Skip to content

fix: numbering in gen ai cost article #3

New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Merged
merged 2 commits into from
Jan 9, 2024
Merged

fix: numbering in gen ai cost article #3

Changes from all commits
Commits
Show all changes
2 commits
Select commit Hold shift + click to select a range
4193ccf
fix: numbering
gitcommitshow Jan 5, 2024
4e83c15
Merge branch 'master' into blog-cost-effective-gen-ai
gitcommitshow Jan 9, 2024
File filter

Filter by extension

Filter by extension
Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
5 changes: 3 additions & 2 deletions blog/2023-12-23-how-we-built-cost-effective-generative-ai-application/index.md
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -49,7 +49,8 @@ Additionally, we implemented triage logic to skip trivial changes from the revie

By using this dual-model approach for summarization and filtering out trivial changes, we save almost 50% on costs.

## Rate-limiting: Enforcing Fair Usage

## 2. Rate-limiting: Enforcing Fair Usage

Upon launching our free service for open source projects, we noticed individual developers using it as a coding co-pilot by making hundreds of incremental commits for continuous feedback. CodeRabbit, designed for thorough code reviews unlike tools such as GitHub Copilot, incurs high costs when used in this manner. Therefore, we implemented hourly rate-limits on the number of files and commits reviewed per user, to control excessive usage without compromising user experience. These limits vary across different product tiers. For example, we set more aggressive limits for open source users compared to trial and paid users.

Expand All @@ -70,7 +71,7 @@ Given the high cost and capacity constraints of state-of-the-art models such as
![Rate limit metrics for open source users](rate-limits-metrics-screenshot.png "image_tRate limit metrics for open source usersooltip")
Rate limit metrics for open source users

## Caching: Avoid Re-generating Similar Review Comments
## 3. Caching: Avoid Re-generating Similar Review Comments

We believe that building user habits around AI involves seamlessly augmenting existing workflows. Therefore, AI code reviews must be continuous: they should trigger as soon as a PR is opened and incrementally update the summary and generate review comments as more commits are added.

Expand Down