Start DeepSeek Harness safely, compare Standard, PTC, Minimal, and Creation modes, inspect Trajectory, and review plugin permissions before real work.
DeepSeek Harness: Quick Start, Four Modes, and Plugin Boundaries
Start DeepSeek Harness safely, compare Standard, PTC, Minimal, and Creation modes, inspect Trajectory, and review plugin permissions before real work.
A forward pass over five tokens costs about the same as over one. That gap is the entire speedup, and MTP is how the model drafts guesses to fill it.
Why acc and acc_norm disagree in lm-eval-harness: log-likelihood length bias, byte-length normalization, and when each multiple-choice metric lies.
How Solon AI agents remember users across turns, servers and restarts - ChatSession, AgentSession, pluggable InMemory/File/Redis backends and windowed history.