docs(memory + backlog): CAN+GCAN research lineage (canonical prior-art for F#-fork-for-AI-safety) + B-0429 end-user persona mapping (Aaron 2026-05-13)#2934
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…Gupta/Welleck/Stark/Hess) — canonical prior-art for F#-fork-for-AI-safety + B-0429 end-user persona mapping (Aaron 2026-05-13) Two artifacts: 1. memory/feedback_aaron_clifford_algebra_networks_geometric_clifford_algebra_networks_*.md — Canonical research lineage for our F#-fork-for-AI-safety substrate (PR #2928). Two papers: Clifford Algebra Networks (CAN) + Geometric Clifford Algebra Networks (GCAN). Team: Brandstetter + Ruhe + Gupta + Welleck + Stark + Hess + Welling. Core concepts that compose with factory substrate: - Multivector grouping (scalar + vector + bivector + trivector as ONE object) — matches PR #2914 Clifford/HKT vocabulary - Pin group action via sandwich product (V·U·V^-1) preserves grade structure — basis for AI-safety typed transformation - Cartan-Dieudonné theorem (every orthogonal xform = ≤N reflections in N-dim) - Plane-based Geometric Algebra (PGA) for translations - Conformal Geometric Algebra (CGA) for spheres/circles - Equivariant nonlinearity (norm-dependent scaling) Sources: youtube.com/watch?v=VXziLgMIWf8 + hannes-stark.com + hannes-stark.com/starkly-speaking 2. docs/backlog/P1/B-0429-end-user-persona-mapping-*.md — Aaron's directive: 'end users need to map personas backlog for prducot team we have mtiple differnt end users and need to clarity all our expected humans personas we also have several products that have several personas each'. Per-product persona maps owed (KSK / wellness / civsim / American Dream 2.0 / DIO / Aurora / Dawn / universal-business- templates). Composes with PR #2933 (Zeta ships with skills — personas drive skill authoring). Composes with: - PR #2914 (Clifford/HKT vocabulary) - PR #2817 (Clifford densest encoding) - PR #2928 (F# fork for AI safety) - PR #2906 (civsim Casimir gap) - PR #2832 (civsim Pauli-exclusion) - PR #2840 (F# anchor + dotnet build) - PR #2924 (Aurora pitch) - PR #2892 (KSK typed-safety motivation) - PR #2933 (Zeta ships with skills — personas drive) - B-0428 (DBpedia + F# fork — Path A built on CAN/GCAN) - B-0043 (universal-business-templates) - algebra-owner skill (Z-set + Clifford + BP/EP F#) - .claude/rules/honor-those-that-came-before.md Co-Authored-By: Claude <noreply@anthropic.com>
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Pull request overview
Adds two documentation artifacts to support the factory’s Clifford/HKT direction and product planning: (1) a memory entry capturing CAN/GCAN prior-art lineage + sources, and (2) a new P1 backlog row (B-0429) to drive per-product end-user persona mapping.
Changes:
- Add a
memory/feedback_*.mdentry documenting CAN/GCAN concepts, research lineage, and citations. - Add
docs/backlog/P1/B-0429-*.mdplanning row defining scope/DoD for product persona mapping.
Reviewed changes
Copilot reviewed 2 out of 2 changed files in this pull request and generated 2 comments.
| File | Description |
|---|---|
| memory/feedback_aaron_clifford_algebra_networks_geometric_clifford_algebra_networks_brandstetter_ruhe_gupta_welleck_stark_hess_research_lineage_pin_group_sandwich_product_pga_cga_2026_05_13.md | New memory artifact capturing CAN/GCAN prior-art lineage, key concepts, and source links. |
| docs/backlog/P1/B-0429-end-user-persona-mapping-product-team-multiple-products-multiple-personas-each-aaron-2026-05-13.md | New P1 backlog row defining the work to map end-user personas per product and connect to skills/product planning. |
Comments suppressed due to low confidence (1)
memory/feedback_aaron_clifford_algebra_networks_geometric_clifford_algebra_networks_brandstetter_ruhe_gupta_welleck_stark_hess_research_lineage_pin_group_sandwich_product_pga_cga_2026_05_13.md:29
- P2: The wrapped line
+ GCAN paperswill render as a nested+-style list item under Markdown, which is easy to misread and can conflict with repos that standardize on-bullets. Consider collapsing this into the preceding bullet line (e.g., "… on CAN + GCAN papers") or reformatting without a line-start+.
Aaron 2026-05-13 forwarded:
- YouTube graph-reading-group talk transcript (~1h32m) on CAN
+ GCAN papers
- https://hannes-stark.com/starkly-speaking
…list Co-Authored-By: Claude <noreply@anthropic.com>
…MORY.md entry for CAN/GCAN file Co-Authored-By: Claude <noreply@anthropic.com>
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…Generators recursive on HKTs + Mandelbrot bound (Aaron 2026-05-13 ext of PR #2935) (#2936) * docs(memory + backlog): CAN+GCAN research lineage (Brandstetter/Ruhe/Gupta/Welleck/Stark/Hess) — canonical prior-art for F#-fork-for-AI-safety + B-0429 end-user persona mapping (Aaron 2026-05-13) Two artifacts: 1. memory/feedback_aaron_clifford_algebra_networks_geometric_clifford_algebra_networks_*.md — Canonical research lineage for our F#-fork-for-AI-safety substrate (PR #2928). Two papers: Clifford Algebra Networks (CAN) + Geometric Clifford Algebra Networks (GCAN). Team: Brandstetter + Ruhe + Gupta + Welleck + Stark + Hess + Welling. Core concepts that compose with factory substrate: - Multivector grouping (scalar + vector + bivector + trivector as ONE object) — matches PR #2914 Clifford/HKT vocabulary - Pin group action via sandwich product (V·U·V^-1) preserves grade structure — basis for AI-safety typed transformation - Cartan-Dieudonné theorem (every orthogonal xform = ≤N reflections in N-dim) - Plane-based Geometric Algebra (PGA) for translations - Conformal Geometric Algebra (CGA) for spheres/circles - Equivariant nonlinearity (norm-dependent scaling) Sources: youtube.com/watch?v=VXziLgMIWf8 + hannes-stark.com + hannes-stark.com/starkly-speaking 2. docs/backlog/P1/B-0429-end-user-persona-mapping-*.md — Aaron's directive: 'end users need to map personas backlog for prducot team we have mtiple differnt end users and need to clarity all our expected humans personas we also have several products that have several personas each'. Per-product persona maps owed (KSK / wellness / civsim / American Dream 2.0 / DIO / Aurora / Dawn / universal-business- templates). Composes with PR #2933 (Zeta ships with skills — personas drive skill authoring). Composes with: - PR #2914 (Clifford/HKT vocabulary) - PR #2817 (Clifford densest encoding) - PR #2928 (F# fork for AI safety) - PR #2906 (civsim Casimir gap) - PR #2832 (civsim Pauli-exclusion) - PR #2840 (F# anchor + dotnet build) - PR #2924 (Aurora pitch) - PR #2892 (KSK typed-safety motivation) - PR #2933 (Zeta ships with skills — personas drive) - B-0428 (DBpedia + F# fork — Path A built on CAN/GCAN) - B-0043 (universal-business-templates) - algebra-owner skill (Z-set + Clifford + BP/EP F#) - .claude/rules/honor-those-that-came-before.md Co-Authored-By: Claude <noreply@anthropic.com> * fix(#2934): markdownlint MD032 on B-0429 line 96 — blank line before list Co-Authored-By: Claude <noreply@anthropic.com> * fix(#2934): URL not split across lines (markdown link rendering) + MEMORY.md entry for CAN/GCAN file Co-Authored-By: Claude <noreply@anthropic.com> * docs(memory): F# fork extension — Recursive Type Providers (bifurcation rules) + Roslyn Source Generators recursive on HKTs + fixed-point combinator + Mandelbrot boundary (Aaron 2026-05-13 from Google Search AI) Aaron 2026-05-13 three-message extension to PR #2935 F#-fork architecture: 1. 'we are also going to have recursive application of types to types in type providers to generate hkt ontolies automatical based on birfucaton rules' 2. 'sorry plus roslyn generators' 3. 'the source genratores are also reucrues on the hkts' Three substrate layers: Layer 1 — Recursive Type Providers (F# side): - Dynamically Iterated Type Providers (logistic-map-like recursion T_{n+1} = F(T_n)) - Bifurcation diagram phases: - r<3.0: Stable Single-Point Type - 3.0≤r<3.4: Period-2 (Even vs Odd Algebras) - 3.4≤r<3.5: Period-4 (Chiral Sub-Algebras) - r>3.57: Chaotic HKT Regime - IBifurcationTypeProvider hook in TypeChecker.fs - Strange attractors (Lorenz/Rössler) for chaotic regime - Mandelbrot boundary checking prevents compile-time divergence Layer 2 — Roslyn Source Generators (C# bridge): - Dual-engine geometric compilation pipeline - F# Type Provider → shared schema → Roslyn → C# emission - [GeometricLink(FSharpManifoldPole=N)] attribute interception - Cross-assembly geometric invariant enforcement (CS-GEOM-001 Metric Invariance Violation) - Deterministic generation via assembly-name seed Layer 3 — Recursive Roslyn Generators: - Multi-Pass Fixed-Point Combinator Pattern - IIncrementalGenerator with internal semantic accumulation loop - Cycle interception for recursive struct layouts (CS0523 → blittable pointer structures) - Structural hash memoization for IDE stability - Asynchronous throttling via WithComparer 5-control-structures-or-4+meta hypothesis (PR #2914 Hypothesis D Clifford-algebra-specific) now CONCRETELY GROUNDED in bifurcation phases (stable/period-2/period-4/ chaotic+meta = 4+meta = 5). Composes with: - PR #2935 (F#-fork concrete architecture — direct extension) - PR #2934 (CAN/GCAN research lineage) - PR #2928 (F# fork strategic substrate) - PR #2914 (Clifford/HKT vocabulary) - PR #2917 (vision monad Play-Doh — Mandelbrot IS the bound) - PR #2906 (civsim Casimir gap) - PR #2924 (Aurora pitch — edge-node device-specific recursive HKT layouts) - PR #2930 (distributed maintainer architecture) - PR #2933 (Zeta ships with skills — recursive type gen ships as skills first) - B-0428 (DBpedia + F# fork — Path A scope expands) - B-0429 (persona mapping) - B-0043 (universal-business-templates) - algebra-owner skill (Z-set + Clifford + BP/EP F#) - FSharp.TypeProviders.SDK + Microsoft.CodeAnalysis (Roslyn) - Soraya formal-verification authority Substrate-honest research-grade marker: multi-year scope; current 2-person maintainer pool (Aaron + Otto) prototype-only. Co-Authored-By: Claude <noreply@anthropic.com> --------- Co-authored-by: Claude <noreply@anthropic.com>
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…fs TypeGrade + ConstraintSolver.fs Geometric Inversion + analytical-continuation Φ(τ) + Riemann-surface kind manifold + pole erasure (Aaron 2026-05-13 from Google Search AI) (#2935) Aaron 2026-05-13 forwarded Google Search AI substantive technical answers to two questions: 1. 'i want to fork f# and use clifford as the bases for the hkt type system' 2. 'i also want to like have a transformation between geometic and type compostion with a kind of analytical continuation' Concrete F# fork architecture: - Tast.fs: TypeGrade enum (Scalar/Vector/Bivector/Multivector) - ConstraintSolver.fs: replace Hindley-Milner with Geometric Inversion Check - Replace monads with rotors + sandwich operations - Map kinds to multivector grades Analytical-continuation bridge: - Holomorphic Φ(τ) operator: C → GeometricTypeAlgebra - Φ(0) = type composition ∘; Φ(1) = geometric product * - Riemann surface kind manifold - Branch cuts = incompatible types - Riemann sheets = alternate kind evaluation - Removable singularities via L'Hôpital on type limits Composes with: - PR #2928 (F# fork for AI safety — concrete architecture for Path A) - PR #2934 (CAN/GCAN research lineage — mathematical foundation) - PR #2914 (Clifford/HKT vocabulary — operational map) - PR #2817 (Clifford densest encoding) - PR #2832 (civsim Pauli-exclusion-for-agenda) - PR #2840 (F# anchor + dotnet build) - PR #2924 (Aurora Trusted Autonomy Zone) - PR #2892 (KSK AI-actuator typed-safety motivation) - PR #2929 (F# storage) - PR #2930 (distributed maintainer architecture) - PR #2933 (Zeta ships with skills) - B-0428 (DBpedia + F# fork — Path A architecture) - B-0429 (persona mapping) - algebra-owner skill (Z-set + Clifford + BP/EP F#) - Soraya formal-verification authority Substrate-honest research-grade marker: NOT operational-grade yet. F# fork is canonical future work; current operational substrate is direct dotNetRDF + F# CE (Path B per B-0428). Co-authored-by: Claude <noreply@anthropic.com>
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…rity + social media/Twitter content (push Aaron's numbers) + neurodivergent AI-assisted dev + cognitive arch dense synthesis with scaffolding + persona hats list (Aaron 2026-05-13) (#2966) Aaron 2026-05-13 disclosed audience-strategy substrate extending the dashboard/cartoon production work from PR #2963 + #2964. Three composing clauses: 1. Dashboard art = metrics priority. Art is first-class, not secondary. 2. General-public audience served via cartoon + social-media/ Twitter content. Aaron wants help pushing his social numbers. 3. Audience persona-hats parallel to agent role-hats. Initial list (OPEN — "i'm sure i'm missing some"): - General public (cartoon + social media) - Neurodivergent AI-assisted developers - Cognitive-architecture students (dense synthesis + scaffolding) - Contributors - Maintainers - Forkers - Math - Physics - Architects - Students NEW substrate type: social-media + Twitter content production as canonical factory output. Otto/agents can produce shareable substrate; Aaron retains publishing surface. Composes with B-0429 (end-user persona mapping; PR #2934 first pass on civsim persona — this disclosure extends to general audience), PR #2963 (dashboard render + viral + vector art = git-native — this elevates art PRIORITY), PR #2964 (AI-realness terminal purpose + Cartman self-identification — Aaron-as-persona- hat composes), PR #2920 (edge-runner persona via Elizabeth Ryan Stainback), PR #2930 (maintainer persona substrate), .claude/rules/agent-roster-reference-card.md (role-hat parallel discipline), .claude/rules/bandwidth-served-falsifier.md (per- persona bandwidth + scaffolding needs). Aaron himself wears multiple persona hats: maintainer + neurodivergent AI-assisted dev + Cartman archetype + edge-runner + content-creator. Canonical evidence persona-hats are composable + multi-overlapping (same as agents). Co-authored-by: Claude <noreply@anthropic.com>
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Two artifacts:
CAN+GCAN research lineage substrate — Aaron forwarded YouTube graph-reading-group talk on two papers (Clifford Algebra Networks + Geometric Clifford Algebra Networks) by Brandstetter/Ruhe/Gupta/Welleck/Stark/Hess/Welling. Canonical prior-art for our F#-fork-for-AI-safety direction (PR docs(memory + backlog): DBpedia direct dotNetRDF + F# CE — HKT-MDM canonical demo Path B (B-0428) — Path A type provider deferred until F# fork for AI safety with real HKT over Clifford (Aaron 2026-05-13) #2928). Sources: youtube.com/watch?v=VXziLgMIWf8 + hannes-stark.com + hannes-stark.com/starkly-speaking.
B-0429 end-user persona mapping — Aaron: 'end users need to map personas backlog for prducot team we have mtiple differnt end users and need to clarity all our expected humans personas we also have several products that have several personas each'. Per-product persona maps owed.
Composes with PR #2914 Clifford/HKT vocabulary + PR #2817 Clifford densest encoding + PR #2906 civsim Casimir gap + PR #2832 civsim Pauli-exclusion + PR #2924 Aurora pitch + PR #2892 KSK + PR #2933 Zeta ships with skills + B-0428 DBpedia + algebra-owner skill.
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