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77 contributions to AI Automation Society
HTML Email format
Hi all, I'm trying to setup and AI Agent to format my raw research date to HTML form and send it to my Gmail. I'm using OpenRouter-Sonnet4.5 for AI Agent, but the output is quite crappy. Thank you for any tips.
2 likes β€’ 2d
what I do is 1. ask an llm to create an format the html email I want 2. use vscode and preview the html 3. put the same one in n8n and have placeholders {{client name}} etc 4. send it to myself and see the end result 5. tweak, rinse and repeat until I get the desired result πŸ™‚
Agentic RAG vs RAG
Agentic RAGs: The Future of AI Workflows Leading AI companies like Glean, Perplexity, and Harvey use sophisticated Agentic RAGs to handle complex enterprise tasks. This powerful combination leverages the strengths of both: - RAG (Retrieval Augmented Generation): - AI Agents: How Agentic RAGs Combine Strengths: - Smarter Retrieval: AI agents intelligently manage RAG's data retrieval, dynamically selecting sources based on query needs. - Enhanced Prompts: Agents build on RAG's augmented prompts by adding planning and real-time, tool-based data, feeding a highly refined input to the LLM. Operational Workflow (Simplified): 1. Query In: Agent receives user query. 2. Context & Plan: Agent uses memory and plans data retrieval strategy. 3. Data Fetch: Tools (like vector search) gather relevant data. 4. Prompt Optimize: Agent combines data, query, and prompt, applying reasoning. 5. Response Out: LLM generates final, intelligent output. Agentic RAGs are transforming how AI tackles complex challenges in the tech industry.
Agentic RAG vs RAG
1 like β€’ Oct '25
@Habeeb Mohammed for Symantec search use vector RAG or a hybrid RAG Else go with a tool based rag
0 likes β€’ 7d
Tanmay, RAGs are good for files etc but with increase in volume the cost of RAG increases a lot. on aws S3 you can have s3 tables if its a structured data to answer any questions via sql or AWS redhshift spectrum Databricks is another viable option with external tables. I need to know the type of data to give you a proper answer if n8n with RAG can be used or some other tech stack needs to be introduced
πŸš€ FlowMart Beta Invites Sent!
Update - FAQ Section added. Template card layout tightened. Beta invitations for FlowMart have officially gone out πŸŽ‰If you signed up earlier, check your inbox. Selected testers can now: - Add and sell AI / automation templates - Explore and hire AI builders - Test free + paid flows (Stripe payments are live) - Share honest, early feedback that will shape the platform πŸ‘‰ Access: https://flowmart.fasttrackaimastery.com/ If you didn’t get in this round, more spots will open soon. Stay tuned πŸ‘€
πŸš€ FlowMart Beta Invites Sent!
0 likes β€’ Jan 7
@Hicham Char Templates are therr but getting them working is a headache This site will help as it has a community aspect
FlowMart Beta Testers meeting at 11am EST today
meet.google.com/wbx-tezh-fnn Please join if interested
6
0
FlowMart Beta Testers meeting at 11am EST today
πŸš€ FlowMart Beta β€” Limited Access
πŸš€ FlowMart Beta β€” Limited Access We’ve opened FlowMart, a centralized marketplace where AI creators, builders, and buyers come together. What you can do: - Sell AI templates (n8n, Make, Zapier, etc.) - Sell micro-SaaS & AI tools - Keep 100% of your profits during beta - Buyers can use ready-made solutions or hire creators directly This is not just a template store β€” it’s a place to find talent, collaborate, and ship real AI solutions. πŸ”’ We’re selecting only 5 beta testers from this community.Access is not instant β€” selected testers will be contacted via DM or email. πŸ‘‰ Apply here: https://forms.gle/CxbKxmgoTtWx8pEy9 Let’s build the go-to marketplace for AI automation together.
πŸš€ FlowMart Beta β€” Limited Access
1 like β€’ Dec '25
there is an approval process. Also a how to video is needed to upload so that buyers are not lost. currently I am bearing the cost of the platform ( Stripe takes its charge but rest everything goes to the creator)
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Sandeep Patharkar
6
1,397points to level up
@sandeep-patharkar-8382
Community to help Individuals and Enterprises unlock the power of AI and automation using n8n

Active 21h ago
Joined Apr 23, 2025
New Jersey
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