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Lab

Experiments in mathematics, computation, and conversational AI.

Available

Musical World

A mathematical atlas of music: hear the connections between pieces.

Search existing scores, compare melodies and harmonies, discover structural relatives, and explore recurring motifs. Transform musical ideas and create variations under explicit mathematical constraints, with notation and playback throughout.

Technical themes

Music & mathematical structure

  • Motifs & Symmetry
  • Transposition & Inversion
  • Structural Similarity

Exploration & creation

  • Music Map
  • Constrained Generation
  • Evidence-grounded Explanation

Open access · credited Bach and OpenScore scores · no account required

Explore Musical World

Experimental · available

Mathematical Worlds

An interactive laboratory for existence, identity and truth in mathematics.

Explore mathematical objects, compare group structures and examine how statements depend on axioms through three interactive laboratories: Existence, Identity and Axiom Worlds.

Technical themes

Objects & structures

  • Mathematical Existence
  • Representations
  • Group Isomorphism

Axioms & evidence

  • Axiom Dependence
  • Exact Computation
  • Philosophy of Mathematics

Open access · no account required

Explore Mathematical Worlds

In development

Persistent Persona Systems

Long-term memory, temporal state and evidence-grounded generation for conversational AI.

An ongoing project exploring how a conversational AI system can retain context, track changes over time, and maintain a consistent persona across conversations.

Technical themes

Memory & temporal context

  • Long-term Memory
  • Retrieval
  • Lived / Temporal State

Consistency & grounding

  • Persona Consistency
  • Evidence-grounded Generation
  • Fact Validation
  • Persona Validation

Evaluation & performance

  • Evaluation / A-B Testing
  • Latency Optimisation

Technical notes forthcoming

Experimental · available

Tragedy Engine

Computational literary structure: tragedy, information, causality and counterfactuals.

An evidence-grounded workspace for exploring how literary tragedy is structured. The first release follows Oedipus Rex through a sourced timeline, relationships, knowledge states and a deterministic replay of one curated intervention.

Technical themes

Literary evidence & structure

  • Source Provenance
  • Relationships
  • Story & Epistemic Time

Causality & counterfactuals

  • Deterministic Replay
  • Knowledge & Belief
  • Curated Interventions

Oedipus Rex vertical slice available

Explore Tragedy Engine

Coming later

Room for experimentation.

A future home for mathematics and AI experiments.

I would like to use this space to explore how computation and AI can support mathematical understanding: working through examples, examining arguments, and making abstract ideas easier to explore. Further experiments will be added as they are developed.