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CheckpointPapers: 038Hyperon RawDatafor cleanupAGI⇒ASI proposal.Whitepaper This(2025), is§6.5; aGoertzel proposal(2025-02), childA forFormalization theof PublishedConcept Blending: An Information-Theoretic Approach to Quantifying and Creating Emergent and Coherent Concept Blends; Goertzel (2026-01), Compositional Theorems for Quantale-Based Blending, parent.Quantale ItWeakness proposesBased removingConceptual theBlending, reader-facingand RawDataParaconsistent linkInterference fromin theConceptual KeyBlending.
Status:ReferencesMulti-paradigm. sectionPer underNon-clustered theHAA publiccluster RawData-linkpilot policy.Source The4 Published(closed parent2026-05-07): remains[CONCEPT-BLENDING-PARTIAL-IMPLEMENTATION]. unchangedInformation-theoretic until+ aGA/CMA-ES human+ reviewercategory-theoretic appliescolimit/pushout + PeTTa-port branches are [IMPLEMENTATION-BACKED-CORE] in iCog-Labs-Dev/conceptBlending at HEAD 9675e5e. Quantale weakness, paraconsistent interference, and HoTT-adjacent material are [PAPER-ONLY-FORMAL-EXTENSION] at this proposalsnapshot. throughThe theTransWeave merge/apply/ gate.MORK-native / WILLIAM / Symbolic-Heads downstream paths described below are whitepaper / roadmap claims, not currently-wired implementation.
SummaryConcept
Remove theblending clickableis RawDataa citationprimary heuristic for creativity — creating novel ideas by merging properties from two or more source concepts so that the 2025-02result Conceptshows Blendinguseful paperemergent reference.structure.
Keepbibliographicsame citationevaluators itselfthat inrate place.patterns, proofs, or programs, making blending a first-class, auditable operation.
How It Works (intuitive)
ProposedBlending replacementtakes —two Hyperonor AImore Algorithms+Conceptsource Blendingconcepts
Currentcontent(represented summary:as subgraphs in AtomSpace), identifies structural alignments between them, and constructs a merged graph that preserves key constraints from each source while introducing novel combinations. The currentwhitepaper parentgives citationthe forintuitive Goertzelexample (2025-02),of "sky-garden" = aerial platform + botanical garden — a blend that inherits structural properties from both sources.
Paper Stack (2025-2026 Hyperon-era, Goertzel)
PaperYearApparatusVerdict
A Formalization of Concept Blending: An Information-Theoretic Approach to Quantifying and Creating Emergent and Coherent Concept Blends,2025-02Information-theoretic ends+ emergence/coherence quantification[IMPLEMENTATION-BACKED-CORE]
Compositional Theorems for Quantale-Based Blending: How Weakness Interoperates withanCategorical internalStructure2026-01Quantale RawDataweakness provenance+ link.categorical Thiscompositionality[PAPER-ONLY-FORMAL-EXTENSION]
QuantaleproposalWeakness removesBased onlyConceptual Blending: Integrating Information-Theoretic and Category-Theoretic Approaches2026-01Integration of quantale + info-theoretic + cat-theoretic[PAPER-ONLY-FORMAL-EXTENSION]
Paraconsistent Interference in Conceptual Blending: When Properties Resonate or Cancel2026-01Paraconsistent logic + interference dynamics[PAPER-ONLY-FORMAL-EXTENSION]
Author attribution note: Ben Goertzel sole-author on all four 2025-2026 Hyperon-era papers in the local archive; targeted searches for "Eskridge" / "eskridge" returned zero hits. Older Goertzel/Eskridge concept-blending work may exist outside the local Mattermost archive (per V4-1 cluster-pilot finding); flagged for future retrieval.
Implementation Backing (cluster-pilot extraction, Source 4 close 2026-05-07)
The iCog-Labs-Dev/conceptBlending repo at committed HEAD 9675e5e contains four implementation branches. Per V4-2 methodology guard: extract against committed HEAD only; the local working tree had hundreds of staged file deletions (likely a reorganization in flight) thatlinkare NOT a valid filesystem source surface.
BranchTagMaps to paperImplementation evidence
an_infotheoretic_approach/[INFO-THEORETIC-IBC]Blending (2025-02) information-theoreticinfo-theoretic.metta:111 (mu-hqblend); GA-imp.metta:166,:190; cma-es-imp.metta:249,:272 (GA + CMA-ES iteration loops)
peTTa_version/[PETTA-PORT-EXPERIMENTAL]Info-theoretic without GA + multi-objective CMA-ESpeTTa_version/info-theoretic.metta:116 (mu-hqblend)
a_categorytheoretic_approach/[CATEGORY-THEORETIC-COLIMIT]Whitepaper categorical framing + colimit-based blendinga_categorytheoretic_approach/libs/colimit.py:266 (compute_colimit); algspec_builder.metta; generalization_builder.metta; morphism_finder.metta; LLM + concept-AtomSpace prompt scaffolding
a_naive_approach/[NAIVE-PROTOTYPE]Prototype (graph matching + GPT)Mirror/simplex/single-scope/double-scope blending network LLM prompts; not the categorical implementation
[PAPER-ONLY-FORMAL-EXTENSION] applies to: quantale-weakness-class structures (no quantale or weakness implementation in conceptBlending HEAD); paraconsistent interference (zero paraconsistent / interference hits at git grep -i); andleavesHoTT-adjacent identity-aware semantics (zero HoTT / homotopy hits). These formalisms are paper-rigorous but not exercised by code in this repo at the bibliographicaudited citationsnapshot.
Whatintact.This Card Is Not (disambiguation)
Proposed
NOTreplacement:one unified algorithm. Four parallel implementation branches in conceptBlending, plus three paper-only formal extensions. The whitepaper "concept blending" is the conceptual umbrella; the actual implementation surface is multi-paradigm.
NOT TransWeave-implemented. The TransWeave-based "transport path in concept space" / "braid/near-commutation rules" framing is a whitepaper roadmap claim, not currently exercised by conceptBlending HEAD code.
NOT MORK-native. The whitepaper's "content-addressed blending with shared sub-parts deduplicating automatically" + "transport metadata reuse" framing is roadmap; depends on the AtomSpace Integration Phase 4+/5+ work (per AtomSpace).
NOT current PLN/WILLIAM/Symbolic-Heads/MOSES integration. The "Role in PRIMUS" downstream paths below describe whitepaper-projected uses; they are not currently wired in Hyperon code paths. Concept-blending repo HEAD has zero references to semantic_parsing / RelEx / Link Grammar / pattern-mining-side miners.
NOT the same as PGM-HoTT identity semantics. Goertzel's HoTT-semantics papers (Identity-Aware Commonsense Reasoning via Paraconsistent Geodesic Modal Homotopy Type Theory + Transweaving Temporal and Counterfactual Identities) are adjacent cognitive-semantics work deferred to a future PRIMUS / HoTT-Semantics cluster pilot per V4-A.Q4. Boundary-only mention here.
Roadmap claims (qualify before citing as implementation)
The following are whitepaper / roadmap descriptions, not currently-wired implementation. Treat as design intent, not extracted code surface:
TransWeave Formalization: blending as a transport path in concept space; choose maps that minimize effort while preserving each source's constraints; braid/near-commutation rules let blending interleave with pattern mining, inference, or program search.
MORK-native implementation: sources, alignments, and resulting blends are content-addressed; shared sub-parts deduplicate automatically; transport metadata stored alongside.
Role in PRIMUS ambient cognitive loop: blended concepts feed PLN (composite hypotheses), pattern mining (revealing patterns not visible in either source), MOSES (blended program fragments), and goal management (novel subgoals from creative combination).
Key References
Goertzel, B. (2025). Hyperon for AGI⇒ASI Whitepaper, §6.5: Concept Blending
Goertzel, B. (2025-02). A Formalization of Concept Blending: An Information-Theoretic Approach to Quantifying and Creating Emergent and Coherent Concept Blends.
Merge
Goertzel,noteB.
Thisproposal(2026-01). doesCompositional notTheorems itselffor updateQuantale-Based theBlending: PublishedHow parent.Weakness IfInteroperates approved,with reconcileCategorical theStructure.
Goertzel,replacementB. against(2026-01). theQuantale then-currentWeakness parentBased contentConceptual Blending: Integrating Information-Theoretic and applyCategory-Theoretic throughApproaches.
Goertzel,theB. verifying(2026-01). gate.Paraconsistent Interference in Conceptual Blending: When Properties Resonate or Cancel.
See also: Goertzel HoTT-semantics papers (deferred to future PRIMUS / HoTT-Semantics cluster pilot per V4-A.Q4): Identity-Aware Commonsense Reasoning via Paraconsistent Geodesic Modal Homotopy Type Theory; Transweaving Temporal and Counterfactual Identities (Practical Examples with Branching Contexts).
Cluster-pilot extraction archive: scripts/archive/non_clustered_haa_pilot/source4_concept_blending_semantic_parsing/ (findings_codex.txt + findings_gemini.txt + findings_reconciled_crossmodel.txt). V4-1..V4-11 carry-forwards locked.
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Status:
Keep
How It Works (intuitive)
Current
Paper Stack (2025-2026 Hyperon-era, Goertzel)
PaperYearApparatusVerdict
A Formalization of Concept Blending: An Information-Theoretic Approach to Quantifying and Creating Emergent and Coherent Concept Blends
Compositional Theorems for Quantale-Based Blending: How Weakness Interoperates with
Quantale
Paraconsistent Interference in Conceptual Blending: When Properties Resonate or Cancel2026-01Paraconsistent logic + interference dynamics[PAPER-ONLY-FORMAL-EXTENSION]
Author attribution note: Ben Goertzel sole-author on all four 2025-2026 Hyperon-era papers in the local archive; targeted searches for "Eskridge" / "eskridge" returned zero hits. Older Goertzel/Eskridge concept-blending work may exist outside the local Mattermost archive (per V4-1 cluster-pilot finding); flagged for future retrieval.
Implementation Backing (cluster-pilot extraction, Source 4 close 2026-05-07)
The iCog-Labs-Dev/conceptBlending repo at committed HEAD 9675e5e contains four implementation branches. Per V4-2 methodology guard: extract against committed HEAD only; the local working tree had hundreds of staged file deletions (likely a reorganization in flight) that
BranchTagMaps to paperImplementation evidence
an_infotheoretic_approach/[INFO-THEORETIC-IBC]Blending (2025-02) information-theoreticinfo-theoretic.metta:111 (mu-hqblend); GA-imp.metta:166,:190; cma-es-imp.metta:249,:272 (GA + CMA-ES iteration loops)
peTTa_version/[PETTA-PORT-EXPERIMENTAL]Info-theoretic without GA + multi-objective CMA-ESpeTTa_version/info-theoretic.metta:116 (mu-hqblend)
a_categorytheoretic_approach/[CATEGORY-THEORETIC-COLIMIT]Whitepaper categorical framing + colimit-based blendinga_categorytheoretic_approach/libs/colimit.py:266 (compute_colimit); algspec_builder.metta; generalization_builder.metta; morphism_finder.metta; LLM + concept-AtomSpace prompt scaffolding
a_naive_approach/[NAIVE-PROTOTYPE]Prototype (graph matching + GPT)Mirror/simplex/single-scope/double-scope blending network LLM prompts; not the categorical implementation
[PAPER-ONLY-FORMAL-EXTENSION] applies to: quantale-weakness-class structures (no quantale or weakness implementation in conceptBlending HEAD); paraconsistent interference (zero paraconsistent / interference hits at git grep -i); and
What
NOT
NOT TransWeave-implemented. The TransWeave-based "transport path in concept space" / "braid/near-commutation rules" framing is a whitepaper roadmap claim, not currently exercised by conceptBlending HEAD code.
NOT MORK-native. The whitepaper's "content-addressed blending with shared sub-parts deduplicating automatically" + "transport metadata reuse" framing is roadmap; depends on the AtomSpace Integration Phase 4+/5+ work (per AtomSpace).
NOT current PLN/WILLIAM/Symbolic-Heads/MOSES integration. The "Role in PRIMUS" downstream paths below describe whitepaper-projected uses; they are not currently wired in Hyperon code paths. Concept-blending repo HEAD has zero references to semantic_parsing / RelEx / Link Grammar / pattern-mining-side miners.
NOT the same as PGM-HoTT identity semantics. Goertzel's HoTT-semantics papers (Identity-Aware Commonsense Reasoning via Paraconsistent Geodesic Modal Homotopy Type Theory + Transweaving Temporal and Counterfactual Identities) are adjacent cognitive-semantics work deferred to a future PRIMUS / HoTT-Semantics cluster pilot per V4-A.Q4. Boundary-only mention here.
Roadmap claims (qualify before citing as implementation)
The following are whitepaper / roadmap descriptions, not currently-wired implementation. Treat as design intent, not extracted code surface:
TransWeave Formalization: blending as a transport path in concept space; choose maps that minimize effort while preserving each source's constraints; braid/near-commutation rules let blending interleave with pattern mining, inference, or program search.
MORK-native implementation: sources, alignments, and resulting blends are content-addressed; shared sub-parts deduplicate automatically; transport metadata stored alongside.
Role in PRIMUS ambient cognitive loop: blended concepts feed PLN (composite hypotheses), pattern mining (revealing patterns not visible in either source), MOSES (blended program fragments), and goal management (novel subgoals from creative combination).
Key References
Goertzel, B. (2025). Hyperon for AGI⇒ASI Whitepaper, §6.5: Concept Blending
Goertzel, B. (2025-02). A Formalization of Concept Blending: An Information-Theoretic Approach to Quantifying and Creating Emergent and Coherent Concept Blends.
Merge
Goertzel,
This
Goertzel,
Goertzel,
See also: Goertzel HoTT-semantics papers (deferred to future PRIMUS / HoTT-Semantics cluster pilot per V4-A.Q4): Identity-Aware Commonsense Reasoning via Paraconsistent Geodesic Modal Homotopy Type Theory; Transweaving Temporal and Counterfactual Identities (Practical Examples with Branching Contexts).
Cluster-pilot extraction archive: scripts/archive/non_clustered_haa_pilot/source4_concept_blending_semantic_parsing/ (findings_codex.txt + findings_gemini.txt + findings_reconciled_crossmodel.txt). V4-1..V4-11 carry-forwards locked.
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{{+discussion|titled;title:Discussion}}