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![codatta_io Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::1715696651669827584.png) Codatta [@codatta_io](/creator/twitter/codatta_io) on x 152.1K followers
Created: 2025-07-19 04:27:24 UTC

🔹 Week 5: Community-Based QA

Human eyes count. Contributors verify each other’s work, building consistency and trust.

🔹 Week 6: LLMs + Human Feedback Loop

GPT, Qwen & others suggest labels. Humans refine.

Faster, smarter labeling with human-AI synergy.


XXXXX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1946426622263054504/c:line.svg)

**Related Topics**
[faster](/topic/faster)
[qwen](/topic/qwen)
[loop](/topic/loop)
[verify](/topic/verify)

[Post Link](https://x.com/codatta_io/status/1946426622263054504)