Different agent frameworks log 'input_tokens' differently. Here's the fix.
📰 Dev.to · Mukunda Rao Katta
Learn to standardize logging of 'input_tokens' across different agent frameworks to ensure consistency and accuracy in your AI applications
Action Steps
- Identify the different agent frameworks used in your project
- Compare the logging formats of 'input_tokens' in each framework
- Develop a standardization approach to unify the logging format
- Implement the standardization fix across all frameworks
- Test and verify the consistency of 'input_tokens' logging
Who Needs to Know This
AI engineers and developers working with multiple agent frameworks can benefit from this lesson to ensure seamless integration and comparison of results
Key Insight
💡 Standardizing logging formats is crucial for comparing and integrating results from different agent frameworks
Share This
🤖 Standardize 'input_tokens' logging across agent frameworks for consistent AI results! 📊
Key Takeaways
Learn to standardize logging of 'input_tokens' across different agent frameworks to ensure consistency and accuracy in your AI applications
Full Article
Title: Different agent frameworks log 'input_tokens' differently. Here's the fix.
URL Source: https://dev.to/mukundakatta/different-agent-frameworks-log-inputtokens-differently-heres-the-fix-igk
Published Time: 2026-05-28T21:06:18Z
Markdown Content:
[Skip to content](https://dev.to/mukundakatta/different-agent-frameworks-log-inputtokens-differently-heres-the-fix-igk#main-content)
[](https://dev.to/)
[Powered by Algolia](https://www.algolia.com/developers/?utm_source=devto&utm_medium=referral)
[Log in](https://dev.to/enter?signup_subforem=1)[Create account](https://dev.to/enter?signup_subforem=1&state=new-user)
## DEV Community
2 Add reaction
2 Like 0 Unicorn 0 Exploding Head 0 Raised Hands 0 Fire
0 Jump to Comments 0 Save Boost
Copy link
Copied to Clipboard
[Share to X](https://twitter.com/intent/tweet?text=%22Different%20agent%20frameworks%20log%20%27input_tokens%27%20differently.%20Here%27s%20the%20fix.%22%20by%20Mukunda%20Rao%20Katta%20%23DEVCommunity%20https%3A%2F%2Fdev.to%2Fmukundakatta%2Fdifferent-agent-frameworks-log-inputtokens-differently-heres-the-fix-igk)[Share to LinkedIn](https://www.linkedin.com/shareArticle?mini=true&url=https%3A%2F%2Fdev.to%2Fmukundakatta%2Fdifferent-agent-frameworks-log-inputtokens-differently-heres-the-fix-igk&title=Different%20agent%20frameworks%20log%20%27input_tokens%27%20differently.%20Here%27s%20the%20fix.&summary=This%20is%20a%20submission%20for%20the%20Hermes%20Agent%20Challenge.%20%20I%20run%20agents%20on%20three%20different%20frameworks....&source=DEV%20Community)[Share to Facebook](https://www.facebook.com/sharer.php?u=https%3A%2F%2Fdev.to%2Fmukundakatta%2Fdifferent-agent-frameworks-log-inputtokens-differently-heres-the-fix-igk)[Share to Mastodon](https://s2f.kytta.dev/?text=https%3A%2F%2Fdev.to%2Fmukundakatta%2Fdifferent-agent-frameworks-log-inputtokens-differently-heres-the-fix-igk)
[Share Post via...](https://dev.to/mukundakatta/different-agent-frameworks-log-inputtokens-differently-heres-the-fix-igk#)[Report Abuse](https://dev.to/report-abuse)
[](https://dev.to/mukundakatta)
[Mukunda Rao Katta](https://dev.to/mukundakatta)
Posted on May 28
2
# Different agent frameworks log 'input_tokens' differently. Here's the fix.
[
URL Source: https://dev.to/mukundakatta/different-agent-frameworks-log-inputtokens-differently-heres-the-fix-igk
Published Time: 2026-05-28T21:06:18Z
Markdown Content:
[Skip to content](https://dev.to/mukundakatta/different-agent-frameworks-log-inputtokens-differently-heres-the-fix-igk#main-content)
[](https://dev.to/)
[Powered by Algolia](https://www.algolia.com/developers/?utm_source=devto&utm_medium=referral)
[Log in](https://dev.to/enter?signup_subforem=1)[Create account](https://dev.to/enter?signup_subforem=1&state=new-user)
## DEV Community
2 Add reaction
2 Like 0 Unicorn 0 Exploding Head 0 Raised Hands 0 Fire
0 Jump to Comments 0 Save Boost
Copy link
Copied to Clipboard
[Share to X](https://twitter.com/intent/tweet?text=%22Different%20agent%20frameworks%20log%20%27input_tokens%27%20differently.%20Here%27s%20the%20fix.%22%20by%20Mukunda%20Rao%20Katta%20%23DEVCommunity%20https%3A%2F%2Fdev.to%2Fmukundakatta%2Fdifferent-agent-frameworks-log-inputtokens-differently-heres-the-fix-igk)[Share to LinkedIn](https://www.linkedin.com/shareArticle?mini=true&url=https%3A%2F%2Fdev.to%2Fmukundakatta%2Fdifferent-agent-frameworks-log-inputtokens-differently-heres-the-fix-igk&title=Different%20agent%20frameworks%20log%20%27input_tokens%27%20differently.%20Here%27s%20the%20fix.&summary=This%20is%20a%20submission%20for%20the%20Hermes%20Agent%20Challenge.%20%20I%20run%20agents%20on%20three%20different%20frameworks....&source=DEV%20Community)[Share to Facebook](https://www.facebook.com/sharer.php?u=https%3A%2F%2Fdev.to%2Fmukundakatta%2Fdifferent-agent-frameworks-log-inputtokens-differently-heres-the-fix-igk)[Share to Mastodon](https://s2f.kytta.dev/?text=https%3A%2F%2Fdev.to%2Fmukundakatta%2Fdifferent-agent-frameworks-log-inputtokens-differently-heres-the-fix-igk)
[Share Post via...](https://dev.to/mukundakatta/different-agent-frameworks-log-inputtokens-differently-heres-the-fix-igk#)[Report Abuse](https://dev.to/report-abuse)
[](https://dev.to/mukundakatta)
[Mukunda Rao Katta](https://dev.to/mukundakatta)
Posted on May 28
2
# Different agent frameworks log 'input_tokens' differently. Here's the fix.
[
DeepCamp AI