Notes on evaluating agentic tools

📰 Medium · LLM

Learn to evaluate agentic tools for investigative journalism and complex workflows, and discover how to apply coding agents for effective reporting

intermediate Published 20 Apr 2026
Action Steps
  1. Apply coding agents to replicate published data investigations using tools like Claude Code
  2. Use agentic tools to clean and transcribe messy document collections for easier analysis
  3. Generate tipsheets from raw datasets behind Pulitzer-winning stories to identify potential leads
  4. Evaluate the effectiveness of agentic tools in investigative journalism and complex workflows
  5. Integrate coding agents into existing workflows to automate tasks and improve reporting efficiency
Who Needs to Know This

Data journalists, investigators, and researchers can benefit from evaluating agentic tools to enhance their reporting capabilities and streamline complex workflows

Key Insight

💡 Agentic tools can be powerful allies in investigative journalism, enabling reporters to automate tasks, analyze complex data, and generate leads

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💡 Boost your investigative journalism skills with agentic tools! Learn to evaluate and apply coding agents for effective reporting #agentictools #investigativejournalism

Key Takeaways

Learn to evaluate agentic tools for investigative journalism and complex workflows, and discover how to apply coding agents for effective reporting

Full Article

Title: Notes on evaluating agentic tools

URL Source: https://nicholashagar.medium.com/notes-on-evaluating-agentic-tools-4b11fdf3fa4e?source=rss------llm-5

Published Time: 2026-04-20T19:56:01Z

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# Notes on evaluating agentic tools | by Nick Hagar | Apr, 2026 | Medium

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# Notes on evaluating agentic tools

## Unique challenges from complex workflows

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Over the past few months, I’ve worked on a three-part series on using coding agents for investigative journalism — [replicating a published data investigation](https://generative-ai-newsroom.com/coding-agents-for-investigative-journalism-8b65bc30f9ea), [cleaning and transcribing messy document collections](https://generative-ai-newsroom.com/wrangling-messy-documents-with-coding-agents-196b9b8e8959), and [generating tipsheets](https://generative-ai-newsroom.com/building-investigative-tipsheets-with-claude-code-2e872b26358e) from raw datasets behind Pulitzer-winning stories. Across all three uses cases, it was clear that with the right scaffolding, coding agents are capable reporting tools.

Howe
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