ideas under consideration

  1. ACTIVE RESEARCH

    The M-layer experiment

    A matrix-exponential provocation became a controlled search for geometry a network can earn from observations. Self-context remains the durable default; continuation remains unsolved.Current question: Can a pointwise self-context prior become a set-conditioned learned connection without inheriting a fixed geometry?
  2. IMPLEMENTATION GUIDE

    Observe the boundary

    A self-context MLP and transformer show exactly where nonlinear residual geometry should be observed—and why the rest of the network should remain on Matrix Transport.
  3. ACTIVE RESEARCH

    Personal deblurrer

    An exposure-level account of blur that asks which scene and camera motion could actually have produced the picture.Current question: How much of the latent scene and spatially varying motion can one observation identify without inventing certainty?
  4. ACTIVE NATIVE EXPERIMENT

    Photonic transport field

    A renderer that compiles illumination into an adaptive sparse transport field, then lets the camera gather from already illuminated surfaces.Current question: Can exact visible source regions and camera-boundary reuse remove the remaining view-dependent reconstruction cost without restoring path enumeration?
  5. REBUILDING THE MODEL

    Evolving denoiser

    A denoiser that must account for which detail belongs to the scene, which belongs to corruption, and why.Current question: What joint law can carry radiance, residual, scale, and causal ancestry without silently deleting real detail?
  6. FORMAL / EMPIRICAL CANDIDATE

    The Kolmogrov question

    A fixed-width candidate map that keeps exact identity outside the map, measures what, where, and when separately, and treats collisions as retrieval work rather than truth.Current question: Can bounded, independently addressable measurements preserve useful deformation neighborhoods better than simpler equal-bit sketches without impersonating exact identity?
  7. ACTIVE SYSTEM PROGRAM

    File Manager

    A file manager growing into a local computing system: native interface, exact search, durable state, policy, and network access.Current question: Can every layer remain inspectable and replaceable without giving up a coherent everyday tool?
  8. ACTIVE SYSTEM PROGRAM

    GUI.Forms and Web.Forms

    A C++ alternative to WinForms and a compiler that turns bounded browser-valid HTML and CSS into retained native AppKit or Win32 controls without shipping a browser runtime.Current question: How much familiar web-shaped authoring can compile into a small, inspectable native control system without losing native behavior?
  9. ACTIVE RESEARCH

    The unembedding system

    A language-model output head that keeps the usual parameter budget while allowing the backward vocabulary subspace to move with context.Current question: Can a context-rotating backward aperture improve useful vocabulary coverage and specialization without sacrificing the stability of an ordinary tied head?
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