Starts from “where does durable advantage come from?” and descends. Names layer 3 as the moat — but an asset stays an abstraction.
KnownUnknown, Unable-to-determine, CHAI modifiersStarts from eleven folders of artifacts and asks what structure makes them queryable. Builds layer 3 without knowing it was layer 3.
| ECIF construct | Portfolio / folder 11 construct | Direction | The point |
|---|---|---|---|
| Clinical intelligence asset | An epistemic subgraph — typed nodes + provenance edges | ✓ same | The central identity. ECIF says assets are the moat but not what one is; folder 11 gives the storage format. |
| Epistemology Layer — what do I know · how do I know it · how certain am I · what don't I know | World-model nodes · provenance edges · has-certainty · KnownUnknown + silent-on |
✓ same | Four for four. The tightest join in either document: ECIF states four questions as a requirement, folder 11 makes them queries rather than prose. |
| Context Sufficiency — proceed / request more / escalate / defer / abort | CRRF's six earned-authority tiers, T0 Silent → T5 Actionable | → portfolio fixes | Near-isomorphic, but ECIF's five read as exclusive branches. CRRF's move is that failing caps the ceiling rather than branching — a system that can't see the whole picture may still request data, it just may not advise. |
| Problem Framing — six dimensions | CRRF Gate 1 — two dimensions (question + unit) | ← ECIF fixes | ECIF's “entity” is CRRF's unit, so ECIF adds four Gate 1 never had. Two matter: user persona and cognitive task. |
| Cognitive task taxonomy — summarization · sense-making · recommendation · prediction · explanation · population | — nothing equivalent | ← ECIF fixes | Explains the portfolio to itself: BRIDGE is sense-making, CRRF is recommendation, patient summary is summarization. They resisted unification because they are different cognitive tasks, not different diseases. |
| Prediction ≠ Reasoning ≠ Recommendation | Chance node → belief state → decision node + utility | ✓ same | ECIF asserts the separation; decision theory says why — you cannot cross from a probability to an action without a utility function. |
| Confidence model (one line in the spec) | BRIDGE 0–100 with bands · five confidence axes · posteriors scoreable by Brier / log loss | → portfolio fixes | The portfolio has instruments where ECIF has a slot — and the decision-theory layer makes them calibratable, so “confidence” becomes measurable rather than declared. |
| Validation cases · failure modes (one line each) | 6 packet answer keys · 40 implanted aberrant-lab errors · KnownUnknown nodes |
→ portfolio fixes | Already-built gold sets. The usual blocker — no labeled data, so you tune blind — is closed before either project starts. |
| Multi-level: patient → population → facility → region → enterprise | CRRF unit-agnostic — “the unit changes, the steps don't” | ✓ same | ECIF extends a move already made in July, adding three levels above population. The graph is what makes it operational — facility and region are node types with aggregation edges. |
| Trust spine | CHAI overlay (folder 10) + certainty/provenance on every edge | ✓ same | Partially instantiated already. Folder 11 treats trust as edge metadata rather than as a separate layer, which is the stronger form. |
| — no utility or values component | — no utility or values component | ⚠ gap | The most consequential hole. Both have probability; neither has benefit/harm. Every recommendation the architecture produces asserts a utility function nobody has written down — and in dialysis the utility on a missed-treatment intervention is nothing like the one on a transplant nudge. |
| Asset lifecycle — five owners, versions, monitoring, drift detection | — no Version, Owner or MonitoringMetric node types |
⚠ gap | ECIF requires what folder 11 doesn't model. Concrete version: when a guideline is superseded, every grounded-in edge pointing at it needs revisiting. Evidence drift has no home in the schema. |