AI Briefing
KO

DeepSeek Reasonix - A DeepSeek-native coding agent with high caching and low cost

·2026.05.25 07:53

Key point

It is an open-source terminal coding agent that dramatically lowers costs by optimizing prefix caching on the DeepSeek API.

Details

This is an open-source terminal coding agent designed exclusively for the DeepSeek API. Through its Append-only loop structure, it optimizes DeepSeek's byte-stable prefix cache, maintaining a cache hit rate of over 90% even in long sessions and reducing input token costs to roughly 1/5 of previous levels.

The key design features are as follows:

  • Cache-First Loop: Maintains the prefix cache through a deterministic call order.
  • R1 Thought Harvest: Collects the reasoning chains generated during tool calls.
  • Tool-Call Repair: Schema-aware, self-repairs tool calls that result in errors.

It is oriented toward a terminal-based workflow and supports MCP (Model Context Protocol), allowing easy integration with external servers. It also provides a safe development environment through a Sandbox environment and /plan mode, which requires approval before code execution. All settings are managed as plain Markdown text, making version control via Git easy.

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