--- title: "Review Queues: The Human Step Towards Better AI" url: https://daily.dev/posts/review-queues-the-human-step-towards-better-ai-4elp7kl9f source_url: https://mlflow.org/blog/review-queue-feature type: article source: "mlflow" published: 2026-07-22T07:22:07.519Z updated: 2026-07-22T07:22:31.538Z tags: ["machine-learning", "llm", "llm-observability"] reading_time: 5 upvotes: 0 comments: 0 language: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Review Queues: The Human Step Towards Better AI **[mlflow](https://daily.dev/sources/MLflow)** · 5 min read · 0 upvotes · 0 comments ## Summary MLflow has released Review Queues, a feature that turns AI trace review from spreadsheet-based workflows into a structured ticketing system. Teams can create named queues with evaluation criteria (pass/fail, ratings), manually or automatically route flagged traces to reviewers, and build curated datasets of AI successes and failures. These human evaluations serve dual purposes: compliance oversight and training data for future model fine-tuning. The post argues that despite LLM advances, human oversight remains essential because models can still be manipulated or produce harmful outputs, and Review Queues simply make that oversight more manageable. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [How to Build a Human Review Queue for AI-Generated Content](https://daily.dev/posts/how-to-build-a-human-review-queue-for-ai-generated-content-m7q0wtzwk) · SitePoint · 0 upvotes · 0 comments - [One Agent Workflow That Keeps Human Review in the Loop](https://daily.dev/posts/one-agent-workflow-that-keeps-human-review-in-the-loop-idljoj6z9) · Medium · 0 upvotes · 0 comments --- Tags: [#machine-learning](https://daily.dev/tags/machine-learning), [#llm](https://daily.dev/tags/llm), [#llm-observability](https://daily.dev/tags/llm-observability) [View this post on daily.dev](https://daily.dev/posts/review-queues-the-human-step-towards-better-ai-4elp7kl9f)