Demystified: How a Neural Network Turns Inputs Into an Answer

The Forward Pass, Demystified: How a Neural Network Turns Inputs Into an Answer

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3 min read
k-Nearest Neighbors From Scratch: the ML Algorithm With No Training Step

k-Nearest Neighbors From Scratch: the ML Algorithm With No Training Step

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4 min read
Tokens: Why ChatGPT Can't Count the R's in 'Strawberry'

Tokens: Why ChatGPT Can't Count the R's in 'Strawberry'

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1 min read
Activation Functions: Why a 100-Layer Network Without Them Is Still One Line

Activation Functions: Why a 100-Layer Network Without Them Is Still One Line

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1 min read
Logistic Regression From Scratch: the Same Gradient Descent, Squashed Through a Sigmoid

Logistic Regression From Scratch: the Same Gradient Descent, Squashed Through a Sigmoid

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2 min read
A Resume Bullet Improver in 40 Lines of Regex (No AI Needed)

A Resume Bullet Improver in 40 Lines of Regex (No AI Needed)

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1 min read
Tree of Thoughts: How to Make an LLM Explore Instead of Guess

Tree of Thoughts: How to Make an LLM Explore Instead of Guess

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2 min read
Spotify's Now-Playing Bar Is Just One CSS Grid + a Ticking Width

Spotify's Now-Playing Bar Is Just One CSS Grid + a Ticking Width

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1 min read
I Built Minesweeper in ~50 Lines — the Only Hard Part Is Flood-Fill

I Built Minesweeper in ~50 Lines — the Only Hard Part Is Flood-Fill

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1 min read
I Built 'Chat With Your Docs' From Scratch — Supabase + pgvector + a Free Local Embedder

I Built 'Chat With Your Docs' From Scratch — Supabase + pgvector + a Free Local Embedder

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2 min read
AI Radar #1 — the Week the US Pulled Anthropic's Most Powerful Models

AI Radar #1 — the Week the US Pulled Anthropic's Most Powerful Models

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2 min read
AI vs ML vs DL — the Nested Circles That Finally Make It Click

AI vs ML vs DL — the Nested Circles That Finally Make It Click

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2 min read
I Built a Neural Network's First Neuron From Scratch — the 1958 Perceptron

I Built a Neural Network's First Neuron From Scratch — the 1958 Perceptron

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2 min read
I Trained a Machine-Learning Model From Scratch in 40 Lines (No scikit-learn)

I Trained a Machine-Learning Model From Scratch in 40 Lines (No scikit-learn)

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2 min read
I Built a GitHub Repo Health Scorer with the Free Public API

I Built a GitHub Repo Health Scorer with the Free Public API

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2 min read
RAG Explained: Retrieve, Then Answer (the Prompt That Kills Hallucinations)

RAG Explained: Retrieve, Then Answer (the Prompt That Kills Hallucinations)

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2 min read
A Notion-Style Calendar Is Just One CSS Grid

A Notion-Style Calendar Is Just One CSS Grid

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2 min read
I Built 2048 in One Function and a 4 4 Array

I Built 2048 in One Function and a 4 4 Array

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2 min read
I Built a Search Engine That Understands Meaning — in ~150 Lines, Zero API Keys

I Built a Search Engine That Understands Meaning — in ~150 Lines, Zero API Keys

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3 min read
I Built an Offline AI Crop Disease Identifier for Smart India Hackathon

I Built an Offline AI Crop Disease Identifier for Smart India Hackathon

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3 min read
Show Your LLM 2 Examples and It Will Copy the Format Forever — Few-Shot Prompting

Show Your LLM 2 Examples and It Will Copy the Format Forever — Few-Shot Prompting

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3 min read
I Built Breakout by Adding 10 Lines to My Pong Code

I Built Breakout by Adding 10 Lines to My Pong Code

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I Cloned Arc Browser's Sidebar in 50 Lines of HTML — Pastel Gradient + Glass Sidebar

I Cloned Arc Browser's Sidebar in 50 Lines of HTML — Pastel Gradient + Glass Sidebar

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I Shipped a Realtime Collab App in 3 Lines of React — No WebSocket Plumbing

I Shipped a Realtime Collab App in 3 Lines of React — No WebSocket Plumbing

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3 min read
I Built a Dashcam Pothole Detector for Smart India Hackathon — YOLOv8 + GPS + Civic API

I Built a Dashcam Pothole Detector for Smart India Hackathon — YOLOv8 + GPS + Civic API

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4 min read
Sample Your LLM 5 Times and Take a Majority Vote — Accuracy Jumps 35 Points

Sample Your LLM 5 Times and Take a Majority Vote — Accuracy Jumps 35 Points

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3 min read
I Built Tetris in 150 Lines of JavaScript — 7 Pieces, Rotation, Line Clear

I Built Tetris in 150 Lines of JavaScript — 7 Pieces, Rotation, Line Clear

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3 min read
I Cloned Vercel's Deploy Log in 30 Lines of Vanilla JavaScript

I Cloned Vercel's Deploy Log in 30 Lines of Vanilla JavaScript

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3 min read
I Shipped a 600 KB Native Desktop App with the Same HTML I'd Put on Vercel

I Shipped a 600 KB Native Desktop App with the Same HTML I'd Put on Vercel

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3 min read
I Built the Resume-vs-JD Scorer Every ATS Uses — In 30 Lines of JavaScript

I Built the Resume-vs-JD Scorer Every ATS Uses — In 30 Lines of JavaScript

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3 min read
7 Magic Words That Make Your LLM 10 Smarter at Math

7 Magic Words That Make Your LLM 10 Smarter at Math

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4 min read
I Built Pong in 60 Lines of JavaScript — Five State Variables and a setInterval

I Built Pong in 60 Lines of JavaScript — Five State Variables and a setInterval

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4 min read
I Cloned Linear's Sidebar in 50 Lines of HTML — One File, Zero npm

I Cloned Linear's Sidebar in 50 Lines of HTML — One File, Zero npm

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4 min read
I Built a Browser-to-Browser Video Chat in 250 Lines — Zero Backend, Zero SDKs, Zero Cost

I Built a Browser-to-Browser Video Chat in 250 Lines — Zero Backend, Zero SDKs, Zero Cost

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6 min read
I Built a ChatGPT-Clone in 100 Lines of Next.js (Streaming + Tools + One-Line Provider Swap)

I Built a ChatGPT-Clone in 100 Lines of Next.js (Streaming + Tools + One-Line Provider Swap)

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4 min read
I Built a Custom Tool Server for Claude in 250 Lines of TypeScript

I Built a Custom Tool Server for Claude in 250 Lines of TypeScript

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5 min read
I Compiled Rust to WebAssembly and Made My JavaScript 6 Faster

I Compiled Rust to WebAssembly and Made My JavaScript 6 Faster

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5 min read
I Built a Text-to-Image Search Engine That Runs Entirely in the Browser

I Built a Text-to-Image Search Engine That Runs Entirely in the Browser

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5 min read
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