gemini-code-assist[bot] commented on PR #450: URL: https://github.com/apache/tvm-ffi/pull/450#issuecomment-3902954595
## Summary of Changes Hello @junrushao, I'm Gemini Code Assist[^1]! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed! This pull request introduces a new `tvm-ffi-code-review` skill designed to enhance code review processes by leveraging multiple AI models. The skill automates comprehensive code analysis, offering a consolidated and prioritized report of potential issues, and streamlines feedback delivery through optional GitHub integration. ### Highlights * **Parallel AI Review**: Introduced a new skill that performs parallel code reviews using both Claude Code (Opus 4.6) and OpenAI Codex (GPT-5.3) models. * **Unified Report Generation**: Synthesizes findings from both AI models into a single, prioritized report, detailing consensus findings and divergences. * **Flexible Review Scope**: Supports various review scopes including entire PRs, specific branches, commits, staged changes, or unstaged changes, with user prompting for ambiguous cases. * **Comprehensive Review Checklist**: Both AI reviewers utilize a shared checklist covering correctness, security, performance, API design, maintainability, concurrency, error handling, and best practices. * **GitHub Integration**: Provides an option to publish the synthesized review report as inline comments directly on GitHub Pull Requests using the `gh api`. 🧠**New Feature in Public Preview:** You can now enable **Memory** to help **Gemini Code Assist** learn from your team's feedback. This makes future code reviews more consistent and personalized to your project's style. **Click [here](https://codeassist.google/code-review/login) to enable Memory in your admin console.** <details> <summary><b>Changelog</b></summary> * **.claude/skills/tvm-ffi-code-review/SKILL.md** * Added the definition and detailed instructions for the new `tvm-ffi-code-review` skill. </details> <details> <summary><b>Activity</b></summary> * No specific activity (comments, reviews, or progress updates) has been recorded for this pull request yet. </details> <details> <summary><b>Using Gemini Code Assist</b></summary> <br> The full guide for Gemini Code Assist can be found on our [documentation page](https://developers.google.com/gemini-code-assist/docs/review-github-code), here are some quick tips. <b>Invoking Gemini</b> You can request assistance from Gemini at any point by creating a comment using either `/gemini <command>` or `@gemini-code-assist <command>`. Below is a summary of the supported commands on the current page. Feature | Command | Description --- | --- | --- Code Review | `/gemini review` | Performs a code review for the current pull request in its current state. Pull Request Summary | `/gemini summary` | Provides a summary of the current pull request in its current state. Comment | @gemini-code-assist | Responds in comments when explicitly tagged, both in pull request comments and review comments. Help | `/gemini help` | Displays a list of available commands. <b>Customization</b> To customize Gemini Code Assist for GitHub experience, repository maintainers can create a configuration file and/or provide a custom code review style guide (such as PEP-8 for Python) by creating and adding files to a `.gemini/` folder in the base of the repository. Detailed instructions can be found [here](https://developers.google.com/gemini-code-assist/docs/customize-gemini-behavior-github). <b>Limitations & Feedback</b> Gemini Code Assist may make mistakes. Please leave feedback on any instances where its feedback is incorrect or counter productive. You can react with :thumbsup: and :thumbsdown: on @gemini-code-assist comments. If you're interested in giving your feedback about your experience with Gemini Code Assist for Github and other Google products, sign up [here](https://google.qualtrics.com/jfe/form/SV_2cyuGuTWsEw84yG). <b>You can also get AI-powered code generation, chat, as well as code reviews directly in the IDE at no cost with the [Gemini Code Assist IDE Extension](https://cloud.google.com/products/gemini/code-assist).</b> </details> [^1]: Review the [Privacy Notices](https://policies.google.com/privacy), [Generative AI Prohibited Use Policy](https://policies.google.com/terms/generative-ai/use-policy), [Terms of Service](https://policies.google.com/terms), and learn how to configure Gemini Code Assist in GitHub [here](https://developers.google.com/gemini-code-assist/docs/customize-gemini-behavior-github). Gemini can make mistakes, so double check it and [use code with caution](https://support.google.com/legal/answer/13505487). -- This is an automated message from the Apache Git Service. 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