
Fan Lv contributed to the coze-dev/coze-studio repository, delivering backend systems that enhanced model management, storage, and deployment security. Over eight months, Fan engineered features such as cross-provider object storage, robust model configuration via Helm, and secure custom SQL execution, using Go, Docker, and SQL. The work included refactoring for maintainability, optimizing CI/CD pipelines, and implementing security best practices like SQL injection prevention and sandboxed code execution. By integrating API design, cloud storage, and infrastructure as code, Fan improved deployment reliability and developer productivity. The depth of work addressed both operational efficiency and long-term scalability for AI-driven backend services.
February 2026: Focused security hardening for coze-studio’s custom SQL execution workflows. Implemented SQL validation to prevent injection, restricted access to system tables, and disallowed risky constructs to enhance database safety. These changes reduce attack surface, improve data integrity, and align with security best practices for user-defined SQL operations. The work delivered tangible business value by safeguarding customer data and reducing operational risk with minimal performance impact.
February 2026: Focused security hardening for coze-studio’s custom SQL execution workflows. Implemented SQL validation to prevent injection, restricted access to system tables, and disallowed risky constructs to enhance database safety. These changes reduce attack surface, improve data integrity, and align with security best practices for user-defined SQL operations. The work delivered tangible business value by safeguarding customer data and reducing operational risk with minimal performance impact.
January 2026—coze-studio: Delivered security hardening and deployment-focused optimization, driving both risk reduction and deployment efficiency. Implemented strict session validation for password resets and removed unsafe code, while slimming model configuration to streamline deployments.
January 2026—coze-studio: Delivered security hardening and deployment-focused optimization, driving both risk reduction and deployment efficiency. Implemented strict session validation for password resets and removed unsafe code, while slimming model configuration to streamline deployments.
December 2025 monthly summary for coze-studio focused on expanding model configurability and improving input handling. Delivered important enhancements to Helm-based AI model parameter configuration and fixed a critical bug related to user role handling in input messages, driving deployment flexibility, model behavior tuning, and improved user experience.
December 2025 monthly summary for coze-studio focused on expanding model configurability and improving input handling. Delivered important enhancements to Helm-based AI model parameter configuration and fixed a critical bug related to user role handling in input messages, driving deployment flexibility, model behavior tuning, and improved user experience.
November 2025 monthly summary for coze-studio focused on delivering robust model-output capabilities, stability improvements, and dependency alignment to support future features. Deliverables span feature development, reliability fixes, and improved admin workflows, aligning with business goals of reliability, security, and developer productivity.
November 2025 monthly summary for coze-studio focused on delivering robust model-output capabilities, stability improvements, and dependency alignment to support future features. Deliverables span feature development, reliability fixes, and improved admin workflows, aligning with business goals of reliability, security, and developer productivity.
October 2025 performance summary for coze-studio focusing on delivering robust model governance, secure execution, and improved deployment reliability. Delivered a Model Management module with full CRUD and beta/config integration, enhanced security by defaulting Code Runner to a sandboxed environment, and completed infrastructure/maintenance improvements to support maintainability and faster releases. Fixes and maintenance were completed for routing, configuration, and data integrity to reduce incidents and improve ops efficiency.
October 2025 performance summary for coze-studio focusing on delivering robust model governance, secure execution, and improved deployment reliability. Delivered a Model Management module with full CRUD and beta/config integration, enhanced security by defaulting Code Runner to a sandboxed environment, and completed infrastructure/maintenance improvements to support maintainability and faster releases. Fixes and maintenance were completed for routing, configuration, and data integrity to reduce incidents and improve ops efficiency.
In September 2025, we delivered cross-provider object storage capabilities, strengthened reliability, and advanced infrastructure modernization, delivering business value through robust storage metadata, consistent error handling, and security hardening. The work lays a scalable foundation for multi-provider storage (MinIO, S3, TOS), improves operational clarity, and enhances deployment security.
In September 2025, we delivered cross-provider object storage capabilities, strengthened reliability, and advanced infrastructure modernization, delivering business value through robust storage metadata, consistent error handling, and security hardening. The work lays a scalable foundation for multi-provider storage (MinIO, S3, TOS), improves operational clarity, and enhances deployment security.
August 2025 (coze-studio) delivered architectural refinements, performance and reliability improvements, and feature enhancements that collectively raise scalability, developer productivity, and business value. The work emphasizes cross-domain reuse, CI/CD robustness, and expanded infrastructure capabilities, while improving stability and test reliability.
August 2025 (coze-studio) delivered architectural refinements, performance and reliability improvements, and feature enhancements that collectively raise scalability, developer productivity, and business value. The work emphasizes cross-domain reuse, CI/CD robustness, and expanded infrastructure capabilities, while improving stability and test reliability.
July 2025 (2025-07) - Coze Studio delivered stability and developer productivity improvements through critical bug fixes, feature hardening, and CI/CD enhancements. Key outcomes include correcting the default OPENAI_EMBEDDING_REQUEST_DIMS, enabling Docker conf directory mounting, adding knowledge node support via the Tos proxy, automating environment file handling for debugging, and establishing a GitHub Actions CI workflow with related improvements. These changes reduce runtime errors, improve deployment consistency, and accelerate onboarding and iteration.
July 2025 (2025-07) - Coze Studio delivered stability and developer productivity improvements through critical bug fixes, feature hardening, and CI/CD enhancements. Key outcomes include correcting the default OPENAI_EMBEDDING_REQUEST_DIMS, enabling Docker conf directory mounting, adding knowledge node support via the Tos proxy, automating environment file handling for debugging, and establishing a GitHub Actions CI workflow with related improvements. These changes reduce runtime errors, improve deployment consistency, and accelerate onboarding and iteration.

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