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Rahul Agarwal

Founder | Agentic AI...ย โ€ขย 7h

LangGraph vs Autogen vs CrewAI, which to choose? I've given a breakdown of which is best for you. ๐—Ÿ๐—ฎ๐—ป๐—ด๐—š๐—ฟ๐—ฎ๐—ฝ๐—ต (๐—–๐—ผ๐—บ๐—ฝ๐—น๐—ฒ๐˜… ๐—ช๐—ผ๐—ฟ๐—ธ๐—ณ๐—น๐—ผ๐˜„๐˜€) LangGraph is ideal for ๐—ฏ๐˜‚๐—ถ๐—น๐—ฑ๐—ถ๐—ป๐—ด ๐—ฐ๐—ผ๐—บ๐—ฝ๐—น๐—ฒ๐˜…, ๐—บ๐˜‚๐—น๐˜๐—ถ-๐˜€๐˜๐—ฒ๐—ฝ ๐—”๐—œ ๐˜„๐—ผ๐—ฟ๐—ธ๐—ณ๐—น๐—ผ๐˜„๐˜€. Think of it as a ๐˜„๐—ผ๐—ฟ๐—ธ๐—ณ๐—น๐—ผ๐˜„ ๐—ฒ๐—ป๐—ด๐—ถ๐—ป๐—ฒ that supports memory, tools, and fallback mechanisms. ๐—™๐—ฒ๐—ฎ๐˜๐˜‚๐—ฟ๐—ฒ๐˜€: โ€ข ๐—ฅ๐—ผ๐—ฏ๐˜‚๐˜€๐˜ ๐—˜๐—ฟ๐—ฟ๐—ผ๐—ฟ ๐— ๐—ฎ๐—ป๐—ฎ๐—ด๐—ฒ๐—บ๐—ฒ๐—ป๐˜ โ€“ Handles failures intelligently. โ€ข ๐—ฃ๐—ฟ๐—ผ๐—ฐ๐—ฒ๐˜€๐˜€ ๐—™๐—น๐—ผ๐˜„ ๐—–๐—ผ๐—ป๐˜๐—ฟ๐—ผ๐—น โ€“ Lets you define clear task flows. โ€ข ๐—œ๐—ป๐˜๐—ฒ๐—ด๐—ฟ๐—ฎ๐˜๐—ฒ๐—ฑ ๐—ฅ๐—”๐—š โ€“ Connects to external knowledge (PDFs, docs). โ€ข ๐—ง๐—ผ๐—ผ๐—น ๐—œ๐—ป๐˜๐—ฒ๐—ด๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป โ€“ AI agents can call APIs or tools. โ€ข ๐—›๐˜‚๐—บ๐—ฎ๐—ป ๐—ถ๐—ป ๐—Ÿ๐—ผ๐—ผ๐—ฝ โ€“ Allows human input during decision-making. โ€ข ๐—–๐—ผ๐—ป๐˜๐—ฒ๐˜…๐˜ ๐— ๐—ฒ๐—บ๐—ผ๐—ฟ๐˜† ๐—œ๐—ป๐˜๐—ฒ๐—ด๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป โ€“ AI remembers previous interactions. _________________________________________________ ๐—”๐˜‚๐˜๐—ผ๐—ด๐—ฒ๐—ป (๐—˜๐—ป๐˜๐—ฒ๐—ฟ๐—ฝ๐—ฟ๐—ถ๐˜€๐—ฒ ๐—ง๐—ฒ๐—ฎ๐—บ๐˜€) Autogen is built for ๐—ฏ๐—ถ๐—ด ๐—ฐ๐—ผ๐—บ๐—ฝ๐—ฎ๐—ป๐—ถ๐—ฒ๐˜€ that need ๐—บ๐˜‚๐—น๐˜๐—ถ-๐—ฎ๐—ด๐—ฒ๐—ป๐˜ ๐—ฐ๐—ผ๐—น๐—น๐—ฎ๐—ฏ๐—ผ๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป with ๐—ฟ๐—ผ๐—น๐—ฒ๐˜€, ๐—น๐—ผ๐—ด๐—ด๐—ถ๐—ป๐—ด, ๐—ฎ๐—ป๐—ฑ ๐˜€๐—ฒ๐—ฐ๐˜‚๐—ฟ๐—ถ๐˜๐˜†. ๐—™๐—ฒ๐—ฎ๐˜๐˜‚๐—ฟ๐—ฒ๐˜€: โ€ข ๐—ฆ๐—ฐ๐—ฎ๐—น๐—ฎ๐—ฏ๐—น๐—ฒ ๐— ๐˜‚๐—น๐˜๐—ถ-๐—”๐—ด๐—ฒ๐—ป๐˜ ๐—–๐—ผ๐—ผ๐—ฟ๐—ฑ๐—ถ๐—ป๐—ฎ๐˜๐—ถ๐—ผ๐—ป โ€“ Multiple agents work together. โ€ข ๐—˜๐—ป๐˜๐—ฒ๐—ฟ๐—ฝ๐—ฟ๐—ถ๐˜€๐—ฒ-๐—š๐—ฟ๐—ฎ๐—ฑ๐—ฒ ๐—ฆ๐—ฒ๐—ฐ๐˜‚๐—ฟ๐—ถ๐˜๐˜† & ๐—œ๐—ป๐˜๐—ฒ๐—ด๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป โ€“ Safe for internal use. โ€ข ๐—™๐˜‚๐—ป๐—ฐ๐˜๐—ถ๐—ผ๐—ป-๐—ฆ๐—ฝ๐—ฒ๐—ฐ๐—ถ๐—ณ๐—ถ๐—ฐ ๐—”๐—ด๐—ฒ๐—ป๐˜ ๐—”๐—ฟ๐—ฐ๐—ต๐—ถ๐˜๐—ฒ๐—ฐ๐˜๐˜‚๐—ฟ๐—ฒ โ€“ Agents have defined roles. โ€ข ๐—ฅ๐—ฒ๐˜€๐—ถ๐—น๐—ถ๐—ฒ๐—ป๐˜ ๐—˜๐—ฟ๐—ฟ๐—ผ๐—ฟ ๐—›๐—ฎ๐—ป๐—ฑ๐—น๐—ถ๐—ป๐—ด โ€“ Recovers from failures automatically. โ€ข ๐—š๐—ฟ๐—ฎ๐—ป๐˜‚๐—น๐—ฎ๐—ฟ ๐— ๐—ผ๐—ป๐—ถ๐˜๐—ผ๐—ฟ๐—ถ๐—ป๐—ด ๐—–๐—ฎ๐—ฝ๐—ฎ๐—ฏ๐—ถ๐—น๐—ถ๐˜๐—ถ๐—ฒ๐˜€ โ€“ Tracks performance in detail. โ€ข ๐—ฆ๐—ฒ๐—ฎ๐—บ๐—น๐—ฒ๐˜€๐˜€ ๐—”๐—ฃ๐—œ ๐—–๐—ผ๐—ป๐—ป๐—ฒ๐—ฐ๐˜๐—ถ๐˜ƒ๐—ถ๐˜๐˜† โ€“ Easily connects to company systems. ________________________________________________ ๐—–๐—ฟ๐—ฒ๐˜„๐—”๐—œ (๐—ฅ๐—ฎ๐—ฝ๐—ถ๐—ฑ ๐—ฃ๐—ฟ๐—ผ๐˜๐—ผ๐˜๐˜†๐—ฝ๐—ถ๐—ป๐—ด) CrewAI is made for ๐˜€๐—บ๐—ฎ๐—น๐—น ๐˜๐—ฒ๐—ฎ๐—บ๐˜€, ๐˜€๐˜๐—ฎ๐—ฟ๐˜๐˜‚๐—ฝ๐˜€, or ๐—ฑ๐—ฒ๐˜ƒ๐˜€ who want to ๐—ฏ๐˜‚๐—ถ๐—น๐—ฑ & ๐˜๐—ฒ๐˜€๐˜ AI agents ๐—ณ๐—ฎ๐˜€๐˜. ๐—™๐—ฒ๐—ฎ๐˜๐˜‚๐—ฟ๐—ฒ๐˜€: โ€ข ๐—ฅ๐—ฎ๐—ฝ๐—ถ๐—ฑ ๐—”๐—ด๐—ฒ๐—ป๐˜ ๐—ฆ๐—ฒ๐˜๐˜‚๐—ฝ โ€“ Get started in minutes. โ€ข ๐—ฃ๐—ฟ๐—ฒ-๐—•๐˜‚๐—ถ๐—น๐˜ ๐—ช๐—ผ๐—ฟ๐—ธ๐—ณ๐—น๐—ผ๐˜„ ๐—ง๐—ฒ๐—บ๐—ฝ๐—น๐—ฎ๐˜๐—ฒ๐˜€ โ€“ No need to build from scratch. โ€ข ๐—ฉ๐—ถ๐—ฏ๐—ฟ๐—ฎ๐—ป๐˜ ๐——๐—ฒ๐˜ƒ๐—ฒ๐—น๐—ผ๐—ฝ๐—ฒ๐—ฟ ๐—ก๐—ฒ๐˜๐˜„๐—ผ๐—ฟ๐—ธ โ€“ Strong community and support. โ€ข ๐—Ÿ๐—ฒ๐—ฎ๐—ป ๐—ฎ๐—ป๐—ฑ ๐—–๐˜‚๐˜€๐˜๐—ผ๐—บ๐—ถ๐˜‡๐—ฎ๐—ฏ๐—น๐—ฒ ๐—ฆ๐—ฒ๐˜๐˜‚๐—ฝ โ€“ Simple and lightweight. โ€ข ๐—ก๐—ฎ๐˜๐—ถ๐˜ƒ๐—ฒ ๐—ง๐—ผ๐—ผ๐—น ๐—œ๐—ป๐˜๐—ฒ๐—ด๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป๐˜€ โ€“ Works with Slack, Notion, etc. โ€ข ๐—ค๐˜‚๐—ถ๐—ฐ๐—ธ ๐—ง๐—ฒ๐˜€๐˜๐—ถ๐—ป๐—ด ๐—ณ๐—ผ๐—ฟ ๐—Ÿ๐—ฒ๐—ฎ๐—ป ๐—ง๐—ฒ๐—ฎ๐—บ๐˜€ โ€“ Iterate and improve fast. โœ… Final Recommendation โ€ข Use ๐—Ÿ๐—ฎ๐—ป๐—ด๐—š๐—ฟ๐—ฎ๐—ฝ๐—ต if you need complex logic, memory, and step-by-step flow. โ€ข Use ๐—”๐˜‚๐˜๐—ผ๐—ด๐—ฒ๐—ป if you're an enterprise building agent teams with roles and security. โ€ข Use ๐—–๐—ฟ๐—ฒ๐˜„๐—”๐—œ if you're prototyping fast and want quick results without much setup. โœ… Repost for others in your network who can benefit from this.

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