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Measured on the main session: 90% of development tokens were tool I/O. Three tools from the Portal pattern: - read_guard.py: PreToolUse hook that denies a whole-file Read over 350 lines and points to a ranged read or the bulk reader (pipe-tested: deny, range, small). - bulk_read.py: answers a question about files with the cheap chat model, citing path:line, under a spend ceiling. - token_report.py: where a session's tokens go, from its transcript. Co-Authored-By: Claude Fable 5.1 <[email protected]> Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo