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Claude Code agent teams, worktrees and new multi-agent experiments point to the same requirement: parallel agents need isolation, shared state, explicit goals and independent review.

Personal Claude accounts are only part of the issue. Anthropic requires 30-day retention for covered models, while OpenAI is testing safety processing compatible with ZDR. Data architecture now matters as much as model choice.

A long AGENTS.md is not automatically better. Reliable agents need concise rules, current sources, permission to acknowledge uncertainty, and mandatory result verification.

Grep finds text. LSP gives a coding agent definitions, references, and symbol relationships. That reduces blind tool calls, token use, and false edits during refactors—especially in larger codebases.