Showing how bad the tool calling is in DeepSeek-V4-Flash-0731.
It's very bad. You can test it yourself by using the above link.
I just made a UI that is ready to be open sourced.
I just made a UI that is ready to be open sourced. It has real-time preview and supports manual modification and editing. With pi agent+browser harness+ppt-master, the results are quite good. Deepseek v4 flash takes only 15 minutes to create a 12-page ppt, costs 1 yuan, and has a cache hit rate of 98%.
I think many people have this problem
I think many people have this problem: I often had to switch back and forth between Codex and Claude Code, and now I have added the recently popular DeepSeek Harness. But every time I switch back and forth or want to try DSH, I have to explain the background again, which is really annoying~ Memmy-agent, an open source project recently discovered on GitHub, combines Codex, DeepSeek Harness, Claude…
AI Ensemble is available in English.
It’s an open-source Windows app that lets you send the same prompt to multiple AI models and compare their answers side by side. OpenAI, Anthropic, Gemini, Grok, DeepSeek, Kimi, Qwen, Mistral, and Cohere are supported. The goal is not just
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