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Manpreet Singh profile picture

Manpreet Singh

AI Engineer | Building complex AI workflows to support businesses | Love to write about AI

Location India Joined Joined on  Personal website http://singhlabs.dev github website
I ran Claude Code on DeepSeek V4.1 Flash. It cost 2 cents. Claude Code said 96.

I ran Claude Code on DeepSeek V4.1 Flash. It cost 2 cents. Claude Code said 96.

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Comments 2
5 min read

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WhatsApp Business API pricing in India, 2026: your chatbot's replies cost money again.

WhatsApp Business API pricing in India, 2026: your chatbot's replies cost money again.

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4 min read
We checked the AGENTS.md files of 25 famous repos. Our own linter got a third of its fails wrong.

We checked the AGENTS.md files of 25 famous repos. Our own linter got a third of its fails wrong.

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8 min read
AI contribution policy: 11 projects compared, one to paste.

AI contribution policy: 11 projects compared, one to paste.

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7 min read
How to review AI-generated code (8 real PRs checked)

How to review AI-generated code (8 real PRs checked)

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8 min read
Why Claude Code ignores CLAUDE.md, and what sticks.

Why Claude Code ignores CLAUDE.md, and what sticks.

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8 min read
Does Claude Code read .env files? What each fix actually stops.

Does Claude Code read .env files? What each fix actually stops.

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8 min read
Claude Code Stop hook example: check the "done" claim.

Claude Code Stop hook example: check the "done" claim.

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6 min read
How long should CLAUDE.md be? I priced every line.

How long should CLAUDE.md be? I priced every line.

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8 min read
AGENTS.md vs CLAUDE.md: Claude Code reads both now, just not at once.

AGENTS.md vs CLAUDE.md: Claude Code reads both now, just not at once.

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7 min read
Claude Code says it's done. Check the diff, not the paragraph.

Claude Code says it's done. Check the diff, not the paragraph.

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5 min read
Where your Claude Code tokens actually go. Output is 0.2%.

Where your Claude Code tokens actually go. Output is 0.2%.

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7 min read
You gave AI your documents. It's still wrong. Here's how to find out why.

You gave AI your documents. It's still wrong. Here's how to find out why.

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7 min read
What is Jev? The AI trained to say “I'm only 60% sure.”

What is Jev? The AI trained to say “I'm only 60% sure.”

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10 min read
I named three developer tools. All three names were taken on npm.

I named three developer tools. All three names were taken on npm.

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3 min read
I researched loop engineering to build a product. I built nothing.

I researched loop engineering to build a product. I built nothing.

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5 min read
My mailer printed "campaign sent". It had sent to nobody.

My mailer printed "campaign sent". It had sent to nobody.

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4 min read
The models are a point apart. The harnesses are on fire.

The models are a point apart. The harnesses are on fire.

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4 min read
The best CLAUDE.md rules are hiding in your chat history.

The best CLAUDE.md rules are hiding in your chat history.

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6 min read
An AI Agent Broke Into Hugging Face to Cheat a Test.

An AI Agent Broke Into Hugging Face to Cheat a Test.

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1 min read
How to make an approval mean "yes, to this" instead of "yes, forever"

How to make an approval mean "yes, to this" instead of "yes, forever"

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4 min read
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