[GH-ISSUE #63] Collaborative AI Agents for content creation #386

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opened 2026-03-13 20:12:43 +03:00 by kerem · 1 comment

kerem commented

2026-03-13 20:12:43 +03:00

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Originally created by @AJaySi on GitHub (May 4, 2024).
Original GitHub issue: https://github.com/AJaySi/ALwrity/issues/63

Originally assigned to: @AJaySi on GitHub.

Discussed in https://github.com/AJaySi/AI-Writer/discussions/52

^{Originally posted by AJaySi April 25, 2024}
Alwrity has been tempted multiple times to use AI agents framework for content generation.
Having experimented with autogpt, metagpt, crewai etc, it just seemed to many repetitions/cost for what could be achieved with better prompting in few shots Or chaining and iterative generation. The below research is contrary to my understanding.

https://arxiv.org/abs/2402.05120

I have found agents making too many api calls, thus running up costs.
As we define agents and its tasks, prompt engineering can help a lot in few shot generation of comparable quality.

I will start integrating crewai and qualify the above different rationales.

Originally created by @AJaySi on GitHub (May 4, 2024). Original GitHub issue: https://github.com/AJaySi/ALwrity/issues/63 Originally assigned to: @AJaySi on GitHub. ### Discussed in https://github.com/AJaySi/AI-Writer/discussions/52 <div type='discussions-op-text'> <sup>Originally posted by **AJaySi** April 25, 2024</sup> Alwrity has been tempted multiple times to use AI agents framework for content generation. Having experimented with autogpt, metagpt, crewai etc, it just seemed to many repetitions/cost for what could be achieved with better prompting in few shots Or chaining and iterative generation. The below research is contrary to my understanding. https://arxiv.org/abs/2402.05120 I have found agents making too many api calls, thus running up costs. As we define agents and its tasks, prompt engineering can help a lot in few shot generation of comparable quality. I will start integrating crewai and qualify the above different rationales. </div>

kerem

2026-03-13 20:12:43 +03:00

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kerem commented

2026-03-13 20:12:59 +03:00

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@AJaySi commented on GitHub (May 4, 2024):

Changes are in latest commit. Needs improvement.

@AJaySi commented on GitHub (May 4, 2024): Changes are in latest commit. Needs improvement.

kerem referenced this issue

2026-03-13 21:04:00 +03:00

[PR #386] [MERGED] Add per-agent timeouts and partial committee handling in today workflow service #688

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