curriculum(cognition-saturation-v2): seven reviewed chains; pack coverage 14→21
Second curriculum unit through the production operator surfaces.
Pure saturation — no cognition-lane lift expected (the eval splits
test fixed 32 cases that don't overlap with this unit's subjects),
but the live-prompt grounding surface expands materially: seven
prompts that previously fell through to disclosure now route to
deterministic teaching-grounded surfaces.
Three coherent clusters:
A. Cognition-source
cause_thought_reveals_meaning
cause_question_reveals_understanding
cause_recall_reveals_memory
B. Conceptual structure (bidirectional)
cause_definition_grounds_concept
verification_concept_requires_definition
C. Semantic content
cause_meaning_grounds_understanding
cause_analogy_reveals_relation
All pack-consistent (subject + object in en_core_cognition_v1),
canonical predicates (reveals / grounds / requires), each opens a
previously-empty (subject, intent) cell.
Replay-equivalence gate reported replay_equivalent=True for all
seven proposals (public cognition lane byte-identical pre/post
every accept).
Cognition lane:
public : intent 100% / surface 100% / term 91.7% / versor 100% (unchanged)
holdout : intent 100% / surface 100% / term 83.3% / versor 100% (unchanged)
Saturation lift is visible at the live-prompt level, not at the
eval level:
Why does thought exist? → [teaching] thought reveals meaning (...)
Why does a question exist? → [teaching] question reveals understanding (...)
Why does definition exist? → [teaching] definition grounds concept (...)
Why does meaning exist? → [teaching] meaning grounds understanding (...)
Why does an analogy exist? → [teaching] analogy reveals relation (...)
Does a concept require definition? → [teaching] concept requires definition (...)
Why does recall exist? → [teaching] recall reveals memory (...)
Why saturation matters: the cognition pack has 78 lemmas; we've
now covered ~21 (subject, intent) cells of the hundreds available.
Without saturation, prompts outside the 32 fixed eval cases are
coin-flips between vault recall and disclosure. Saturation moves
marginal prompts to deterministic teaching-grounded surfaces — the
foundation the composed-surface ADR (next) will compose over.
- teaching/cognition_chains/cognition_chains_v1.jsonl — 15 → 22 lines
(7 appends). Active set: 14 → 21 chains.
- teaching/proposals/proposals.jsonl — 7 new (created → replay →
transition → accepted_corpus_append) event sequences appended.
- docs/curriculum/cognition_saturation_v2.md — full curriculum log:
cluster rationale, live-prompt lift, operator-wall-time profile,
saturation-state-of-the-pack.
Lanes (regression check):
core test --suite smoke 67 passed
core test --suite cognition 121 passed
core test --suite teaching 17 passed
The non-negotiable field invariant (versor_condition < 1e-6) is
unaffected: this is corpus growth only; no code path changed.
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# Curriculum Unit — Cognition Pack Saturation v2
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**Date:** 2026-05-18
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**Author:** Shay
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**Active corpus:** 21 chains (was 14; +7 this unit).
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**Lift:** cognition lane metrics unchanged (already at architectural ceiling); **saturation lift** is in the live-prompt grounding surface — 7 new prompts that previously fell through to vault/disclosure now route to teaching-grounded surfaces deterministically.
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---
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## Premise
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The first curriculum unit
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([`epistemology_v1.md`](epistemology_v1.md)) targeted the
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corpus-fixable holdout misses. ADR-0060 and ADR-0061 closed the
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architectural holdout misses (correction template, procedure
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routing). After those three pieces, the cognition-lane public
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split is at 100/100/91.7/100 and holdout at 100/100/83.3/100 —
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both at the **architectural ceiling** of the current pack +
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surface composition.
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The remaining 4/24 holdout term misses are concentrated on
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`UNKNOWN`-intent cases that need a distinct selector (out of
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scope for this unit).
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This unit is **not** about lifting eval metrics. It's about
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**saturating the cognition pack's chain coverage** so that more
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of the pack's 78 lemmas have reviewed `(subject, intent)` cells
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to route through teaching-grounded surfaces. Lift is observable
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at the live-prompt level, not in the public/holdout eval splits
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(which test a fixed 13/19 cases).
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---
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## What this unit teaches
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Seven new chains across three coherent clusters:
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### Cluster A — Cognition-source chains
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The cognitive act produces meaning; questions produce
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understanding-gap exposure; recall produces awareness of memory.
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| Chain | Defensible claim |
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|---|---|
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| `cause_thought_reveals_meaning` | Thought is the cognitive act through which meaning emerges. |
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| `cause_question_reveals_understanding` | Socratic: questions reveal where understanding is incomplete. |
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| `cause_recall_reveals_memory` | Recall is the mechanism that brings memory into awareness. |
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### Cluster B — Conceptual structure chains
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Definitions ground concepts; concepts require definitions
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(bidirectional grounding).
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| Chain | Defensible claim |
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|---|---|
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| `cause_definition_grounds_concept` | To define X is to ground the concept X. |
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| `verification_concept_requires_definition` | A concept must be definable to count as a concept. |
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### Cluster C — Semantic-content chains
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Meaning underlies understanding; analogies reveal relations.
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| Chain | Defensible claim |
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|---|---|
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| `cause_meaning_grounds_understanding` | Semantic content underlies understanding. |
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| `cause_analogy_reveals_relation` | Analogies reveal hidden structural relations. |
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All seven are pack-consistent (`subject` and `object` both in
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`en_core_cognition_v1`), use canonical predicates (`reveals`,
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`grounds`, `requires`), and open previously-empty
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`(subject, intent)` cells.
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---
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## Lift profile
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### Cognition lane (fixed 13/19 cases)
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| Split | Pre-v2 | Post-v2 | Δ |
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|---|---|---|---|
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| public | 100 / 100 / 91.7 / 100 | 100 / 100 / 91.7 / 100 | byte-identical |
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| holdout | 100 / 100 / 83.3 / 100 | 100 / 100 / 83.3 / 100 | byte-identical |
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No movement — expected. The 19 holdout cases don't include any
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of the subjects this unit teaches. Saturation isn't visible at
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the canonical-eval level.
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### Live-prompt lift
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Seven prompts that previously fell through to the universal
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disclosure (or to a vault recall that may or may not return a
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coherent surface) now route to deterministic teaching-grounded
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surfaces:
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```
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Why does thought exist? → [teaching] thought reveals meaning (...)
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Why does a question exist? → [teaching] question reveals understanding (...)
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Why does definition exist? → [teaching] definition grounds concept (...)
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Why does meaning exist? → [teaching] meaning grounds understanding (...)
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Why does an analogy exist? → [teaching] analogy reveals relation (...)
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Does a concept require definition? → [teaching] concept requires definition (...)
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Why does recall exist? → [teaching] recall reveals memory (...)
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```
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Each emits a surface containing the subject, the humanised
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connective, the object, and the relevant pack `semantic_domains`
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strings — pack-grounded discipline preserved.
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### Why saturation matters even when eval numbers don't move
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The eval splits test 32 fixed cases (13 public + 19 holdout).
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The cognition pack has 78 lemmas; pack-consistent
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`(subject, intent)` cells across `{cause, verification}` number
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in the hundreds. Today's 21 chains cover ~21 of those cells —
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roughly 12% saturation.
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Without saturation, **every prompt outside the 32 eval cases is
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a coin flip** between vault recall (session-stateful, may return
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incoherent surface) and the universal disclosure (no grounding).
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Saturation moves the marginal prompt from "coin flip" to
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"deterministic teaching-grounded surface."
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This is the foundation the composed-surface ADR will sit on:
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chain-of-chains composition only produces fluent surfaces when
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the constituent chains exist. v2 builds the constituent surface.
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---
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## Process notes — operator wall-time
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Total operator wall-time for this unit, end-to-end:
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- Candidate authoring (7 JSONL files): ~3 minutes (mostly typing).
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- Proposals (7 × `core teaching propose`): ~13 seconds each — the
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replay gate runs the full cognition lane on each. ~90s total.
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- Accepts (7 × `core teaching review --accept`): sub-second each.
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- Eval + audit + lane regression check: ~45 seconds.
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**Total: ~5 minutes of operator wall-time for 7 reviewed chains.**
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The replay-equivalence gate is the dominant cost. Worth the cost:
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every accepted chain has a CI-grade no-regression guarantee at the
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moment of admission.
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---
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## Cumulative corpus state
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| Phase | Chains active | Cumulative additions |
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|---|---|---|
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| Pre-curriculum (2026-05-18 morning) | 10 | — |
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| After epistemology v1 | 14 | +4 (1 supersede) |
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| After cognition saturation v2 | **21** | **+7** |
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Now-covered subjects: light, knowledge, memory, correction, creation,
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truth, wisdom, understanding, judgment, evidence, inference, thought,
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question, definition, meaning, analogy, concept, recall.
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Pack-resident subjects still without any teaching chain (~60+
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lemmas): account, answer, ask, beginning, belong, cause, compare,
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comparison, contrast, context, define, discourse, distinction,
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distinguish, explain, figure, follow, ground, identity, image,
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infer, learn, life, mean, metaphor, narrative, order, person,
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precede, principle, procedure, reason, register, relate, relation,
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remember, reveal, rhetoric, simile, spirit, story, style, support,
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symbol, teach, tone, verify, voice, word.
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The next saturation pass could target a verb-noun balance
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(`compare`, `contrast`, `distinguish`, `relate`, `explain`,
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`teach`, `learn`) — useful for procedure-intent prompts after the
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ADR-0061 path landed.
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---
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## Cross-References
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- [Curriculum: epistemology v1](epistemology_v1.md) — the first
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unit; chain selection rationale and operator workflow.
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- [ADR-0057](../decisions/ADR-0057-teaching-chain-proposal-review.md)
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— the propose/review/accept surface.
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- [ADR-0060](../decisions/ADR-0060-correction-acknowledgment-topic-lemma.md)
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+ [ADR-0061](../decisions/ADR-0061-procedure-intent-pack-grounded-surface.md)
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— architectural surface composition fixes that close the
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remaining-fixable holdout misses.
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- Next: composed-surface ADR (chain-of-chains realization) — the
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fluency surface that saturation v2 unlocks.
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@ -13,3 +13,10 @@
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{"chain_id":"cause_judgment_requires_wisdom","connective":"requires","domains_object_k":1,"domains_subject_k":2,"intent":"cause","object":"wisdom","provenance":"adr-0057:discovery_promoted:2026-05-18","subject":"judgment"}
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{"chain_id":"verification_evidence_grounds_knowledge","connective":"grounds","domains_object_k":1,"domains_subject_k":2,"intent":"verification","object":"knowledge","provenance":"adr-0057:discovery_promoted:2026-05-18","subject":"evidence"}
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{"chain_id":"cause_inference_requires_evidence","connective":"requires","domains_object_k":1,"domains_subject_k":2,"intent":"cause","object":"evidence","provenance":"adr-0057:discovery_promoted:2026-05-18","subject":"inference"}
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{"chain_id":"cause_thought_reveals_meaning","connective":"reveals","domains_object_k":1,"domains_subject_k":2,"intent":"cause","object":"meaning","provenance":"adr-0057:discovery_promoted:2026-05-18","subject":"thought"}
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{"chain_id":"cause_question_reveals_understanding","connective":"reveals","domains_object_k":1,"domains_subject_k":2,"intent":"cause","object":"understanding","provenance":"adr-0057:discovery_promoted:2026-05-18","subject":"question"}
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{"chain_id":"cause_definition_grounds_concept","connective":"grounds","domains_object_k":1,"domains_subject_k":2,"intent":"cause","object":"concept","provenance":"adr-0057:discovery_promoted:2026-05-18","subject":"definition"}
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{"chain_id":"cause_meaning_grounds_understanding","connective":"grounds","domains_object_k":1,"domains_subject_k":2,"intent":"cause","object":"understanding","provenance":"adr-0057:discovery_promoted:2026-05-18","subject":"meaning"}
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{"chain_id":"cause_analogy_reveals_relation","connective":"reveals","domains_object_k":1,"domains_subject_k":2,"intent":"cause","object":"relation","provenance":"adr-0057:discovery_promoted:2026-05-18","subject":"analogy"}
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{"chain_id":"verification_concept_requires_definition","connective":"requires","domains_object_k":1,"domains_subject_k":2,"intent":"verification","object":"definition","provenance":"adr-0057:discovery_promoted:2026-05-18","subject":"concept"}
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{"chain_id":"cause_recall_reveals_memory","connective":"reveals","domains_object_k":1,"domains_subject_k":2,"intent":"cause","object":"memory","provenance":"adr-0057:discovery_promoted:2026-05-18","subject":"recall"}
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@ -14,3 +14,31 @@
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{"chain_id":"verification_evidence_grounds_knowledge","event":"accepted_corpus_append","proposal_id":"a5647f07a0227d1853f926d439603f28","provenance":{"adr_id":"adr-0057","raw":"adr-0057:discovery_promoted:2026-05-18","review_date":"2026-05-18","source":"discovery_promoted"}}
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{"event":"transition","note":"Epistemology v1: inference requires evidence","proposal_id":"bb01f8acd6f5db144bdac21a6f754dc7","to":"accepted"}
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{"chain_id":"cause_inference_requires_evidence","event":"accepted_corpus_append","proposal_id":"bb01f8acd6f5db144bdac21a6f754dc7","provenance":{"adr_id":"adr-0057","raw":"adr-0057:discovery_promoted:2026-05-18","review_date":"2026-05-18","source":"discovery_promoted"}}
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{"event":"created","proposal":{"claim_domain":"factual","evidence":[{"epistemic_status":"coherent","polarity":"affirms","ref":"cause_creation_reveals_meaning","source":"corpus"}],"operator_note":"","polarity":"affirms","proposal_id":"016252428267e4f339969524988c4794","proposed_chain":{"connective":"reveals","intent":"cause","object":"meaning","subject":"thought"},"provenance":null,"replay_evidence":null,"review_state":"pending","source_candidate_id":"17673a2f15c8da21cbfa35328e7c477d53ba6b401651f0245f22558d2dfdeae8"}}
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{"event":"replay","proposal_id":"016252428267e4f339969524988c4794","replay_evidence":{"baseline":{"intent_accuracy":1.0,"surface_groundedness":1.0,"term_capture_rate":0.9167,"versor_closure_rate":1.0},"candidate":{"intent_accuracy":1.0,"surface_groundedness":1.0,"term_capture_rate":0.9167,"versor_closure_rate":1.0},"regressed_metrics":[],"replay_equivalent":true}}
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{"event":"created","proposal":{"claim_domain":"factual","evidence":[{"epistemic_status":"coherent","polarity":"affirms","ref":"cause_truth_grounds_knowledge","source":"corpus"}],"operator_note":"","polarity":"affirms","proposal_id":"d3cd931dea69e06bd2c697276ae650d1","proposed_chain":{"connective":"reveals","intent":"cause","object":"understanding","subject":"question"},"provenance":null,"replay_evidence":null,"review_state":"pending","source_candidate_id":"f91d991bb80a7bb19811dafb1223a80613ded7ad4fcdf0ec0ff987f1a77bc50a"}}
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{"event":"replay","proposal_id":"d3cd931dea69e06bd2c697276ae650d1","replay_evidence":{"baseline":{"intent_accuracy":1.0,"surface_groundedness":1.0,"term_capture_rate":0.9167,"versor_closure_rate":1.0},"candidate":{"intent_accuracy":1.0,"surface_groundedness":1.0,"term_capture_rate":0.9167,"versor_closure_rate":1.0},"regressed_metrics":[],"replay_equivalent":true}}
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{"event":"created","proposal":{"claim_domain":"factual","evidence":[{"epistemic_status":"coherent","polarity":"affirms","ref":"cause_truth_grounds_knowledge","source":"corpus"}],"operator_note":"","polarity":"affirms","proposal_id":"ef0666a6ee15f7c595efae1d8e5ea028","proposed_chain":{"connective":"grounds","intent":"cause","object":"concept","subject":"definition"},"provenance":null,"replay_evidence":null,"review_state":"pending","source_candidate_id":"60f3b19f100b087dc80555b19de654d70190b7cc096310369fcc6d0b379d4659"}}
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{"event":"replay","proposal_id":"ef0666a6ee15f7c595efae1d8e5ea028","replay_evidence":{"baseline":{"intent_accuracy":1.0,"surface_groundedness":1.0,"term_capture_rate":0.9167,"versor_closure_rate":1.0},"candidate":{"intent_accuracy":1.0,"surface_groundedness":1.0,"term_capture_rate":0.9167,"versor_closure_rate":1.0},"regressed_metrics":[],"replay_equivalent":true}}
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{"event":"created","proposal":{"claim_domain":"factual","evidence":[{"epistemic_status":"coherent","polarity":"affirms","ref":"cause_truth_grounds_knowledge","source":"corpus"}],"operator_note":"","polarity":"affirms","proposal_id":"a19e8ffc0382c254a8d159cf95eb75aa","proposed_chain":{"connective":"grounds","intent":"cause","object":"understanding","subject":"meaning"},"provenance":null,"replay_evidence":null,"review_state":"pending","source_candidate_id":"7283546caaa0d273aad0b367bd5c556e29a6dffb8b41d66bcf7684a5dd290c58"}}
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{"event":"replay","proposal_id":"a19e8ffc0382c254a8d159cf95eb75aa","replay_evidence":{"baseline":{"intent_accuracy":1.0,"surface_groundedness":1.0,"term_capture_rate":0.9167,"versor_closure_rate":1.0},"candidate":{"intent_accuracy":1.0,"surface_groundedness":1.0,"term_capture_rate":0.9167,"versor_closure_rate":1.0},"regressed_metrics":[],"replay_equivalent":true}}
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{"event":"created","proposal":{"claim_domain":"factual","evidence":[{"epistemic_status":"coherent","polarity":"affirms","ref":"cause_light_reveals_truth","source":"corpus"}],"operator_note":"","polarity":"affirms","proposal_id":"b79daee7d266224225c6f45f91ec2434","proposed_chain":{"connective":"reveals","intent":"cause","object":"relation","subject":"analogy"},"provenance":null,"replay_evidence":null,"review_state":"pending","source_candidate_id":"b2239f20b5174439afc1e3dd0834af37cc8dc94df3e01bef0c1d1f013b5ed4a3"}}
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{"event":"replay","proposal_id":"b79daee7d266224225c6f45f91ec2434","replay_evidence":{"baseline":{"intent_accuracy":1.0,"surface_groundedness":1.0,"term_capture_rate":0.9167,"versor_closure_rate":1.0},"candidate":{"intent_accuracy":1.0,"surface_groundedness":1.0,"term_capture_rate":0.9167,"versor_closure_rate":1.0},"regressed_metrics":[],"replay_equivalent":true}}
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{"event":"created","proposal":{"claim_domain":"factual","evidence":[{"epistemic_status":"coherent","polarity":"affirms","ref":"verification_truth_requires_evidence","source":"corpus"}],"operator_note":"","polarity":"affirms","proposal_id":"1652a236fd525f1c5ba3dcd14f8c9b04","proposed_chain":{"connective":"requires","intent":"verification","object":"definition","subject":"concept"},"provenance":null,"replay_evidence":null,"review_state":"pending","source_candidate_id":"d44fe4f0edd15c215bd8989efa63ad4a7f718757119a60477bc7fc12c7aa07f3"}}
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{"event":"replay","proposal_id":"1652a236fd525f1c5ba3dcd14f8c9b04","replay_evidence":{"baseline":{"intent_accuracy":1.0,"surface_groundedness":1.0,"term_capture_rate":0.9167,"versor_closure_rate":1.0},"candidate":{"intent_accuracy":1.0,"surface_groundedness":1.0,"term_capture_rate":0.9167,"versor_closure_rate":1.0},"regressed_metrics":[],"replay_equivalent":true}}
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{"event":"created","proposal":{"claim_domain":"factual","evidence":[{"epistemic_status":"coherent","polarity":"affirms","ref":"verification_memory_requires_recall","source":"corpus"}],"operator_note":"","polarity":"affirms","proposal_id":"6ea18d4e5e5a04b8ec5ed6379e0b1140","proposed_chain":{"connective":"reveals","intent":"cause","object":"memory","subject":"recall"},"provenance":null,"replay_evidence":null,"review_state":"pending","source_candidate_id":"23075c87735406d9ef5da5c7e4027de6f89b459adc947d7a5750f767fd6ac441"}}
|
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{"event":"replay","proposal_id":"6ea18d4e5e5a04b8ec5ed6379e0b1140","replay_evidence":{"baseline":{"intent_accuracy":1.0,"surface_groundedness":1.0,"term_capture_rate":0.9167,"versor_closure_rate":1.0},"candidate":{"intent_accuracy":1.0,"surface_groundedness":1.0,"term_capture_rate":0.9167,"versor_closure_rate":1.0},"regressed_metrics":[],"replay_equivalent":true}}
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{"event":"transition","note":"Curriculum v2: thought reveals meaning (cognition-source cluster)","proposal_id":"016252428267e4f339969524988c4794","to":"accepted"}
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{"chain_id":"cause_thought_reveals_meaning","event":"accepted_corpus_append","proposal_id":"016252428267e4f339969524988c4794","provenance":{"adr_id":"adr-0057","raw":"adr-0057:discovery_promoted:2026-05-18","review_date":"2026-05-18","source":"discovery_promoted"}}
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{"event":"transition","note":"Curriculum v2: question reveals understanding (Socratic doctrine)","proposal_id":"d3cd931dea69e06bd2c697276ae650d1","to":"accepted"}
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{"chain_id":"cause_question_reveals_understanding","event":"accepted_corpus_append","proposal_id":"d3cd931dea69e06bd2c697276ae650d1","provenance":{"adr_id":"adr-0057","raw":"adr-0057:discovery_promoted:2026-05-18","review_date":"2026-05-18","source":"discovery_promoted"}}
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{"event":"transition","note":"Curriculum v2: definition grounds concept","proposal_id":"ef0666a6ee15f7c595efae1d8e5ea028","to":"accepted"}
|
||||
{"chain_id":"cause_definition_grounds_concept","event":"accepted_corpus_append","proposal_id":"ef0666a6ee15f7c595efae1d8e5ea028","provenance":{"adr_id":"adr-0057","raw":"adr-0057:discovery_promoted:2026-05-18","review_date":"2026-05-18","source":"discovery_promoted"}}
|
||||
{"event":"transition","note":"Curriculum v2: meaning grounds understanding","proposal_id":"a19e8ffc0382c254a8d159cf95eb75aa","to":"accepted"}
|
||||
{"chain_id":"cause_meaning_grounds_understanding","event":"accepted_corpus_append","proposal_id":"a19e8ffc0382c254a8d159cf95eb75aa","provenance":{"adr_id":"adr-0057","raw":"adr-0057:discovery_promoted:2026-05-18","review_date":"2026-05-18","source":"discovery_promoted"}}
|
||||
{"event":"transition","note":"Curriculum v2: analogy reveals relation","proposal_id":"b79daee7d266224225c6f45f91ec2434","to":"accepted"}
|
||||
{"chain_id":"cause_analogy_reveals_relation","event":"accepted_corpus_append","proposal_id":"b79daee7d266224225c6f45f91ec2434","provenance":{"adr_id":"adr-0057","raw":"adr-0057:discovery_promoted:2026-05-18","review_date":"2026-05-18","source":"discovery_promoted"}}
|
||||
{"event":"transition","note":"Curriculum v2: concept requires definition","proposal_id":"1652a236fd525f1c5ba3dcd14f8c9b04","to":"accepted"}
|
||||
{"chain_id":"verification_concept_requires_definition","event":"accepted_corpus_append","proposal_id":"1652a236fd525f1c5ba3dcd14f8c9b04","provenance":{"adr_id":"adr-0057","raw":"adr-0057:discovery_promoted:2026-05-18","review_date":"2026-05-18","source":"discovery_promoted"}}
|
||||
{"event":"transition","note":"Curriculum v2: recall reveals memory","proposal_id":"6ea18d4e5e5a04b8ec5ed6379e0b1140","to":"accepted"}
|
||||
{"chain_id":"cause_recall_reveals_memory","event":"accepted_corpus_append","proposal_id":"6ea18d4e5e5a04b8ec5ed6379e0b1140","provenance":{"adr_id":"adr-0057","raw":"adr-0057:discovery_promoted:2026-05-18","review_date":"2026-05-18","source":"discovery_promoted"}}
|
||||
|
|
|
|||
Loading…
Reference in a new issue