Run parallel Claude Code sessions with Git worktrees, focused checks, and reproducible handoffs while keeping overlapping files and secrets under
Claude Code Parallel Sessions: Task Isolation and Handoffs
Run parallel Claude Code sessions with Git worktrees, focused checks, and reproducible handoffs while keeping overlapping files and secrets under
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.