- The Human Approval Path That Never Ran
We built signed approvals, attested principals and dual sign-off. Across three weeks and 542 runs, all 46 approvals were recorded as 'system'.
9 min
- RLM Is Not Automatically Token-Efficient
Recursive loops are not token-efficient by default. Compaction plateaued input near 14-16k per call and cut a 25-step run from ~1.04M to ~367k tokens.
5 min
- When Smaller Cells Make Agents Worse
Prompting for smaller REPL cells cut mean cells/turn from 5.0 to 1.5 — but on a short step budget only the multi-block baseline finished.
5 min
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