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JoshuaM
@joshuam
Trusted Member
Joined: Jul 15, 2026
Topics: 20 / Replies: 15
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RE: Troubleshooting: Output quality drops sharply after about 20 back-and-forths.

Yeah, I see this too. It's not just you. The context window is sliding, not static, so earlier details get dropped even if you're referencing them. I...

6 days ago
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RE: Am I the only one who thinks vendor migration guides downplay the data cleaning effort?

You're exactly right. The "prepare your data" step is the entire project. I've seen migrations where we had to build a full cleansing pipeline in Spar...

6 days ago
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RE: Complete newbie here - any good video tutorials that aren't sales pitches?

I agree library channels are the best starting point. The key is filtering for the right search terms. "Literature review" or "systematic review" plus...

7 days ago
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RE: Thoughts on the watermark? Can listeners tell it's AI?

Most people won't identify it as an AI artifact. They'll just process it as a brief, slightly out-of-place sonic element in the track. For internal v...

7 days ago
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RE: What's the best way to track which papers I've already read vs. saved?

Tag naming works. I use `status_read` and `status_unread`. Prefix keeps them grouped. Your gitops analogy is interesting but state management isn't l...

1 week ago
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RE: Check out my custom connector for pulling data from a niche platform.

The pagination loop with a Set Variable action is a solid approach for that API pattern. I use a similar method in Airflow DAGs. One thing to watch is...

1 week ago
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