From code to company...ย โขย 5m
๐ ๐ฏ ๐๐ฒ๐ ๐๐ต๐ฎ๐ป๐ด๐ฒ๐ ๐ง๐ต๐ฎ๐ ๐๐บ๐ฝ๐ฟ๐ผ๐๐ฒ๐ฑ ๐๐๐ ๐๐ณ๐ณ๐ถ๐ฐ๐ถ๐ฒ๐ป๐ฐ๐ & ๐ฅ๐ฒ๐ฑ๐๐ฐ๐ฒ๐ฑ ๐๐ฎ๐น๐น๐๐ฐ๐ถ๐ป๐ฎ๐๐ถ๐ผ๐ป๐ ๐ถ๐ป ๐ข๐๐ฟ ๐๐ ๐๐๐๐ถ๐๐๐ฎ๐ป๐ While solo-building Zinkmail โ my AI assistant that cleans up inboxes and surfaces what matters โ I ran into a tricky problem: When I sent 50+ emails to the LLM in one batch, the summaries looked fineโฆ but accuracy? Not so much Missing context. Misleading outputs. Hallucinations were creeping in โ and that wasnโt okay So I started experimenting โ Broke the payload into smaller, meaningful chunks (5โ10 emails per batch) โ Refined the system prompt to reinforce structure + tone โ Introduced consistency in formatting before inference After this redesign, summary quality improved by over ๐ฒ๐ฌ%, and hallucinations dropped significantly And none of this came from a course or tutorial This came from building, failing, debugging, and staying obsessed with solving the right problem Itโs applied system thinking at the LLM layer

Founder | Agentic AI...ย โขย 4m
AI models are moving fast, and hereโs all you should know about GPT-5: โข ๐๐ฃ๐ง-5 โ full reasoning power for complex tasks โข ๐๐ฃ๐ง-5-๐ป๐ฎ๐ป๐ผ โ ultra-fast responses, lightweight โข ๐๐ฃ๐ง-5-๐บ๐ถ๐ป๐ถ โ cost-effective and efficient โข ๐๐ฃ๐ง-5-๐ฐ๐ต๐ฎ๐
See More
Founder | Agentic AI...ย โขย 29d
Your AI sucks because itโs stuck at Level 1. You can easily take it to Level 3. I've explained below. ๐ฆ๐๐ฒ๐ฝ 1 โ ๐๐ฎ๐๐ถ๐ฐ ๐๐๐ (๐๐ผ๐ฐ๐๐บ๐ฒ๐ป๐ ๐ฃ๐ฟ๐ผ๐ฐ๐ฒ๐๐๐ถ๐ป๐ด) โข This is the simplest level of AI systems. โข You give input text or a docu
See More
fullstack dev specia...ย โขย 2m
๐ How to Save 90% on Your AI Costs Hereโs exactly how we cut AI costs from $500/month to $5/month: 1. Avoid LLMs When Possible Use rules, regex, or database lookups for simple tasks (60โ80% of workflows). Example: A lead qualification bot using rege
See MoreFounder | Agentic AI...ย โขย 1m
Get RAG-ready data from any unstructured document. This is crazy for AI companies. I've explained below. ๐ฆ๐๐ฒ๐ฝ 1 โ ๐จ๐ป๐๐๐ฟ๐๐ฐ๐๐๐ฟ๐ฒ๐ฑ ๐๐ผ๐ฐ๐๐บ๐ฒ๐ป๐๐ (๐ง๐ต๐ฒ ๐ฆ๐ผ๐๐ฟ๐ฐ๐ฒ) โข Real-world PDFs and documents are messy. Tables, images, signa
See More
Founder | Agentic AI...ย โขย 1m
Steps to building AI systems with LLM's. I've given a simple detailed explanation below. ๐ฆ๐๐ฒ๐ฝ 1 โ ๐๐๐ ๐ (๐๐ฎ๐ฟ๐ด๐ฒ ๐๐ฎ๐ป๐ด๐๐ฎ๐ด๐ฒ ๐ ๐ผ๐ฑ๐ฒ๐น๐) โข These are the ๐ฏ๐ฟ๐ฎ๐ถ๐ป๐ of the system. โข Examples: GPT (OpenAI), Gemini, Claude etc. โข Th
See More
Founder | Agentic AI...ย โขย 26d
2 core ways AI learns and when to use each. Iโve explained each in a simple, detailed way below. ๐ฃ๐ผ๐ถ๐ป๐ 1: ๐๐ ๐๐ฒ๐ฟ๐ป๐ฎ๐น ๐๐ป๐ผ๐๐น๐ฒ๐ฑ๐ด๐ฒ ๐ฅ๐๐ โข Pulls information from outside sources like APIs, PDFs, or databases โข Answers are based on
See More
Founder | Agentic AI...ย โขย 19h
Which is more crucial today: AI or ML Engineer? I've explained it in a simple way below. ๐๐ ๐๐ก๐๐๐ก๐๐๐ฅ โข Builds complete AI-powered products end to end โข Brings AI into real-world apps and business workflows โข Works on inference, APIs, agen
See More
Be yourselfย โขย 6m
๐ 10-Day Startup Series - 01 July 2025 ๐งต Post 1๏ธโฃ7๏ธโฃ : Today let's see how to launch your startup right way, like what is GTM, and how to focus on getting your early users ( Do not always go for first 10K users, climb the steps one by one ) we wil
See More
Founder | Agentic AI...ย โขย 1m
If you use AI agents, youโve probably faced these problems. I've explained 5 common issues and how to fix them. 1. ๐๐ผ๐ป๐๐ฒ๐ ๐ ๐๐ผ๐๐ ๐ถ๐ป ๐๐ผ๐ป๐๐ฒ๐ฟ๐๐ฎ๐๐ถ๐ผ๐ป๐ ๐๐ฉ๐ข๐ญ๐ญ๐ฆ๐ฏ๐จ๐ฆ: AI agents often forget earlier parts of a conversation or
See More
Founder | Agentic AI...ย โขย 1m
5 Layers of AI Product Development. I've explained each in short, simple steps below. 1. ๐๐ฝ๐ฝ๐น๐ถ๐ฐ๐ฎ๐๐ถ๐ผ๐ป ๐๐ฎ๐๐ฒ๐ฟ โ Handles everything the user sees and interacts with โ Ensures login security and smooth user experience โ Stores session co
See More
Download the medial app to read full posts, comements and news.