docs(paper+license): refresh ahead of going public
Two pre-public-release refreshes: 1. docs/position_paper.md §4 — refresh refusal taxonomy The previous table listed an older taxonomy (fraction_operand / compound_comparative / etc.) that does not match the current candidate-graph eval output. Replaced with the actual taxonomy emitted by the train_sample runner — refusals are categorized by shape (recognized_but_uninjectable + per-ShapeCategory) which ties directly to the architecture's recognizer/injector concepts. Also refreshed §5 "Honest Gaps" to describe the active frontier in terms of injector coverage (the registry-driven composition path) rather than parser-level grammar extensions. The 47/50 refusal count, 3/50 correct count, and wrong=0 invariant are unchanged. 2. COMMERCIAL_LICENSE.md — enumerate subsystems explicitly The previous "vault memory / versor engine / epistemic teaching loop / ingest / admissibility gate / holonomy encoder" listing predated the math-domain composition wave. Expanded the list to cover the full current architecture: - versor engine + Cl(4,1) algebra - vault + exact CGA recall - ingest gate - admissibility gate + Forward Semantic Control - holonomy encoder - epistemic teaching loop (ADR-0055..0057) - contemplation loop + decomposer (ADR-0080, ADR-0172) - math-domain ratification handlers (ADR-0167..0169) - composition-pattern registry + registry-driven injector - audit-as-teaching-evidence corridor - identity + safety pack subsystems - language-pack compiler + verified manifest checksums - Logos articulation + three-language vocabulary manifold - Rust algebra backend - any derived or successor implementation Explicit "enumerated subsystems are illustrative, not limiting" clause covers any future module + ADR-ratified contract under the same terms. New subsystems are covered automatically. LICENSE (the non-commercial form) is unchanged — it already covers "Software" broadly. CLAIMS.md is auto-generated and was verified current (regeneration produces no diff).
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@ -6,10 +6,29 @@
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A Commercial License is required if you intend to:
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A Commercial License is required if you intend to:
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- Use CORE or any of its components (including but not limited to the vault
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- Use CORE or any of its components — **including but not limited to**:
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memory system, the versor engine, the epistemic teaching loop, the ingest
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- the versor engine and Cl(4,1) algebra substrate
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pipeline, the admissibility gate, or the holonomy encoder) in a product or
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- the vault memory system and exact CGA recall
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service that generates revenue
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- the ingest gate (the single normalization site)
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- the admissibility gate and Forward Semantic Control chain
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- the holonomy encoder
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- the epistemic teaching loop (ADR-0055..0057): reviewed
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TeachingChainProposal, replay-equivalence gate, supersession path
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- the contemplation loop and decomposer (ADR-0080, ADR-0172)
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- the math-domain ratification handlers (ADR-0167..0169): LexicalClaim,
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FrameClaim, CompositionClaim
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- the composition-pattern registry and registry-driven injector
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(frame_registry, composition_registry, recognizer-anchor injection)
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- the audit-as-teaching-evidence corridor (MathReaderRefusalEvidence,
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proposal/ratification adapters)
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- the identity and safety pack subsystems (ADR-0027..0029)
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- the language-pack compiler and verified manifest checksums
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- the Logos articulation subsystem and the three-language vocabulary
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manifold (English / Hebrew / Koine Greek)
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- the Rust algebra backend and any future Rust parity surfaces
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- any derived or successor implementation of the above
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in a product or service that generates revenue
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- Deploy CORE in a production environment operated by or for a commercial entity
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- Deploy CORE in a production environment operated by or for a commercial entity
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- Integrate CORE's architecture or derived implementations into proprietary
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- Integrate CORE's architecture or derived implementations into proprietary
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software
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software
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@ -17,6 +36,11 @@ A Commercial License is required if you intend to:
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- Use CORE as a research foundation in work owned by or assigned to a
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- Use CORE as a research foundation in work owned by or assigned to a
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for-profit organization
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for-profit organization
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The enumerated subsystems above are illustrative, not limiting. Any module,
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data artifact, ADR-ratified contract, or architectural pattern shipped under
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this repository is covered. New subsystems added in future releases are
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covered automatically under the same terms.
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Academic and non-profit research institutions are covered under the standard
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Academic and non-profit research institutions are covered under the standard
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LICENSE and do not require a Commercial License, provided the work is not
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LICENSE and do not require a Commercial License, provided the work is not
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assigned to or funded by a for-profit entity.
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assigned to or funded by a for-profit entity.
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@ -174,25 +174,26 @@ lacks geometric grounding. When the parser does not find an admissible candidate
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for a statement or question, it refuses — with a named reason. There is no path
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for a statement or question, it refuses — with a named reason. There is no path
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from "ungrounded input" to "completed output."
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from "ungrounded input" to "completed output."
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The refusal taxonomy for the 47 refused cases is fully enumerated. Primary
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The refusal taxonomy for the 47 refused cases is fully enumerated by the
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barriers by frequency:
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candidate-graph pipeline. Each refusal carries a named shape category — the
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recognizer saw a statement shape its registered injector could not turn into
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typed solver state, so the candidate refuses instead of fabricating a guess.
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| Barrier category | Count | Description |
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| Barrier category | Count | Description |
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|---|---|---|
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| `fraction_operand` | 8 | Fractional quantities ("1/4 of", "half of") not yet parsed |
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| `recognized_but_uninjectable(discrete_count_statement)` | 21 | Multi-word possession / acquisition shapes ("Lily has three boxes of pencils") whose v1 injector covers only the single-word DCS surface |
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| `compound_comparative` | 6 | Multi-clause comparatives ("three times as many as") |
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| `no_admissible_candidate` | 10 | Statement shape unrecognized by the v1 parser AND no registered recognizer matched — refuses cleanly, no admissible branch enumerated |
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| `compound_statement` | 5 | Multi-event sentences requiring joint resolution |
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| `recognized_but_uninjectable(multiplicative_aggregation)` | 5 | Multi-quantity composition shapes ("3 vet appointments cost $400 each") — recognizer detects the shape; injector for the composed operand is the ADR-0169 frontier |
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| `novel_initial_verb/form` | 5 | Opening sentence patterns not yet in grammar coverage |
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| `recognized_but_uninjectable(currency_amount)` | 4 | Currency-amount detections without per-unit framing — recognizer detects; v1 injector deliberately deferred |
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| `rate_earnings/price` | 4 | Monetary rate statements ("$18/hour", "$2 per cup") |
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| `recognized_but_uninjectable(rate_with_currency)` | 3 | Per-unit-rate statements ("$18 per hour") — detection works; rate→initial injection is the next deferred shape |
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| `conditional_question` | 4 | Questions with conditional framing ("if X, how many") |
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| `recognized_but_uninjectable(descriptive_setup_no_quantity)` | 2 | Setup sentences with no quantity to compose — contributing zero math state is correct; the refusal here is the no-admissible-candidate failure mode |
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| `distributive_multiply` | 3 | Per-unit distributive operations |
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| `recognized_but_uninjectable(temporal_aggregation)` | 2 | Event-count-per-window patterns ("10 oysters in 5 minutes") — needs a rate primitive in the algebra |
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| `temporal_frequency` | 2 | Recurring event patterns ("every other day") |
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| Other named categories | 10 | Each with exactly one case |
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Every refusal has a named reason. Not "low confidence," not "out of distribution"
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Every refusal has a named reason. Not "low confidence," not "out of distribution"
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— a specific grammatical category the parser has not yet been trained to handle.
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— a specific shape category the recognizer detected but the injector has not yet
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This is a work queue, not a mystery. Each named barrier is a parser extension. As
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been wired to turn into typed solver state. This is a work queue, not a mystery.
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coverage grows, correct count grows. Wrong count stays 0 by architectural
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Each named barrier corresponds to one or two extension PRs in the active backlog.
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As coverage grows, correct count grows. Wrong count stays 0 by architectural
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guarantee, not by tuning.
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guarantee, not by tuning.
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The question a generative system cannot answer: "which of my answers are wrong?"
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The question a generative system cannot answer: "which of my answers are wrong?"
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@ -231,12 +232,17 @@ fabrication.
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## 5. Honest Gaps
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## 5. Honest Gaps
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**Math parser coverage is the active frontier.** The 47 refusals on the train
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**Math injector coverage is the active frontier.** The 47 refusals on the train
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sample are not failures of reasoning — they are failures of parsing. The solver,
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sample are not failures of reasoning — they are failures of injection. The
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once a problem reaches it, produces correct answers (3 cases, 100% solve rate on
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solver, once a problem reaches it, produces correct answers (3 cases, 100%
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admitted problems). The gap is in grammar coverage: fractional operands, compound
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solve rate on admitted problems). The recognizer already detects most refused
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comparatives, monetary rates, and temporal frequencies are the next four parser
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shapes; what's missing is the per-shape injector that turns a recognized
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extensions. These are enumerated, not estimated.
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statement into typed solver state without fabricating quantities the source
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does not contain. The architecture for closing this gap — a reviewed
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composition-pattern registry consumed by a registry-driven injector — is in
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place; new shape coverage ships as per-shape matcher extensions that publish
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pre-composed candidates the registry gates. These are enumerated, not
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estimated.
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**The holdout is sealed.** The real GSM8K test set (1,319 cases) is
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**The holdout is sealed.** The real GSM8K test set (1,319 cases) is
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age-encrypted and has not been run against a system with sufficient parser
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age-encrypted and has not been run against a system with sufficient parser
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