Deployment

In the past two weeks, I’ve focused on the same components as the previous report i.e., concurrency, type / data mismatches, and integration in the visual pipeline.


Enhanced Visual Architecture


Algorithms / Development

CMU Development

Minor tweaks across the visual CMU, retina and cortex, to streamline cell methods into distinct cell creation, organization and functioning. Please find the changes in the commits (linked below for reference).

Development Activity - https://github.com/akhil-reddy/beads/graphs/commit-activity

Please note that some code (class templates, function comments, etc) is AI generated, so that I spend more of my productive time thinking and designing. However, I cross-verify each block of generated code with its corresponding design choice before moving ahead.


Next Steps

Deployment

  1. Overlaying video frames onto the retina, including code optimization for channel processing
  2. Post processing in the visual cortex
  3. Overlaying audio clips onto the cochlea, including optimization for wave segment processing
  4. Post processing in the auditory cortex
  5. Parallelization / streaming of cellular events via Flink or equivalent

Building the Environmental Response System (ERS)

  1. Building the ERUs
  2. Neurotransmitters - Fed by vision’s bipolar and amacrine cells, for example, to act on contrasting and/or temporal stimulus
  3. Focus - Building focus and its supporting mechanisms (of which acetylcholine is one)

Created Oct 12, 2025