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Here’s a two-minute test that tells you exactly which rules Claude is following and which ones it’s ignoring. Open Claude Code right now and ask it to write a small function. Don’t mention your conve
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Here’s what happens without it. Claude finishes a task and declares it done. You review the diff and find that error handling is missing, the types are wrong, and there are two console.logs left in th
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Every new session you re-explain your stack, your conventions, your folder structure. You’re spending the first 10 minutes of every session just onboarding Claude again. That’s not AI . Claude code h
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When you ask Claude Code to build a feature in a codebase it has never seen, it doesn’t understand the architecture, the naming conventions, the existing patterns, or the parts that should never be to
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You are running Claude Code directly on your machine with full access to your files, your git repo, and your terminal. Here’s the Docker setup that puts a wall around it. By default, Claude Code runs
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A test file and an API route have almost nothing in common — different patterns, different constraints, different failure modes. But most CLAUDE.md files treat them exactly the same. So Claude applies
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Claude is ignoring your CLAUDE.md conventions. Before you blame the model ;check these three things. The problem is almost never Claude. When Claude ignores your CLAUDE.md, the instinct is to blame t
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Most devs solve the context problem by putting everything into CLAUDE.md. Stack, architecture, API endpoints, component patterns ; one enormous file that’s 300 lines and still incomplete. And when you
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Your Claude chat app is resending the entire conversation history on every single call. You are paying for it. Your users are waiting for it. And there is a pattern that fixes both in 10 lines. Here
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You have a JSON parser in your Claude integration right now. In 60 seconds you will never need it again. That parser exists because Claude is a language model. Ask it to return JSON and it usually do
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The model’s time to first token is fast. What’s slow is everything you’re doing around it. Bloated context. Wrong model for the task. No streaming. You’re not waiting for Claude. Claude is waiting for
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Here is the session gone wrong I asked Claude to add a dark mode toggle. It adds a toggle, then refactors a component it noticed while it was in there, then update some imports. It decided were wrong,
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About @tech.shubhangi

Shubhangi Goyal | Data, AI & Career is a verified Instagram growing creator in the Digital creator category. With 267 followers and 12 posts, tech.shubhangi's account shows a follower-to-following ratio of 38.1:1. View all content anonymously on Pictame - no login required.

tech.shubhangi's engagement rate sits at 21.19%. That's 324% above what you'd typically see for accounts with 1K-10K followers (average 5%) — a sign of a genuinely connected audience.

Out of the last 12 posts, 100% are videos and 0% are photos. New posts appear roughly every 3 days — a steady, reliable rhythm. Captions lean detailed, averaging 1703 characters.

21.19% engagement rate — 324% above average for 1K-10K follower accounts.
New content every 3 days — a steady rhythm.
38.1:1 follower-to-following ratio.

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tech.shubhangi
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@tech.shubhangi

Shubhangi Goyal | Data, AI & Career

PublicDigital creator
Posts
12
Top Hashtags
#artwork#art#artist#amazing#beautiful#beach#christmas#cute

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#cat#memes#nofilter#flowers#amazing#hair#foodie#travelphotography#sky#nails#moda#video
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Engagement
21.35%

👋 ai | tech | career | study abroad 👩‍💻 Data scientist | AI engineer 📍 London 🇬🇧 📩 Shubhangiii.goyal@gmail.com

shubhangigoyal1.substack.com/
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