Weekly meeting notes¶

Date: August 16, 2026

Project overview and roadmap¶

• PowerContext manages context assets for agents, including Source, Memory, and Skills.
• The project is still at an early stage. It scored about 90% on the LoCoMo benchmark, three percentage points above PowerMem.
• Planned work includes support for more Source types, better artifact management and observability, and integrations with more agent frameworks.

DeepSeek Harness plugin demo¶

@knqiufan demonstrated the PowerContext plugin for DeepSeek Harness. The plugin uses HTTP as the adapter layer between DeepSeek Harness and PowerContext Server.

The demo covered plugin installation and removal, followed by a Memory search from DeepSeek Harness. The complete flow worked as expected.

Follow-up work¶

Memory and context management¶

Research forgetting, compression, and PowerContext integration for each agent framework:

• Claude Code: @larry-zy
• Hermes: @alanxtl
• Codex: @oxidaner
• pi: @Tsukikage7
• Dify: @asperformias

Implementations in other languages¶

• Go implementation: @thunguo
• TypeScript implementation: @knqiufan

Other work¶