Evidence
Why a claim deserves belief.
Standards describe how DEZAIR behaves. Evidence describes why you should trust what it teaches. A heuristic is never rhetorically presented as a universally proven biological law.
Three evidence levels
Evidence-supported
Grounded in published research; DEZAIR cites the source and states its limits.
DEZAIR synthesis
Our own applied framework, built from method and observation — not a citation of external research.
Working heuristic
A provisional rule that has held up in practice so far and is stated as provisional, not proven.
The product readiness gauntlet
Ten questions every product has to survive.
| Test | Question |
|---|---|
| Transfer | Does performance survive entirely new scenarios? |
| Forgetting | Are gains retained at 3 days, 2 weeks, and 30 days? |
| Overconfidence | Does confidence track accuracy? |
| Memorization attack | Does performance survive changed wording and sequence? |
| Bad-faith use | Can the framework be used to manipulate, or to over-analyze rigidly? |
| Real world | Do decisions actually improve outside the product? |
Corrections
When we’re wrong, we say so — here.
DEZAIR revises claims when evidence changes. This page will carry dated corrections as the Library and product corpus grow. There are none to disclose yet.