v1.1: interview questions are GENERATED from the existing (Master) Controls, not
hand-written. Three building blocks: Control->question_intent (corpus/Execution),
~30-40 Master Question Templates (Reasoning), Transition-Prioritization (certs decide
which generated questions can be skipped; 217->19 funnel, reuses Company 2A + cert map).
v1.2: knowledge production. LLMs produce the first expert DRAFT (the prioritization per
transition); BreakPilot reviews + versions + OWNS the canonical library (in Git, not the
AI; model-independent, MDQ-00127 v4). Offline multi-model workflow, NOT runtime
(deterministic-first: LLM offline-propose, never online-mutate). Hard boundary: the
library is an expert DRAFT, not a normative/legal proof -- "cert probably covers X" is
Welt-1 (ClaimCoverage), never "erfuellt" (anti-fake-evidence).
Reframes the 100 seed questions as validation/template-extraction set. Spec only, no
code; non-runtime docs -> no deploy (ADR-001).
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
Second reasoning mode (extends, does not replace): BreakPilot answers MIGRATION
questions (start state -> target state -> delta), not regulation Q&A. New package
compliance/transition_reasoning/ (spec only). Transition Reasoning is RCI
generalized; reuses Company 2A (have), Master Capability Registry (MCAP) and RCI.
MDQ Registry = 4th identity-machine instance (after Master Controls/Obligations/
Capabilities): every Master Delta Question is a versioned, identifiable knowledge
unit (verifies MCAP, supports obligations, transition patterns, evidence types,
information gain, confidence impact, follow-up). Transition Patterns hold only MDQ
references -> reuse across transitions. Delta interview = information-gain
optimization, not a sequential questionnaire.
ADR-002: transitions are DATA (patterns + capability/MDQ knowledge), never engine
or metamodel extensions. 100 seed questions captured as v1.
Spec only (no code; freeze-respecting: additive package, no new graph/base class/
meta-model class). Non-runtime docs -> no deploy (ADR-001).
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
Benjamin Admin