WTKRESEARCH + ENGINEERING

PUBLISHED REFERENCE MATERIAL

Follow the claim to its evidence.

Start with a research question, inspect the proposed architecture, then separate implementation observations from validation evidence and open gaps. Publication here does not make a pattern true.

WTK / TARGET-STATE FLOW

Architecture learning loop

Research active
GOVERNING CLAIM

The architecture should change through bounded falsification evidence—not confidence, novelty, or silent self-promotion.

HYPOTHESIS → CHALLENGE → TEST → EVIDENCE → DECISION → STRONGER CHALLENGE
  1. 01
    ChallengeState how the architecture could be wrong.
  2. 02
    TestUse a bounded protocol and named implementation.
  3. 03
    ObservePreserve every run, including failures.
  4. 04
    DecideRetain, narrow, revise, falsify, or replace.
FOLLOW PRIMARY FLOWLEFT / TOP→RIGHT / BOTTOM
READ THE FLOW

Confirm that failures remain in the evidence set and that conclusions may retain, narrow, revise, falsify, or replace guidance.

  1. 01

    The implementation is an observation target, not the research authority.

  2. 02

    Failed runs remain in the evidence set.

  3. 03

    Conclusions must stay inside the tested scope.

  4. 04

    Every retained claim advances to stronger falsification pressure.

WTK IMPLEMENTATION OBSERVATION

WTK records falsification challenges and research cycles while separating remediation, qualification, and promotion decisions.

REMAINS UNPROVEN

Governance self-qualification, long-running field evidence, unknown failure discovery, and safe promotion of governance changes remain open.

FALSIFICATION PRESSURE

Governance independence · Unknown unknowns

CANONICAL SOURCEdiagrams/architecture-learning-loop.mmd

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