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12 contributions to Shipping Vibe Coder
🚨Free AI Automation builds for first 5 business owners!
I don't have many hobbies outside Ai Automation. I am not athletic, bad at singing, don't drink, can't dance. Building is the only thing I am good at. At this point, I want to be a part of taking something from 0→1 or 1→100. I just want to be heads down chasing that goal. I'm Sarvesh, an AI Developer. I worked as "AI Engineer at YoLearn.ai". I’ve worked on with tools like n8n, Python, LLMs, Cursor, Lovable, Supabase, Airtable, and Vapi and more. I have build: - Voice Agents - Lead Generation - Personal Assistant - Social Media Scraping - RAG Agents for company - Web scraping automation - Social Media Post Automation First 5 free automation builds this month. You tell me your problem. I build the AI system that solves it. No hard cost. My work: https://www.notion.so/Sarvesh-AI-Automation-Specialist Connect: https://www.linkedin.com/in/sarvesh-gosavi-sg ⭐First 5 business owners who comment or DM get it. That's it.
🚨Free AI Automation builds for first 5 business owners!
Claude Sonnet 4.5 system prompt leaked
https://github.com/elder-plinius/CL4R1T4S/blob/main/ANTHROPIC/Claude_Sonnet-4.5_Sep-29-2025.txt
Here's why your RAG Sucks:
Cause when you do RAG the value it provides is derived by “ Time saved from finding the answer. “ Which is Hard to measure and hard to sell. We won’t see RAG Agents as a Question and Answer Systems but more of Report Generation Systems. Where as when you sell the Report, it is now a Decision- Making tool that allows you to allocate your resources. Here’s an example: We might pay an employee $100/hr and when it uses the RAG Q&A system, it might save him hours of work depend upon the task. We assume 5 hours saved = $500 saved. Now when you are a company which what’s to hire, let’s say 5 engineers ( ~ 100k+/per engineer). We got 20 candidates with their resumes, interview transcripts and all their data. Every company have their Values, SOP’s, a template of hiring process ,etc. So know the RAG Report Generation system will go through all the candidates data and pick the top 5 engineers which have Values, resumes ,etc. according to your company and generate a report. Now if that report is generated by an person, he get’s paid around 20% of Engineer’s salary, cause he maid a decision. That's like 20% of $500k+ Now that single RAG Report generation system has lot more value than Q&A system. And note that RAG Report generation system is just a For Loop (multiple questions asked to Q&A system) but with proper Template Format, SOP of Hiring process. This not only will save time but also analyzed entire business data and find a person which will the best for your company.
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Common Architectures while building Agents
. • Single Agent: one agent controlling all the tools. • Swarm: Many to many, many agents communicating with each other. • Supervisor: One agent manages other sub-agents.
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Common Architectures while building Agents
Context Engineering - "the art of providing all the context for the task to be plausibly solvable by the LLM.”
• RAG • Chat History • User Prompt • System Prompt • Long-Term Memory • Available Tools & MCP
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Context Engineering - "the art of providing all the context for the task to be plausibly solvable by the LLM.”
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Sarvesh Gosavi
3
44points to level up
@sarvesh-gosavi-1668
AI Automation Specialist & Full-Stack Dev.

Active 6d ago
Joined Sep 10, 2025
India