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๐๐ฎ๐ข๐œ๐ค ๐ƒ๐ž๐ฉ๐ฅ๐จ๐ฒ ๐€๐๐ฏ๐š๐ง๐œ๐ž๐ ๐€๐ง๐š๐ฅ๐ฒ๐ฌ๐ข๐ฌ ๐Œ๐ฎ๐ฅ๐ญ๐ข-๐€๐ ๐ž๐ง๐ญ ๐ฐ๐ข๐ญ๐ก ๐…๐ฅ๐จ๐ฐ๐ข๐ฌ๐ž

REX-3 AI Co-Analyst app integrates reasoning-based analysisโ€”with Deepseek, Gemini, Sonnet 3.7โ€”into a multi-agent system, with Flowise for AI agent backend (Try it ๐Ÿ‘‰ rex.tigzig.com).





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Full-featured deploy can get complex with multiple repos and configurations...but hereโ€™s a faster way to get started...

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๐Ÿ’ ๐ฌ๐ญ๐ž๐ฉ ๐๐ž๐ฉ๐ฅ๐จ๐ฒย (๐ฌ๐ž๐ž ๐ฏ๐ข๐๐ž๐จ)

Flowise provides a ready-to-go UI ...use it often in my client deploys.

1๏ธโƒฃย Import agent schemas

2๏ธโƒฃย Update Credentials.

3๏ธโƒฃย Deploy a SQL connector FastAPI server

4๏ธโƒฃย Adjust FastAPI security settings

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๐“๐จ๐ฉ ๐“๐ข๐ฉ๐ฌ

๐Ÿ”น ๐๐ž๐ž๐ ๐š ๐Ÿ๐ซ๐ž๐ž ๐๐š๐ญ๐š๐›๐š๐ฌ๐ž? neon.techย (500MB/Postgres) spins up instantly. Options: Aiven (5GB/Postgres/MySQL), Supabase (500MB/Postgres)

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๐Ÿ”น ๐…๐ข๐ฅ๐ž ๐ญ๐ซ๐š๐ง๐ฌ๐Ÿ๐ž๐ซ๐ฌ ๐ญ๐จ ๐ƒ๐? DBeaver is a great option

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๐Ÿ”น ๐€๐๐ ๐š ๐ง๐ž๐ฐ ๐ซ๐ž๐š๐ฌ๐จ๐ง๐ข๐ง๐  ๐ฆ๐จ๐๐ž๐ฅย (๐ž.๐ . ๐๐ฐ๐ž๐ง-๐๐ฐ๐)? Replicate Deepseek agent & replace model name with OpenRouterโ€™s tag for Qwen

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๐Ÿ”น ๐‚๐ฎ๐ฌ๐ญ๐จ๐ฆ๐ข๐ณ๐žย - ๐ž.๐ . ๐ง๐ž๐ž๐ ๐š๐ง ๐š๐ง๐š๐ฅ๐ฒ๐ฌ๐ข๐ฌ ๐ฉ๐ฅ๐š๐ง ๐ฐ๐ข๐ญ๐ก๐จ๐ฎ๐ญ ๐ž๐ฑ๐ž๐œ๐ฎ๐ญ๐ข๐จ๐ง? Delete executor agent

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๐Ÿ”น ๐๐ž๐ž๐ ๐ง๐ž๐ฐ ๐ฌ๐œ๐ž๐ง๐š๐ซ๐ข๐จ? Modify router agent to add conditions and new routing.

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๐Ÿ”น ๐‡๐ž๐ฅ๐ฉ ๐ฐ๐ข๐ญ๐ก ๐…๐ฅ๐จ๐ฐ๐ข๐ฌ๐ž? Leon Van Zyl's brilliant tutorials https://lnkd.in/g_mq6g7h

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๐Ÿ”น ๐–๐ก๐š๐ญ ๐š๐›๐จ๐ฎ๐ญ ๐ž๐ซ๐ซ๐จ๐ซ๐ฌ, ๐ฏ๐š๐ฅ๐ข๐๐š๐ญ๐ข๐จ๐ง๐ฌ, ๐š๐ง๐ ๐ฅ๐š๐ญ๐ž๐ง๐œ๐ข๐ž๐ฌ? โ€”check out detailed post and video (link in last section)

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๐Ÿ”น ๐†๐ž๐ญ ๐ฌ๐ญ๐š๐ซ๐ญ๐ž๐ ๐ฐ๐ข๐ญ๐ก ๐Ÿ๐ซ๐ž๐ž ๐œ๐ซ๐ž๐๐ข๐ญ๐ฌ: from ElevenLabs - 50,000 pages with Firecrawl, $50 at Render, $50 with Exa, and more: https://lnkd.in/ggjzWtvuย 

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๐’๐จ๐ฎ๐ซ๐œ๐ž ๐‚๐จ๐๐ž๐ฌย & ๐…๐ฅ๐จ๐ฐ๐ข๐ฌ๐ž ๐€๐ ๐ž๐ง๐ญ ๐’๐ž๐ญ๐ฎ๐ฉ๐ฌ

rex.tigzig.comย โžœย Help & Build Guide

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๐‡๐š๐ง๐๐ฌ-๐Ž๐ง ๐๐ž๐ซ๐ฌ๐ฉ๐ž๐œ๐ญ๐ข๐ฏ๐ž

Real-world AI isnโ€™t just plug-and-play. In my projects (for SMBs), the hard part isnโ€™t spinning up an agentโ€”itโ€™s data cleaning, validations, building usable data marts, automating processes, API flows, error handling, customizations as well as lots of agent iterations. I donโ€™t expect guides like these to solve everything, but do hope they provide a good starting point and insights

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๐๐ฎ๐ข๐ฅ๐ ๐€๐ˆ ๐‚๐จ-๐€๐ง๐š๐ฅ๐ฒ๐ฌ๐ญ ๐€๐ฉ๐ฉ๐ฌ ๐Ÿ๐จ๐ซ ๐€๐ง๐š๐ฅ๐ฒ๐ญ๐ข๐œ๐ฌ

Explore 15+ open-source AI analytics apps at rex.tigzig.comย with natural language to SQL, python charts, stats, database connectivity and more. Free access, source codes and build guides

๐Ÿ”น๐€๐ˆ ๐‚๐จ-๐€๐ง๐š๐ฅ๐ฒ๐ฌ๐ญ ๐€๐๐ฏ๐š๐ง๐œ๐ž๐ ๐€๐ง๐š๐ฅ๐ฒ๐ญ๐ข๐œ๐ฌ ๐€๐ฉ๐ฉ: https://lnkd.in/g8xPQvb8

๐Ÿ”น๐€๐ˆ ๐€๐ฎ๐ญ๐จ๐ฆ๐š๐ญ๐ข๐จ๐ง ๐Œ๐ข๐œ๐ซ๐จ ๐€๐ฉ๐ฉ: https://lnkd.in/gxVbCdpv

๐Ÿ”น๐‘๐ž๐š๐ฅ๐ญ๐ข๐ฆ๐ž ๐’๐๐‹ ๐•๐จ๐ข๐œ๐ž ๐€๐ˆ: https://lnkd.in/g6cT8ZSMย https://lnkd.in/gCT9J_K4

๐Ÿ”น๐‚๐จ๐ง๐ง๐ž๐œ๐ญ ๐‚๐ก๐š๐ญ๐†๐๐“ ๐ญ๐จ ๐’๐ฎ๐ฉ๐š๐›๐š๐ฌ๐ž ๐ข๐ง ๐Ÿ๐ŸŽ ๐ฆ๐ข๐ง๐ฎ๐ญ๐ž๐ฌ: https://lnkd.in/g2A9h8f2



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