July 19, 2026
Tested a simpler recovery process against the established one. It earned a narrow role, but not the broad replacement its early results suggested.
Done
- Models built and ran the simpler path on real recovery work rather than a demonstration case.
- Its output was judged separately from the process that produced it.
- The simpler method was good enough to reduce work in one bounded step. It was not reliable enough to replace the deeper process.
- A previously held result survived repair and fresh review.
- The recovery work expanded into another private source and completed its acceptance review.
- Several model failures were converted into explicit stopping conditions so repeated retries could not masquerade as progress.
The attractive result was that part of the work could be made cheaper and faster. The less attractive result was that the shortcut did not generalize. Both are useful.
This comparison also exposed a common operational trap: after a model fails to produce valid structured work, asking it to repair the same answer repeatedly can consume a great deal of activity without creating new evidence. The process now stops those loops and sends the work elsewhere or leaves it unresolved.