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Notes from the build

Product thinking, engineering deep-dives and announcements from the team turning sentences into working agentic apps.

Featured

We Crossed 100 Sign-Ups. Here’s Why We Built Something.

Use a prompt to build production-ready agents. Here’s why we built Something.

aankit RoyAugust 28, 2026
ai experience layeragent experience

What is AI experience layer?

The AI experience layer (n.) — the layer of the AI stack that transforms underlying models, infrastructure, and services into complete, production-ready applications; characterized by plain-language creation, built-in integrations, interfaces, and hosting, secure-by-default patterns, predictable cost, and a feedback loop in which every deployed app improves the platform's knowledge of what works.

AankitAugust 18, 2026
ai agentshallucinations

Claude Code vs Something — a practitioner's comparison

Claude Code writes code fast, then keeps guessing when spec thin. Something asks first, ships working app instead.

ChaitanyaAugust 6, 2026
aicoding

Why AI Coding Agents Keep Forgetting What They Were Doing

Why AI Coding Agents Keep Forgetting What They Were Doing

Aankit RoyOctober 31, 2026
cost of ai codingcode

The Hidden Cost of AI Coding: Why Generating More Code Can Create More Problems

The Hidden Cost of AI Coding: Why Generating More Code Can Create More Problems

Aankit RoyOctober 31, 2026
ai agentssecurity risk

Why AI Agents Are Becoming a Security Risk

Why AI Agents Are Becoming a Security Risk

Aankit RoyOctober 30, 2026
claude duetclaude

Claude Duet: The AI Agent That Works While You're Away

Claude Duet: The AI Agent That Works While You're Away

Aankit RoyOctober 30, 2026
context engineeringai coding

What Is Context Engineering for AI Coding Agents?

What Is Context Engineering for AI Coding Agents?

Aankit RoyOctober 29, 2026
artificial intelligenceworld

The AI Revolution: How Artificial Intelligence Is Reshaping the World

The AI Revolution: How Artificial Intelligence Is Reshaping the World

Aankit RoyOctober 29, 2026
agentsai coding agents

Agent Skills vs. MCP: How AI Coding Agents Learn to Use Tools

Agent Skills vs. MCP: How AI Coding Agents Learn to Use Tools

Aankit RoyOctober 29, 2026
vibe codingai

Vibe Coding vs. Vibe Deploying: What Happens After AI Writes the Code?

Vibe Coding vs. Vibe Deploying: What Happens After AI Writes the Code?

Aankit RoyOctober 29, 2026
ai agentharness

What Is an AI Agent Harness? The Engineering Behind Reliable Coding Agents

What Is an AI Agent Harness? The Engineering Behind Reliable Coding Agents

Aankit RoyOctober 26, 2026
design.mdskill.md

AGENTS.md vs. SKILL.md vs. DESIGN.md: What Does Each File Do?

AGENTS.md vs. SKILL.md vs. DESIGN.md: What Does Each File Do?

Aankit RoyOctober 26, 2026
ai-native engineeringai

How AI-Native Engineering Changes Software Architecture

How AI-Native Engineering Changes Software Architecture

Aankit RoyOctober 24, 2026
ai-native engineeringfeedback loops

Why AI-Native Engineering Needs Better Feedback Loops

Why AI-Native Engineering Needs Better Feedback Loops

Aankit RoyOctober 24, 2026
codebaseai coding

Why AI Coding Agents Fail to Understand Your Codebase

AI coding agents can write hundreds of lines of code, modify multiple files, and fix errors without a developer manually touching every line. Yet they can still make a surprisingly simple mistake: changing one part of an application without understanding what depends on it

Aankit RoyOctober 23, 2026
engineering skillsai writes code

Which Engineering Skills Become More Valuable When AI Writes Code?

Which Engineering Skills Become More Valuable When AI Writes Code?

Aankit Roy October 23, 2026
promptai-native

AI-Native Engineering Is More Than Prompting

AI-Native Engineering Is More Than Prompting

Aankit RoyOctober 22, 2026
ai-nativeai-native engineering

AI-Native Engineering: What It Is and How It Changes Software Development

AI-Native Engineering: What It Is and How It Changes Software Development

Aankit Roy October 22, 2026
aiagents

How AI Agents Are Changing Software Development

How AI Agents Are Changing Software Development

Aankit Roy October 21, 2026
ai-nativeengineering

Does AI-Native Engineering Improve Productivity? Here's What the Research Says

Does AI-Native Engineering Improve Productivity, Here's What the Research Says

Aankit roy October 21, 2026
geogenerative engine optimization

GEO Explained: How to Get Your Brand Seen in AI Search

GEO Explained: How to Get Your Brand Seen in AI Search

Aankit RoyOctober 20, 2026
seobloggers

Does AI Mode Kill SEO? What Bloggers Should Actually Do

Does AI Mode Kill SEO? What Bloggers Should Actually Do

Aankit RoyOctober 20, 2026
grok botworkflows

How to Use Grok Bot: Real Workflows, X Integration, and AI Automation

How to Use Grok Bot: Real Workflows, X Integration, and AI Automation | Something

Aankit RoyOctober 19, 2026
botgrok

What Is Grok Bot?

What Is Grok Bot? | Something

Aankit RoyOctober 19, 2026
chatgptdots?

What Are ChatGPT Dots?

What Are ChatGPT Dots? | Something

Aankit Roy October 18, 2026
somethingmuse

What Is Meta Muse?

What Is Meta Muse? | Something

Aankit RoyOctober 18, 2026
trumpsuper intelligence

Trump Just Renamed AI “Super Intelligence.” So Is Superintelligence Here Yet?

Did Trump Really Rename AI “Super Intelligence”?

Aankit RoyOctober 17, 2026
humansmachine

What Is Superintelligence?

What happens when a machine stops being just another tool and becomes better than humans at almost everything that requires thinking?

Aankit RoyOctober 17, 2026
sciencesuperintelligence

The science of superintelligence and why AI is still a useful word

We are building machines that can outperform us at some tasks. The difficult question is how far that advantage can go, and whether we will know when we reach the limit

Aankit RoyOctober 15, 2026
superintelligenceai researchers

Superintelligence Explained : The AI That Could Outthink All of Humanity

Superintelligence Explained : The AI That Could Outthink All of Humanity

Aankit RoyOctober 15, 2026
superintelligenceai

Is AI Superintelligence Real, or Just Really Good Marketing?

Is AI Superintelligence Real, or Just Really Good Marketing?

Aankit RoyOctober 13, 2026
ai agentsai employees

AI Agents Are Moving From Demos to Employees. What Changes Next?

AI Agents Are Moving From Demos to Employees. What Changes Next?

Aankit RoyOctober 3, 2026
CartesiaVoice AI

Something joins the Cartesia Startups Grant Program

We're building real-time voice into Something with Cartesia. Here's what that changes for anyone making voice agents on the platform.

ShinjanAugust 20, 2026
zapierautomation

Relay.app is shutting down. Here's where your workflows should go.

Free accounts are deleted in eight days. An honest map of the alternatives — Zapier, n8n, Integrately, Pipedream, and one tool that works differently.

ShinjanAugust 7, 2026
voicemultilingual

I built a voice companion that listens in six languages

Manas speaks Hindi, Bengali, Tamil, Telugu, Marathi and English. It took one prompt, one follow-up question, and $11.79 — and it still isn't finished.

ShinjanAugust 6, 2026
linearslack

I turned our messiest Slack channel into a Linear issue tracker

One prompt, two follow-up questions, a 30-second deploy. Here's every screenshot from the build, plus the bill at the end.

ShinjanAugust 6, 2026

Build the thing you just read about

Start with a sentence. Leave with a working agentic app.

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