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  1. In this report, we document lessons learned from those who have already applied AI/ML so that U.S. Department of Defense leadership and others can avoid these failures or mitigate risks in their …

  2. How to Fail Well Failure: An outcome that falls short of expectations

  3. It outlines eight critical success factors—from establishing a sense of extraordinary urgency, to creating short-term wins, to changing the culture (“the way we do things around here”).

  4. The biggest thing holding back AI is model quality, legal, data, risk → What's really holding it back is that most AI tools don't learn and don’t integrate well into workflows. The best enterprises are building …

  5. Demand-based (pass-fail events) – an item (e.g., starter solenoid) successfully completed its mission upon demand. The life data for this item answers “how many” and is discrete data.

  6. Complex systems are heavily and successfully defended against failure. The high consequences of failure lead over time to the construction of multiple layers of defense against failure.

  7. There are many industrial control valve applications that require the valve to stay at the last set point as a failure state. This is frequently called out as Fail Last Position, Fail in Place, or Fail Freeze. These …