Notes

• Consensus for Data Ops

  Turn disputes into checkable artifacts, not meetings.

• Signal, Not Surveillance

  Provenance and selective disclosure beat indiscriminate data hoarding.

• The Verification Stack

  Sensors → attestations → learning → consensus.

• Uncertainty > Accuracy

  Expose confidence and error modes; brittle accuracy is not enough.