Plutonic Rainbows

Language Acquisition

July 13, 2025

I've developed a neuro-inspired language acquisition system that:

  • Mimics child language learning
  • Uses a tiny transformer architecture (4-layer, 256-dim)
  • Trained on child-directed speech from the CHILDES corpus
  • Features a web application with:
  • Safari auto-launch functionality
  • Real-time training monitoring
  • Interactive model evaluation
  • Cognitive tests like Wug Test and word segmentation
  • API-driven interface for researchers

Next Engineering Steps

  • Implement biological enhancement phase
  • Add sparsity constraints via L1 regularization
  • Integrate spiking neural dynamics
  • Develop hierarchical attention mechanisms
  • Expand evaluation framework
  • Introduce curiosity-driven learning
  • Establish production deployment pipeline

Future Vision

  • Add multi-modal inputs (audio/visual)
  • Develop real-time dialogue interface to demonstrate interactive language learning capabilities

Frederic Malle - Dawn

July 11, 2025

Dawn by Frédéric Malle, composed by master perfumer Carlos Benaïm, is a powerful meditation on oud, illuminated by the sacred stillness of early morning. Part of the brand's Desert Gems collection, Dawn evokes the quiet majesty of a new day breaking over the Middle East, where the air is laced with incense, heat, and centuries of tradition. The opening is a radiant burst of pink pepper and Turkish rose, immediately introducing a sense of regal intensity. But it’s the heart — an impossibly rich, resinous oud—that defines the fragrance’s character: smoky, deep, and reverent, like ancient wood left smoldering on a temple altar.

What distinguishes Dawn is its emotional weight and balance. Benaïm tempers the wildness of oud with a warm, golden amber and the sticky, animalic depth of labdanum. The result is less confrontational than The Night (Dominique Ropion’s sibling scent in the same series), yet no less commanding. It wears like a ceremonial garment — formal, imposing, yet unexpectedly comforting in its drydown. Sillage is elegant but assured, and longevity is exceptional. Dawn is not an everyday fragrance; it’s a moment of stillness rendered in scent—timeless, spiritual, and resolutely grand.

Prompt Refinement

July 11, 2025

I finished refining my general use prompt, optimised specifically for Claude when run with claude --dangerously-skip-permissions as the terminal command. It has taken me about three months to get this just right. I am confident that it will not need any more work now — at least for Opus and Sonnet 4.

Of course, when the next major model arrives, I will need to look at it again.