StockDuty ← Dashboard Oct 17, 2026 05:17 AM ET
SignalTech/AI

DeepSeek v4.1 flash on OpenCode pretty good

DeepSeek v4.1 flash praised on OpenCode, signaling positive AI model reception.

What happened: A Show HN post describes shev, a command line tool that takes one pasted message and returns a single JSON decision with fields actionable, take_action, and confidence. It runs on DeepSeek over the network or a local MLX model on Apple Silicon. Key numbers: confidence is an integer always in the range 34 to 100. Why it matters: The author positions it against agent frameworks and prompt engineering, offering one message in and one decision out, with decisions logged to responses.json and readable by other models over MCP.
A Show HN post describes shev, a command line tool that takes one pasted message and returns a single JSON decision with fields actionable, take_action, and confidence. It runs on DeepSeek over the network or a local MLX model on Apple Silicon.
The author positions it against agent frameworks and prompt engineering, offering one message in and one decision out, with decisions logged to responses.json and readable by other models over MCP.
Sources