Tool / Conflict forecasting

Loom

Anticipates conflicts while agents work, with ownership zones and memory.

The summary describes what the project says it does; inclusion is not an endorsement.

Approaches it illustrates

03 / Coordinate

Detect collisions before the merge

Surface likely overlap while work is still underway, when it can still be redirected.

Trade-off: Predictions are imperfect and can themselves disrupt work.

04 / Integrate

Move coordination earlier

Use contracts, ownership signals or merge-conflict forecasts before the changes arrive at the gate.

Trade-off: Earlier coordination reduces ambiguity but moves work into planning.

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