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I see a significant increase in quality when I stream with my AppleTV box rather than using the Roku interface that's built into my TCL TV.

Those look like compression artifacts to me. If you’re not seeing that with Blu-rays but only on cable and streaming, it’s a compression issue from the source or lack of bandwidth from your cable/internet provider and not an issue with the actual TV.