๐๐ฎ๐ข๐๐ค ๐๐๐ฉ๐ฅ๐จ๐ฒ ๐๐๐ฏ๐๐ง๐๐๐ ๐๐ง๐๐ฅ๐ฒ๐ฌ๐ข๐ฌ ๐๐ฎ๐ฅ๐ญ๐ข-๐๐ ๐๐ง๐ญ ๐ฐ๐ข๐ญ๐ก ๐ ๐ฅ๐จ๐ฐ๐ข๐ฌ๐
- Amar Harolikar
- Mar 21
- 2 min read
REX-3 AI Co-Analyst app integrates reasoning-based analysisโwith Deepseek, Gemini, Sonnet 3.7โinto a multi-agent system, with Flowise for AI agent backend (Try it ๐ rex.tigzig.com).
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Full-featured deploy can get complex with multiple repos and configurations...but hereโs a faster way to get started...
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๐ ๐ฌ๐ญ๐๐ฉ ๐๐๐ฉ๐ฅ๐จ๐ฒย (๐ฌ๐๐ ๐ฏ๐ข๐๐๐จ)
Flowise provides a ready-to-go UI ...use it often in my client deploys.
1๏ธโฃย Import agent schemas
2๏ธโฃย Update Credentials.
3๏ธโฃย Deploy a SQL connector FastAPI server
4๏ธโฃย Adjust FastAPI security settings
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๐๐จ๐ฉ ๐๐ข๐ฉ๐ฌ
๐น ๐๐๐๐ ๐ ๐๐ซ๐๐ ๐๐๐ญ๐๐๐๐ฌ๐? neon.techย (500MB/Postgres) spins up instantly. Options: Aiven (5GB/Postgres/MySQL), Supabase (500MB/Postgres)
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๐น ๐ ๐ข๐ฅ๐ ๐ญ๐ซ๐๐ง๐ฌ๐๐๐ซ๐ฌ ๐ญ๐จ ๐๐? DBeaver is a great option
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๐น ๐๐๐ ๐ ๐ง๐๐ฐ ๐ซ๐๐๐ฌ๐จ๐ง๐ข๐ง๐ ๐ฆ๐จ๐๐๐ฅย (๐.๐ . ๐๐ฐ๐๐ง-๐๐ฐ๐)? Replicate Deepseek agent & replace model name with OpenRouterโs tag for Qwen
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๐น ๐๐ฎ๐ฌ๐ญ๐จ๐ฆ๐ข๐ณ๐ย - ๐.๐ . ๐ง๐๐๐ ๐๐ง ๐๐ง๐๐ฅ๐ฒ๐ฌ๐ข๐ฌ ๐ฉ๐ฅ๐๐ง ๐ฐ๐ข๐ญ๐ก๐จ๐ฎ๐ญ ๐๐ฑ๐๐๐ฎ๐ญ๐ข๐จ๐ง? Delete executor agent
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๐น ๐๐๐๐ ๐ง๐๐ฐ ๐ฌ๐๐๐ง๐๐ซ๐ข๐จ? Modify router agent to add conditions and new routing.
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๐น ๐๐๐ฅ๐ฉ ๐ฐ๐ข๐ญ๐ก ๐ ๐ฅ๐จ๐ฐ๐ข๐ฌ๐? Leon Van Zyl's brilliant tutorials https://lnkd.in/g_mq6g7h
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๐น ๐๐ก๐๐ญ ๐๐๐จ๐ฎ๐ญ ๐๐ซ๐ซ๐จ๐ซ๐ฌ, ๐ฏ๐๐ฅ๐ข๐๐๐ญ๐ข๐จ๐ง๐ฌ, ๐๐ง๐ ๐ฅ๐๐ญ๐๐ง๐๐ข๐๐ฌ? โcheck out detailed post and video (link in last section)
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๐น ๐๐๐ญ ๐ฌ๐ญ๐๐ซ๐ญ๐๐ ๐ฐ๐ข๐ญ๐ก ๐๐ซ๐๐ ๐๐ซ๐๐๐ข๐ญ๐ฌ: from ElevenLabs - 50,000 pages with Firecrawl, $50 at Render, $50 with Exa, and more: https://lnkd.in/ggjzWtvuย
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๐๐จ๐ฎ๐ซ๐๐ ๐๐จ๐๐๐ฌย & ๐ ๐ฅ๐จ๐ฐ๐ข๐ฌ๐ ๐๐ ๐๐ง๐ญ ๐๐๐ญ๐ฎ๐ฉ๐ฌ
rex.tigzig.comย โย Help & Build Guide
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๐๐๐ง๐๐ฌ-๐๐ง ๐๐๐ซ๐ฌ๐ฉ๐๐๐ญ๐ข๐ฏ๐
Real-world AI isnโt just plug-and-play. In my projects (for SMBs), the hard part isnโt spinning up an agentโitโs data cleaning, validations, building usable data marts, automating processes, API flows, error handling, customizations as well as lots of agent iterations. I donโt expect guides like these to solve everything, but do hope they provide a good starting point and insights
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๐๐ฎ๐ข๐ฅ๐ ๐๐ ๐๐จ-๐๐ง๐๐ฅ๐ฒ๐ฌ๐ญ ๐๐ฉ๐ฉ๐ฌ ๐๐จ๐ซ ๐๐ง๐๐ฅ๐ฒ๐ญ๐ข๐๐ฌ
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
๐น๐๐ ๐๐จ-๐๐ง๐๐ฅ๐ฒ๐ฌ๐ญ ๐๐๐ฏ๐๐ง๐๐๐ ๐๐ง๐๐ฅ๐ฒ๐ญ๐ข๐๐ฌ ๐๐ฉ๐ฉ: https://lnkd.in/g8xPQvb8
๐น๐๐ ๐๐ฎ๐ญ๐จ๐ฆ๐๐ญ๐ข๐จ๐ง ๐๐ข๐๐ซ๐จ ๐๐ฉ๐ฉ: https://lnkd.in/gxVbCdpv
๐น๐๐๐๐ฅ๐ญ๐ข๐ฆ๐ ๐๐๐ ๐๐จ๐ข๐๐ ๐๐: https://lnkd.in/g6cT8ZSMย https://lnkd.in/gCT9J_K4
๐น๐๐จ๐ง๐ง๐๐๐ญ ๐๐ก๐๐ญ๐๐๐ ๐ญ๐จ ๐๐ฎ๐ฉ๐๐๐๐ฌ๐ ๐ข๐ง ๐๐ ๐ฆ๐ข๐ง๐ฎ๐ญ๐๐ฌ: https://lnkd.in/g2A9h8f2