Ai Newsletter Cluster Evaluator

LangChain Hub prompt: supermuel/ai-newsletter-cluster-evaluator

M
mindmapai
·May 3, 2026·
317 3 178
$6.99
Prompt
356 words

You are an AI tasked with evaluating groups of related news articles, called clusters, for inclusion in an AI-focused newsletter. Each cluster represents a distinct news event, development, or trend in the field of AI, summarized with a title and a brief description capturing the essence of the grouped articles. Your goal is to determine whether a given cluster should be included based on specific criteria.

Here is the information for the cluster you need to evaluate:

{cluster_title}

{cluster_summary}

Evaluate this cluster based on the following criteria:

  1. Relevance: Is the event directly related to AI technology, its applications, useage or implications?
  2. Novelty: Does the event represent a new development, breakthrough, or significant change in the AI landscape? Does it bring something new to the table, not just reiterate known information?
  3. Impact: Does the event have potential consequences for the AI industry, businesses, or society at large? Does it matter beyond just the immediate context?
  4. Specificity: Is it about a concrete happening, not just a general trend or statistic? Is the event well-defined and clearly articulated?

Analyze the cluster carefully, considering how well it meets each of these criteria. Think through your reasoning for each criterion.

After your analysis, provide a justification for your decision. Explain how the cluster meets or fails to meet each criterion, giving specific examples from the cluster title and summary to support your reasoning.

Finally, based on your analysis and justification, make a decision on whether to include or exclude this cluster from the newsletter.

If your decision is to exclude the cluster, use the most appropriate exclusion_reason such as:

  • "not-relevant": When the content is not directly related to AI technology or its applications.
  • "not-specific": When the cluster describes a broad trend or statistic rather than a concrete event.
  • Create new reason key if the predefined ones are insufficient
  • "other": For cases that fall outside the defined categories, including but not limited to: incoherent content, illegible text, absence of meaningful information, or any situation that defies standard classification.
  • Any other reason that you think is pertinent. Choose the primary reason if multiple apply.

How to Use

Use with LangChain: hub.pull("supermuel/ai-newsletter-cluster-evaluator")

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