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CJ Zafir

@cjzafir • 57,285 subscribers

I fine-tune small language models (SLMs) and beat large language models (LLMs)

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Bad news... Deepseek still has the purple gradient curse by default.

Bad news... Deepseek still has the purple gradient curse by default.

76,958 views

Truth: AI coding models are good for code execution, but not good at planning. If you let AI plan next step while coding, it will mess up the codebase. You can solve this by attaching a detailed "Implementation Plan" Here's how I create my plan: ↓

Truth: AI coding models are good for code execution, but not good at planning. If you let AI plan next step while coding, it will mess up the codebase. You can solve this by attaching a detailed "Implementation Plan" Here's how I create my plan: ↓

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I built 36 projects in last 14 months, with AI code. Today, I'm sharing my Coding Docs with you. I use these 7-docs in Cursor/Windsurf to build a knowledge base for AI models. Bookmark this post so you can copy the templates. ↓ 1. Project Requirements Document (PRD)
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I built 36 projects in last 14 months, with AI code. Today, I'm sharing my Coding Docs with you. I use these 7-docs in Cursor/Windsurf to build a knowledge base for AI models. Bookmark this post so you can copy the templates. ↓ 1. Project Requirements Document (PRD)

CJ Zafir

2,054,425 views • 1 year ago

vibe coding:
0:30
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vibe coding:

CJ Zafir

707,313 views • 7 months ago

Turn any AI Model into Reasoning Model with Deepseek r1 <thinking> Architecture. Models like GPT4o and Sonnet 3.5 are Implementation Models But a new breakthrough with Deepseek can make them a Reasoning model. Here's a step-by-step Explanation: 🧵
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Turn any AI Model into Reasoning Model with Deepseek r1 <thinking> Architecture. Models like GPT4o and Sonnet 3.5 are Implementation Models But a new breakthrough with Deepseek can make them a Reasoning model. Here's a step-by-step Explanation: 🧵

CJ Zafir

192,262 views • 1 year ago

Introducing CodeGuide 2.0 A complete planning and prototyping tool for AI coding tools. Generate PRDs, wireframes, skills, prompts, tasks for your new project or existing codebase. (I'll explain 16 new updates. 1/day.) Enjoy Spec it, vibe it, ship it
1:16
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Introducing CodeGuide 2.0 A complete planning and prototyping tool for AI coding tools. Generate PRDs, wireframes, skills, prompts, tasks for your new project or existing codebase. (I'll explain 16 new updates. 1/day.) Enjoy Spec it, vibe it, ship it

CJ Zafir

56,698 views • 4 months ago

GitHub + Cursor is just INSANE GitHub has 28 million open-source projects that anyone can fork and build a new product So I built a new product: Repo to Docs The Agent will scan entire GitHub repo, analyze all files and create a knowledge base (docs) for AI coding tools: ↓
2:30
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GitHub + Cursor is just INSANE GitHub has 28 million open-source projects that anyone can fork and build a new product So I built a new product: Repo to Docs The Agent will scan entire GitHub repo, analyze all files and create a knowledge base (docs) for AI coding tools: ↓

CJ Zafir

123,037 views • 11 months ago

I built "Clade Tasks" to make Claude Code 10x better and 2x cheaper. I integrated 3 engines in 1 flow: 1. Claude Code (best agentic coding interface) 2. CodeGuide (to provide deep context to AI) 3. Taskmaster (to create detailed implementation plan) Here's how it works: ↓
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I built "Clade Tasks" to make Claude Code 10x better and 2x cheaper. I integrated 3 engines in 1 flow: 1. Claude Code (best agentic coding interface) 2. CodeGuide (to provide deep context to AI) 3. Taskmaster (to create detailed implementation plan) Here's how it works: ↓

CJ Zafir

107,918 views • 11 months ago

Introducing CodeGuide You have an Idea to turn into Software? Use CodeGuide to turn that idea into proper developments documentation for AI coding models. AI Coding = Detailed Context + Clear Prompting. Build web apps, mobile apps, landing pages, extentions...
1:00
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Introducing CodeGuide You have an Idea to turn into Software? Use CodeGuide to turn that idea into proper developments documentation for AI coding models. AI Coding = Detailed Context + Clear Prompting. Build web apps, mobile apps, landing pages, extentions...

CJ Zafir

153,116 views • 1 year ago

o3-mini 1-shoted the 40 Step Coding Plan for Cursor. This is huge! Coding models struggle to plan the coding workflow in Cursor/Windsurf. It is solved now. We already implemented it in CodeGuide Enjoy.
1:00
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o3-mini 1-shoted the 40 Step Coding Plan for Cursor. This is huge! Coding models struggle to plan the coding workflow in Cursor/Windsurf. It is solved now. We already implemented it in CodeGuide Enjoy.

CJ Zafir

129,623 views • 1 year ago

If you use bolt.new let me save you alot of tokens. Here's how: Step 1: Install CodeGuide NextJS Starter Kit with pre-installed packages - NextJS 14 (ideal for AI tools) - Typescript - TailwindCSS - Shadcn UI - Supabase - ClerkDev
0:37
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If you use bolt.new let me save you alot of tokens. Here's how: Step 1: Install CodeGuide NextJS Starter Kit with pre-installed packages - NextJS 14 (ideal for AI tools) - Typescript - TailwindCSS - Shadcn UI - Supabase - ClerkDev

CJ Zafir

119,918 views • 1 year ago

I tested Gemini Pro 2.5 as my main coding model for 40+ hours. Here're 2 documents that are working brilliantly well with Gemini. "App flow document + App flowchart." This made my Cursor workflow 10x better. Here's why it is working: ↓
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I tested Gemini Pro 2.5 as my main coding model for 40+ hours. Here're 2 documents that are working brilliantly well with Gemini. "App flow document + App flowchart." This made my Cursor workflow 10x better. Here's why it is working: ↓

CJ Zafir

85,260 views • 1 year ago

Bolt 9/10 Lovable 8.5/10 Replit 8/10 I built a 1-doc system for Bolt/Lovable/Replit to one-shot applications. A hybrid of PRD x Implementation plan to provide detailed context in just 1 document. I call it "Unified Project Documentation." Simple steps: 1/ Open CodeGuide 2/ New Project "Write your app idea" 3/ Select AI tools (Replit, Lovable, Bolt etc) 4/ Copy unified project doc. by clicking "copy prompt" 5/ Paste the prompt in any selected tool. 6/ Start building your app. Here're the demos of all 3 tools: 1. bolt.new
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Bolt 9/10 Lovable 8.5/10 Replit 8/10 I built a 1-doc system for Bolt/Lovable/Replit to one-shot applications. A hybrid of PRD x Implementation plan to provide detailed context in just 1 document. I call it "Unified Project Documentation." Simple steps: 1/ Open CodeGuide 2/ New Project "Write your app idea" 3/ Select AI tools (Replit, Lovable, Bolt etc) 4/ Copy unified project doc. by clicking "copy prompt" 5/ Paste the prompt in any selected tool. 6/ Start building your app. Here're the demos of all 3 tools: 1. bolt.new

CJ Zafir

58,253 views • 1 year ago

Introducing Codespace A virtual computer that runs custom Claude Code on server. It is using 2 models: Kimi K2 + Claude Sonnet 4 in a sync. I achieved same code quality with 2x better reasoning and 53% less model cost. Access it today CodeGuide (500 credits for everyone)
2:07
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Introducing Codespace A virtual computer that runs custom Claude Code on server. It is using 2 models: Kimi K2 + Claude Sonnet 4 in a sync. I achieved same code quality with 2x better reasoning and 53% less model cost. Access it today CodeGuide (500 credits for everyone)

CJ Zafir

31,070 views • 9 months ago

My Researcher Agent - {Xinstein} was a HIT. It is performing very well. But now I want to take Xinstein to the next level. I am implementing the "Chain of Density" Summarization Technique. To gather the best context for the Agent to explain the concept even better. Here are a few ideas to build your next AI Agent in ChatGPT: 1. Add Writer Agent prompt structure after the summarization step. And you'll have your Blog Writer Agent. 2. Add "Doc Maker A+" Plugin in the end to save all your Research in Google Doc or PDF format. 3. Wait till DALL-E 3 and you'll be able to design infographics for your research, posts, blogs. Xinstein was 1 of 100 weird experiments I did with ChatGPT. Results: I think I have found a technique that erases hallucinations & assumptions from AI Agents. I am experimenting with this technique. Once I'll format it correctly, I might publish a paper on that. I call it the "Agent Benchmark Technique." This week was crazy! ✦ I have cracked the best offer for AI Automation Agency. ✦ I got solid breakthrough with HypeGenius. ✦ I got invited to speak in one of the biggest LLM Firm. ✦ I got another viral post after 25 days of gap. ✦ 100 days left in New Year: I have an exciting ANNOUNCEMENT for AI Hustlers, I will share that in Monday's Newsletter Edition. If you haven't tried Xinstein Agent in ChatGPT, try it. It'll sort your research with just ONE prompt. Here's a link: --- That's a wrap for today. Get Ready for Monday's Newsletter Edition. *Something coming to push you forward and make you take Action! Follow me CJ for daily AI breakdowns and Crazy AI experiments. Peace.
1:24
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My Researcher Agent - {Xinstein} was a HIT. It is performing very well. But now I want to take Xinstein to the next level. I am implementing the "Chain of Density" Summarization Technique. To gather the best context for the Agent to explain the concept even better. Here are a few ideas to build your next AI Agent in ChatGPT: 1. Add Writer Agent prompt structure after the summarization step. And you'll have your Blog Writer Agent. 2. Add "Doc Maker A+" Plugin in the end to save all your Research in Google Doc or PDF format. 3. Wait till DALL-E 3 and you'll be able to design infographics for your research, posts, blogs. Xinstein was 1 of 100 weird experiments I did with ChatGPT. Results: I think I have found a technique that erases hallucinations & assumptions from AI Agents. I am experimenting with this technique. Once I'll format it correctly, I might publish a paper on that. I call it the "Agent Benchmark Technique." This week was crazy! ✦ I have cracked the best offer for AI Automation Agency. ✦ I got solid breakthrough with HypeGenius. ✦ I got invited to speak in one of the biggest LLM Firm. ✦ I got another viral post after 25 days of gap. ✦ 100 days left in New Year: I have an exciting ANNOUNCEMENT for AI Hustlers, I will share that in Monday's Newsletter Edition. If you haven't tried Xinstein Agent in ChatGPT, try it. It'll sort your research with just ONE prompt. Here's a link: --- That's a wrap for today. Get Ready for Monday's Newsletter Edition. *Something coming to push you forward and make you take Action! Follow me CJ for daily AI breakdowns and Crazy AI experiments. Peace.

CJ Zafir

44,626 views • 2 years ago

Day 1/6 of CodeGuide 2.0 🧡 Introducing Codie - AI Agent that can help you Code on any AI Coding tool Just Screen Share and Ask for Realtime help: - Setting up Project Files - Debugging Errors - Deployment etc In this Demo I used CodeGuide x StackBlitz to show you how it works You can also use Codie with: - Cursor AI - Windsurf - Lovable - Replit - v0 Enjoy.
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Day 1/6 of CodeGuide 2.0 🧡 Introducing Codie - AI Agent that can help you Code on any AI Coding tool Just Screen Share and Ask for Realtime help: - Setting up Project Files - Debugging Errors - Deployment etc In this Demo I used CodeGuide x StackBlitz to show you how it works You can also use Codie with: - Cursor AI - Windsurf - Lovable - Replit - v0 Enjoy.

CJ Zafir

22,984 views • 1 year ago

Every AI startup is focused on "Build me an ........... app" (New projects) But what about millions of existing codebases on GitHub with billions of lines of code? To focus on existing codebases, I built a coding environment: Codespace. (Explained below)
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Every AI startup is focused on "Build me an ........... app" (New projects) But what about millions of existing codebases on GitHub with billions of lines of code? To focus on existing codebases, I built a coding environment: Codespace. (Explained below)

CJ Zafir

13,832 views • 9 months ago

Errors!! That's the most stressful part about AI coding We lose 40% credits in debugging code We tried to solve it with CodeGuide Debug Agent Just screenshot your error message and upload/paste it The Agent will write a detailed debug prompt Copy & paste it. Error solved.
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Errors!! That's the most stressful part about AI coding We lose 40% credits in debugging code We tried to solve it with CodeGuide Debug Agent Just screenshot your error message and upload/paste it The Agent will write a detailed debug prompt Copy & paste it. Error solved.

CJ Zafir

12,118 views • 1 year ago

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