[GH-ISSUE #75] Integrate Langgraph Multi Agents content team with Alwrity #60

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opened 2026-03-02 23:33:19 +03:00 by kerem · 1 comment

kerem commented

2026-03-02 23:33:19 +03:00

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Originally created by @AJaySi on GitHub (May 20, 2024).
Original GitHub issue: https://github.com/AJaySi/ALwrity/issues/75

Originally assigned to: @AJaySi on GitHub.

Credits: https://docs.tavily.com/docs/gpt-researcher/agent_frameworks

Additions(TBD):
1). Add RAG, Local documents sources, along with web search. Multimodal support. All under preview of content creation.
2). Code Abstraction for content creators, Modify & personalize content team members without worrying about technical stuff.

Note: There will be improvements, but abstraction, encapsulation is the main aim.

Originally created by @AJaySi on GitHub (May 20, 2024). Original GitHub issue: https://github.com/AJaySi/ALwrity/issues/75 Originally assigned to: @AJaySi on GitHub. Credits: https://docs.tavily.com/docs/gpt-researcher/agent_frameworks Additions(TBD): 1). Add RAG, Local documents sources, along with web search. Multimodal support. All under preview of content creation. 2). Code Abstraction for content creators, Modify & personalize content team members without worrying about technical stuff. Note: There will be improvements, but abstraction, encapsulation is the main aim.

kerem

2026-03-02 23:33:19 +03:00

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kerem commented

2026-03-02 23:33:20 +03:00

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@AJaySi commented on GitHub (Sep 25, 2025):

I have experimented with ADK, CrewAI and langgraph agents, they are too expensive and waste a lot of cycles.
Prompting with right context and non-AI tools are producing better results and allows for edits and experimentations.
We do a AI Agents, if its only AI + Contextual memory + Tool calling.

@AJaySi commented on GitHub (Sep 25, 2025): I have experimented with ADK, CrewAI and langgraph agents, they are too expensive and waste a lot of cycles. Prompting with right context and non-AI tools are producing better results and allows for edits and experimentations. We do a AI Agents, if its only AI + Contextual memory + Tool calling.

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starred/ALwrity#60

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