December 2025 – Focused on strengthening token accounting, API parity, and system reliability for justlovemaki/AIClient-2-API. Delivered an Anthropic-compatible token counting API and resolved a Claude SDK validation issue in tool_use inputs, enabling accurate token measurement across messages, system prompts, and tool interactions. These improvements support precise cost estimation, policy compliance, and smoother downstream integrations.

October 2025 monthly summary for NapCatQQ (NapNeko repository). Focused on stabilizing group ownership data retrieval and improving data integrity in the group info path.

May 2025 monthly summary for NapNeko/NapCatQQ: Stabilized mentions flow by enforcing unsigned 32-bit atUid, preventing negative IDs and improving reliability and data integrity in the user-mentions feature.

Monthly summary for 2025-04 focusing on delivering critical group-file collaboration capabilities and correcting chat history ordering to improve reliability and user productivity in NapCatQQ.

Month: 2025-01 — NapCatQQ delivered two major features with related data fidelity improvements and UI refinements that enhance business value and user engagement. Enhanced Face Messaging Elements adds support for resultId and chainCount, with proto definitions updated to carry richer data in face messages, enabling richer interactions and analytics. Refined NapCatQQ Face List UX improves management and display of facial expressions and emoticons for a smoother user experience. These changes are supported by focused commits that ensure data consistency and maintainability.

December 2024 monthly summary for NapCatQQ focusing on feature delivery, bug fixes, and impact.

November 2024: Focused on maintaining backward compatibility and stabilizing forward-message parsing in NapCatQQ. Reverted ob11-related changes to get_forward_msg to restore ob11-compatible formatting, ensuring forward messages are parsed and returned with correct content structure. The work improves compatibility for legacy clients, reduces parsing errors, and strengthens data integrity across forward messaging flows.

October 2024 monthly summary for NapCatQQ: Focused feature enhancement delivering richer stranger/user profiling. Implemented GetStrangerInfo - Expanded Stranger/User Details by restoring and merging multiple detail objects to provide a more complete view. This change improves data quality for downstream features, analytics, and user experience, while maintaining backward compatibility and triggering minimal risk of regressions.