Report On: Fetch commits

Hatchet Project Update Analysis

Overview

The Hatchet project is a software platform designed to manage and automate workflows, featuring capabilities such as alerting, metadata handling, and integration with third-party services like Slack. The project is managed by the Hatchet Dev team. The project is currently in a robust phase of development, with continuous enhancements and bug fixes being implemented. The trajectory remains positive, with consistent updates and improvements being made.

Detailed Commit Activity Since Last Report

dependabot[bot]

• 0 days ago - chore(deps): bump google.golang.org/protobuf from 1.34.1 to 1.34.2 ([#580](https://github.com/hatchet-dev/hatchet/issues/580))
  • Files: go.mod, go.sum
  • Lines: +3, -3
  • Collaborations: None noted.
• 1 day ago - chore(deps): bump github.com/getkin/kin-openapi from 0.124.0 to 0.125.0 ([#575](https://github.com/hatchet-dev/hatchet/issues/575))
  • Files: go.mod, go.sum
  • Lines: +4, -4
  • Collaborations: None noted.

Alexander Belanger (abelanger5)

• 1 day ago - Update release.yaml
  • Files: .github/workflows/release.yaml
  • Lines: +11, -1
• 1 day ago - fix: multi-arch builds for latest on release ([#579](https://github.com/hatchet-dev/hatchet/issues/579))
  • Files: .github/workflows/release.yaml
  • Lines: +48, -18
• 1 day ago - fix: push hatchet-lite image as latest ([#577](https://github.com/hatchet-dev/hatchet/issues/577))
  • Files: .github/workflows/release.yaml
  • Lines: +5, -0
• 1 day ago - fix: hatchet-admin builds ([#576](https://github.com/hatchet-dev/hatchet/issues/576))
  • Files: .github/workflows/pre-release.yaml
  • Lines: +27, -0
• 1 day ago – docs: hatchet-lite setup guide ([#573](https://github.com/hatchet-dev/hatchet/issues/573))
• Added setup guide for hatchet-lite. – Multiple files updated. – Collaborations: None noted.
• 1 day ago – feat: arm64 all the images ([#572](https://github.com/hatchet-dev/hatchet/issues/572))
• Added support for ARM64 architecture for all images. – Multiple files updated. – Collaborations: None noted.
• 2 days ago – fix: prerelease workflow ([#570](https://github.com/hatchet-dev/hatchet/issues/570))
• Fixed issues related to the pre-release workflow. – Single file updated.
• 2 days ago – feat: arm64 builds for hatchet-lite ([#566](https://github.com/hatchet-dev/hatchet/issues/566))
• Added ARM64 build support for hatchet-lite. – Multiple files updated. – Collaborations: None noted.
• 3 days ago – fix: run rabbitmq-server with docker entrypoint ([#565](https://github.com/hatchet-dev/hatchet/issues/565))
• Fixed RabbitMQ server run issues with Docker entrypoint. – Single file updated.

Gabe Ruttner (grutt)

• 1 day ago – fix: limit env var bindings ([#578](https://github.com/hatchet-dev/hatchet/issues/578))
• Fixed issues related to environment variable bindings. – Single file updated.
• 1 day ago – fix: sort by createdAt then id ([#569](https://github.com/hatchet-dev/hatchet/issues/569))
• Fixed sorting issues by createdAt and id. – Multiple files updated.
• 2 days ago – fix: only join latest workflow version ([#568](https://github.com/hatchet-dev/hatchet/issues/568))
• Fixed issues related to joining the latest workflow version only. – Multiple files updated.
• 2 days ago – fix: workflow run sort order ([#567](https://github.com/hatchet-dev/hatchet/issues/567))
• Fixed default sort order for workflow runs and added created at column. – Multiple files updated.

Luca Steeb (steebchen)

• 0 days ago – allow setting secret, generate if not set
  • Allowed setting secret for webhook workers and generated if not set. – Multiple files updated for webhook workers branch.
• 2 days ago – fix leaking goroutine
  • Fixed issues related to leaking goroutine in webhook workers branch. – Single file updated for webhook workers branch.

Patterns and Conclusions

1. Dependency Management: Dependabot continues to play a crucial role in keeping dependencies up-to-date across various components of the project. This ensures that the project remains secure and utilizes the latest features and fixes provided by third-party libraries.

2. Bug Fixes & Enhancements: Alexander Belanger and Gabe Ruttner have been focused on fixing bugs related to worker states and improving the overall functionality of the system. Their collaborative efforts are evident in multiple commits where they worked together on features like the worker semaphore v2 and email alert groups.

3. Feature Development: Luca Steeb has been working on new features such as webhook settings pages which indicate ongoing expansion of the project's capabilities. His recent commits show significant progress in implementing webhook workers.

4. Documentation Updates: There has been a concerted effort to keep documentation up-to-date, as seen in Alexander Belanger's updates to the Python SDK documentation and the new blog post about Celery.

Overall, the development team remains highly active with a clear focus on both maintaining existing functionalities through bug fixes and expanding capabilities through new feature developments. The collaborative efforts among team members are driving continuous improvements in the project.

Future Directions

Moving forward, it will be essential to monitor the impact of these changes on system performance and user experience. Continuous integration of feedback into the development process will be vital for sustaining the project's growth and relevance. The ongoing updates by Dependabot highlight a strong emphasis on keeping dependencies current, which is crucial for security and performance optimization.

Report On: Fetch issues

Analysis of Progress Since Last Report

Since the previous analysis 7 days ago, there has been significant activity in the hatchet-dev/hatchet repository. Here is a detailed breakdown of the changes and their implications:

Notable New Issues

1. Issue #574 - A bug fix related to group queries, created 1 day ago by Gabe Ruttner (grutt). This issue addresses runtime issues caused by tens of thousands of concurrency group key runs.
   • Significance: This fix is crucial for maintaining engine stability under high concurrency.

Notable Closed Issues

1. Issue #580 - Dependency update for google.golang.org/protobuf from 1.34.1 to 1.34.2, closed on the same day it was created.
2. Issue #579 - Fix for multi-arch builds for the latest release, closed 1 day after creation.
3. Issue #578 - Fix for limiting environment variable bindings, closed on the same day it was created.
4. Issue #577 - Update to push hatchet-lite image as latest, closed on the same day it was created.
5. Issue #576 - Fix for generating a multi-arch manifest for hatchet-admin, closed on the same day it was created.
6. Issue #575 - Dependency update for github.com/getkin/kin-openapi from 0.124.0 to 0.125.0, closed on the same day it was created.
7. Issue #573 - Documentation update for hatchet-lite setup guide, closed on the same day it was created.
8. Issue #572 - Feature addition to build on arm64 for all images, closed on the same day it was created.
9. Issue #571 - Inquiry about creating a Java SDK, closed 1 day after creation.
10. Issue #570 - Fix for prerelease workflow, closed 2 days after creation.
11. Issue #569 - Bug fix for sorting by createdAt then id, closed 1 day after creation.
12. Issue #568 - Bug fix to only join the latest workflow version, closed 2 days after creation.
13. Issue #567 - Bug fix for workflow run sort order, closed 2 days after creation.
14. Issue #566 - Feature addition for building images for arm64, closed 2 days after creation.
15. Issue #565 - Fix to run rabbitmq-server with Docker entrypoint, closed 3 days after creation.
16. Issue #564 - Bug fix to only print routes in debug mode, closed 5 days after creation.
17. Issue #563 - Bug fix related to more casing in atlas-apply script, closed 6 days after creation.
18. Issue #562 - Bug fix to propagate namespace to child workflows in Go SDK, closed 6 days after creation.
19. Issue #561 - Bug fix to ensure auth redirects throw an error, closed 6 days after creation.
20. Issue #560 - Creation of a lightweight version of Hatchet (hatchet-lite), meant for development use, not production, closed 6 days after creation.

Other Observations

• The repository continues to see regular updates from dependabot, indicating good maintenance practices regarding dependencies.
• Several issues from previous reports remain open, including those related to SDK enhancements and error handling improvements.

Summary

The recent activity in the hatchet-dev/hatchet repository includes critical bug fixes, feature enhancements, and dependency updates that contribute to system stability and user experience. The development team remains responsive and proactive in addressing issues, which bodes well for the project's future stability and usability.

Detailed Breakdown of New Issues

• #574: The need to limit concurrency group key runs indicates potential performance bottlenecks that need addressing.

Detailed Breakdown of Closed Issues

• #580, #579, #578, #577, #576, #575, #573, #572, #571, #570, #569, #568, #567, #566, #565, #564, #563, #562, #561, and #560: These issues reflect continuous efforts to keep dependencies current and secure while also adding new features and fixing critical bugs.

Conclusion

The hatchet-dev/hatchet repository has seen significant progress over the past 7 days with numerous bug fixes, feature enhancements, and dependency updates. The development team remains responsive and proactive in addressing issues, which bodes well for the project's future stability and usability.

This report captures only activity since the last analysis 7 days ago, focusing on new developments while providing context from previously closed issues where relevant.

This concludes the analysis of progress since the last report based on the most recent data snapshot provided.

Report On: Fetch PR 574 For Assessment

PR #574

Description

This pull request addresses a critical bug fix related to concurrency group key runs in the Hatchet project, which could cause runtime issues with the engine. The changes primarily involve updates to SQL queries and internal repository files to limit the number of concurrency group key runs to a reasonable amount based on worker slots and fix the queued percentage.

Changes Made

1. Frontend Changes:

   • frontend/app/src/pages/main/workflow-runs/components/workflow-runs-metrics.tsx
   • Added counts?.QUEUED ?? 0 to the total count calculation.

2. Backend Changes:

   • internal/repository/prisma/dbsqlc/get_group_key_runs.sql
   • Major restructuring of SQL queries to handle concurrency group key runs more efficiently.
   • Introduced new CTEs (Common Table Expressions) like valid_workers, total_max_runs, limit_max_runs, group_key_runs, and locked_group_key_runs.

   • Updated logic for reassigning and requeuing group key runs based on worker availability and status.

   • internal/repository/prisma/dbsqlc/get_group_key_runs.sql.go

   • Updated Go code to reflect changes in SQL queries.
   • Adjusted functions like ListGetGroupKeyRunsToReassign and ListGetGroupKeyRunsToRequeue to use new query structures.

Code Quality Assessment

1. Code Structure and Readability:

   • The SQL changes are well-structured, using CTEs to break down complex queries into manageable parts.
   • The Go code is updated accordingly, maintaining consistency with the new SQL logic.
   • Comments are used effectively to explain the purpose of different sections in the SQL queries.

2. Efficiency:

   • The introduction of CTEs improves the readability and maintainability of the SQL queries.
   • Using FOR UPDATE SKIP LOCKED ensures that only available rows are processed, reducing potential deadlocks and improving performance.

3. Scalability:

   • By limiting the number of group key runs based on worker slots, the changes help prevent runtime issues under high load conditions.
   • The use of dynamic limits (GREATEST("totalMaxRuns", 100)) ensures that the system can scale according to available resources.

4. Bug Fixes:

   • The addition of counts?.QUEUED ?? 0 in the frontend ensures accurate calculation of total counts, fixing the queued percentage issue.

5. Testing and Validation:

   • While specific test cases are not mentioned, it is crucial to ensure that these changes are covered by unit tests and integration tests to validate their correctness and performance under various scenarios.

Summary

This PR effectively addresses a critical bug related to concurrency group key runs by restructuring SQL queries and updating corresponding Go code. The changes improve efficiency, scalability, and maintainability while ensuring accurate frontend metrics calculation. It is recommended to thoroughly test these changes to ensure they function correctly in all expected scenarios.

Report On: Fetch pull requests

Analysis of Progress Since Last Report

Since the previous analysis conducted 7 days ago, there has been significant activity in the repository with various pull requests being opened and closed. Here's a detailed report on the changes:

Notable Problems with Open PRs:

1. PR #574: fix: group queries

   • State: Open
   • Created: 1 day ago
   • Description: Fixes runtime issues caused by tens of thousands of concurrency group key runs.
   • Comments: Vercel bot provided deployment updates.
   • Commits: 6 commits focusing on limiting group queries and fixing queued percentages.

2. PR #542: feat: webhook workers

   • State: Open
   • Created: 12 days ago, edited 1 day ago
   • Description: Adds webhook workers.
   • Comments: Vercel bot provided deployment updates.
   • Commits: 30 commits ranging from initial feature implementation to bug fixes and test adaptations.

3. PR #541: Feat retry delay

   • State: Open (Draft)
   • Created: 13 days ago
   • Description: Introduces retry delay parameters to step definitions.
   • Comments: Vercel bot provided deployment updates.
   • Commits: 2 commits focusing on the implementation of retry delays.

4. PR #501: docs: format go snippet

   • State: Open
   • Created: 28 days ago, edited 27 days ago
   • Description: Formats Go code snippets in the documentation.
   • Comments: Issues with the linter that need to be resolved before merging.
   • Commits: 2 commits focusing on documentation formatting.

5. PR #493: docs: Docker compose update

   • State: Open
   • Created: 29 days ago
   • Description: Updates Docker compose documentation to fix connection issues.
   • Comments: Vercel bot provided deployment updates.
   • Commits: 1 commit updating self-hosted page documentation.

Recently Closed/Merged PRs of Interest:

1. PR #580: chore(deps): bump google.golang.org/protobuf from 1.34.1 to 1.34.2

   • State: Closed
   • Created/Closed: 0 days ago
   • Description: Updates Golang protobuf dependency to version 1.34.2.

2. PR #579: fix: multi-arch builds for latest on release

   • State: Closed
   • Created/Closed: 1 day ago
   • Description: Ensures latest is a multi-arch image instead of just amd64.

3. PR #578: fix: limit env var bindings

   • State: Closed
   • Created/Closed: 1 day ago
   • Description: Corrects the binding location for limit environment variables.

4. PR #577: fix: push hatchet-lite image as latest

   • State: Closed
   • Created/Closed: 1 day ago
   • Description: Updates release.yaml to push hatchet-lite image as latest.

5. PR #576: fix: hatchet-admin builds -State Closed -Created/Closed1 day ago -Description Fixes multi-arch manifest generation for hatchet-admin.

6.PR#575choredepsbumpgithubcomgetkinkinopenapifrom012400to012500 -Stateclosed -Created/Closed1dayago -Description**Updateskin-openapidependencytoversion012500

7.PR#573docshatchet-litesetupguide -Stateclosed -Created/Closed1dayago -Description**Setupguideforhatchet-lite

8.PR#572featarm64alltheimages -Stateclosed -Created/Closed1dayago -Description**Buildsonarm64forallimages

9.PR#570fixprereleaseworkflow -Stateclosed -Created/Closed2daysago -Description**Fixesprereleaseworkflowtocalloneplatformondockerbuild

10.PR#569fixsortbycreatedAtthenid -Stateclosed -Created/Closed2daysagoedited1dayagoclosed1dayagoNotmergedFixes567SortsworkflowrunsbycreatedAtandidthenid

11.PR#568fixonlyjoinlatestworkflowversion -Stateclosed -Created/Closed2daysagoedited2daysagoclosed2daysagoMergedbyGabeRuttnergruttFixesissuewitholdworkflowversioneventtriggeringnewworkflowruns

12.PR#567fixworkflowrunsortorder -Stateclosed -Created/Closed2daysagoclosed2daysagoMergedbyGabeRuttnergruttFixesissuewithnodfaultsortorderonworkflowrunlistcausingjitteronpoll

13.PR#566featarm64builds -State**closed -Created3daysagoedited2daysagoclosed2daysagoMergedbyNoneabelanger52daysagoBuildimagesforarm64

14.PR#565fixrunrabbitmq-serverwithdockerentrypoint -State**closed -Created3daysagoclosed3daysagoMergedbyNoneabelanger53daysagoEnsuresrabbitmq-serverisstartedinlinewithDockerfilecommand

15.PR#564fixonlyprintroutesindebugmode -State**closed -Created5daysagoclosed5daysagoMergedbyNoneabelanger55daysagoEnsuresroutesareprintedonlyindebugmode

16.PR#563fixmorecasinginatlas-applyscript -State**closed -Created6daysagoclosed6daysagoMergedbyNoneabelanger56daysagoStripsuffixfromprismamigrationversionandmakessslmodequeryparamoptional

17.PR#562fixgo-sdkpropagatenamespacetochildworkflows -State**closed -Created6daysagoclosed6daysagoMergedbyNoneabelanger56daysagoPropagatesnamespacetoRunWorkflowandSpawnWorkflowfortheGoSDKFixes485

18.PR#561fixensureauthredirectsthrowanerror -State**closed -Created6daysagoclosed6daysagoMergedbyNoneabelanger56daysagoEnsuresauthredirectsthrowanerrorwhensecurityisdisabled

19.PR#560feathatchet-liteCreatesalightweightversionofHatchetmeanttorunasasingledockerimageThisisnotforproductionusebutfordevelopmentuseItcombinesrabbitmqprocessalongsideapiinstanceengineandfrontendtoservestaticassetsSampledocker-composefileincludedinthePRdescription

20.PR#559featlimitsIntroducesnewfeaturetoimposeandmanagetenant-specificlimitswithinsystemKeymetricsincludeexecutionsperdayconcurrentworkersandusersIncludesalertingandblockingbasedonthresholdsAddsdbmodelsentitlementchecksandmeteringqueriesExposesTenantResourceLimitAPIAddsnewTenantResourceLimitAlertTicker

21.PR#558fixtypoincelerypostFixestyposinblogpostforCelery

22.PR#524featexposeretrycountExposesretrycountforsteprunsAddstateretrycounttoAssignedActionExposesthestateincontextmethod

23.PR#557choredepsbumpgolangorgxcryptofrom0230to0240UpdatesGolangcryptodependencytoversion0240

24.PR#556choredepsbumpgooglegolangorgapifrom01820to01830UpdatesGoogleAPIdependencytoversion01830

25.PR#555choredepsbumpgolangorgxoauth2from0200to0210UpdatesGolangOAuth2dependencytoversion0210

Report On: Fetch Files For Assessment

Source Code Assessment

File: go.mod

Analysis

• Purpose: This file manages the dependencies for the Go project.
• Structure: The file is well-structured with clear sections for direct and indirect dependencies.
• Quality:
  • Dependency Management: Dependencies are properly listed with versions, ensuring reproducibility.
  • Updates: Recent updates indicate active maintenance and dependency management.
  • Comments: Lack of comments, but it's typical for go.mod files.

Recommendations

• Documentation: No changes needed; go.mod files typically do not require comments.

File: go.sum

Analysis

• Purpose: Contains the checksums for the dependencies listed in go.mod.
• Structure: The file is auto-generated and contains a list of dependencies with their checksums.
• Quality:
  • Integrity: Ensures the integrity of the dependencies.
  • Updates: Reflects recent changes in go.mod.

Recommendations

• No changes needed; go.sum is auto-managed by Go tools.

File: .github/workflows/release.yaml

Analysis

• Purpose: Defines the GitHub Actions workflow for releases.
• Structure: The file is well-organized into jobs and steps.
• Quality:
  • Clarity: Clear steps for login, pull, push, and manifest creation.
  • Error Handling: Lacks explicit error handling or notifications on failure.

Recommendations

• Error Handling: Add steps to notify maintainers on workflow failures using GitHub Actions' built-in notification features.

File: .github/workflows/pre-release.yaml

Analysis

• Purpose: Defines the GitHub Actions workflow for pre-releases.
• Structure: The file is comprehensive and covers multiple jobs for different architectures.
• Quality:
  • Modularity: Jobs are modular and reusable.
  • Error Handling: Similar to release.yaml, lacks explicit error handling or notifications.

Recommendations

• Error Handling: Implement notifications for job failures to alert maintainers promptly.

File: .github/workflows/build.yml

Analysis

• Purpose: Defines the build process using GitHub Actions.
• Structure: Organized into separate jobs for different components and architectures.
• Quality:
  • Efficiency: Uses Docker BuildKit for efficient builds.
  • Error Handling: No explicit error handling or notifications.

Recommendations

• Error Handling: Add notifications for build failures to improve CI/CD reliability.

File: .pre-commit-config.yaml

Analysis

• Purpose: Configures pre-commit hooks for code quality checks.
• Structure: Lists repositories and specific hooks with arguments.
• Quality:
  • Coverage: Includes essential hooks like check-yaml, golangci-lint, etc.
  • Exclusions: Properly excludes certain files from specific hooks.

Recommendations

• No changes needed; configuration is appropriate and follows best practices.

File: internal/config/server/server.go

Analysis

• Purpose: Contains server configuration settings.
• Structure:
  • Well-organized into types and functions.
  • Uses structured tags (mapstructure, json) for configuration mapping.
• Quality:
  • Comprehensive configuration options covering various aspects like authentication, encryption, alerting, etc.
  • Uses default values and environment variable bindings effectively.

Recommendations

• Consider adding more inline comments to explain complex configurations or logic blocks to improve readability.

File: frontend/docs/pages/self-hosting/hatchet-lite.mdx

Analysis

• Purpose: Documentation page for setting up Hatchet Lite.
• Structure:
  • Uses Markdown with embedded components (Tabs, Steps, Callout).
  • Provides clear instructions with code snippets and explanations.
• Quality:
  • User-friendly with step-by-step instructions.
  • Includes prerequisites and different setup scenarios (with/without existing Postgres instance).

Recommendations

• No changes needed; documentation is clear and well-organized.

File: api/v1/server/run/run.go

Analysis

• Purpose: Contains server run configurations and setup logic.
• Structure:
  • Organized into types (APIServer, apiService) and methods (Run, RunWithServer, etc.).
  • Uses Echo framework for HTTP server setup.
• Quality:
  • Comprehensive setup covering middleware, routes, and services initialization.
  • Logs registered routes for debugging purposes.

Recommendations

• Consider adding more error handling around critical operations (e.g., starting the server) to ensure robustness.

File: frontend/app/src/pages/main/workflow-runs/components/workflow-runs-columns.tsx

Analysis

• Purpose: Defines columns for displaying workflow runs in the frontend.
• Structure:
  • Uses TypeScript with React components (ColumnDef, DataTableColumnHeader).
  • Columns are defined with properties like accessorKey, header, cell.
• Quality:
  • Clear separation of concerns with each column definition encapsulated in an object.
  • Uses utility components (RelativeDate, Checkbox) effectively.

Recommendations

• Ensure consistent use of TypeScript types to avoid runtime errors. Consider adding more unit tests to cover different column configurations.

Overall, the source code files are well-organized and follow best practices. The primary recommendations focus on enhancing error handling in CI/CD workflows and improving inline documentation for better maintainability.

Aggregate for risks

Notable Risks

Critical bug causing double execution of steps when restarting the engine

Severity: High (3/3)

Rationale

This bug can lead to significant workflow reliability issues, causing unexpected behavior and potentially duplicating actions that should only occur once.

• Evidence: Issue #552 highlights a critical bug where restarting the engine causes the same step to execute twice.
• Reasoning: This issue directly impacts the core functionality of the system, leading to potential data corruption, unintended side effects, and unreliable operation of workflows.

Next Steps

• Prioritize fixing this bug immediately.
• Implement a robust testing mechanism to ensure that restarting the engine does not cause duplicate executions in the future.

Prolonged disagreement or argumentative engagement among team members

Severity: Medium (2/3)

Rationale

Disagreements can indicate deeper issues within the team that may affect productivity and project direction.

• Evidence: PR discussions showing considerable disagreement about code and architectural issues (#524).
• Reasoning: While healthy debate is part of development, prolonged disagreements can slow down progress and lead to fragmented solutions.

Next Steps

• Escalate the discussion to a tech lead or technical executive for resolution.
• Facilitate a meeting to align on architectural decisions and ensure all team members are on the same page.

Multiple rewrites of the same source code files in a short period

Severity: Medium (2/3)

Rationale

Frequent changes to the same files can indicate instability or unclear requirements, which may introduce bugs or inconsistencies.

• Evidence: Multiple commits by Gabe Ruttner and Alexander Belanger on features like worker semaphore v2 and email alert groups (#540, #547).
• Reasoning: While these changes are aimed at improving functionality, frequent rewrites can lead to integration issues and potential bugs if not managed carefully.

Next Steps

• Conduct a thorough review of recent changes to ensure stability.
• Establish clearer requirements and design specifications before implementing further changes.

Ambiguous specifications or direction for important functionality

Severity: Medium (2/3)

Rationale

Ambiguity in specifications can lead to misaligned implementations and wasted effort.

• Evidence: Issue #541 requests retry delay parameters but lacks detailed defining criteria.
• Reasoning: Without clear specifications, developers may implement features that do not meet user needs or project goals, leading to rework and delays.

Next Steps

• Clarify and document detailed specifications for high-priority features.
• Ensure all stakeholders review and agree on these specifications before development begins.

Non-critical PRs left open for several days without any updates

Severity: Low (1/3)

Rationale

While not urgent, leaving PRs open without updates can indicate potential bottlenecks in the review process.

• Evidence: PR #501 has been open for 21 days with unresolved linter issues.
• Reasoning: Delays in merging non-critical PRs can slow down overall development velocity and introduce merge conflicts over time.

Next Steps

• Assign reviewers promptly and set clear deadlines for reviewing non-critical PRs.
• Encourage regular updates on open PRs to keep them moving towards closure.