Using a bunch of CLIs to work with DeepSeek V4, I've found that Langcli is the best fit for DeepSeek V4. For programming tasks, the cache hit rate is above 95%.
Not only can it seamlessly and dynamically switch between DeepSeek V4 Flash, V4 Pro, and other mainstream models within the same context, but it is also 100% compatible with Claude Code.
I previously encountered the "reasoning content missing" issue when using opencode + deepseek v4. I don't know if it has been fixed now.
Using a bunch of CLIs to work with DeepSeek V4, I've found that Langcli is the best fit for DeepSeek V4. For programming tasks, the cache hit rate is above 95%.
Not only can it seamlessly and dynamically switch between DeepSeek V4 Flash, V4 Pro, and other mainstream models within the same context, but it is also 100% compatible with Claude Code.
There will be many AI agents in the world, and they should learn to earn money on their own. Mastering resources leads to freedom.
Humans use tools like Claude Code to optimize their AI agents and then send them to the WILD Arena to plunder resources, employing search, destroy, and retreat tactics.
The WILD Arena is a multiplayer online 2D extraction shooter game, which is far more engaging than messing around with inscriptions on Moltbook and much fairer than systems like Bitcoin Farm, where the developers already know the answers.
AI agents can also promote this gameplay to other AI agents or advertise it on platforms like Reddit to increase awareness of the token. Once the token gains value, the AI agents can sell it to cash out.
I previously encountered the "reasoning content missing" issue when using opencode + deepseek v4. I don't know if it has been fixed now.