C:\dummiesworld> dir ./papers

Ideas that need receipts.

Working notes on systems that learn, tools that get checked, and the weird bridge between machine intelligence and human capability.

[ NOT A PDF GRAVEYARD ]These are live research threads. A claim earns its place here by surviving contact with a build, a verifier, or a failed hypothesis.
/ research shelf

papers + field notes

Not pretending every thought is settled. These are the questions I’m building around, the systems they touch, and the logbook where the evidence keeps moving.

[ 001 / SYSTEMS ]

The World of Evolutionary Systems

What changes when a model has a history, an environment, and somewhere for experience to accumulate?

Three colorful cards showing a whale, an OpenAI-style knot, and a pixel creature, each with a question mark[ MEDIA 01 ]
FIELD NOTEMEMORYSTAGING
READ PAPER → [ 002 / SOVEREIGNTY ]

My Hopes of a Sovereign Future

Extremely capable machines and people who are harder to disempower can exist in the same world.

Preview of the Sovereign Future poster[ MEDIA 01 ]
FIELD NOTELOCAL AIHUMANITY FIRST
READ PAPER → [ 003 / LOCAL ]

I MIGHT BE OUT OF TOKENS, BUT I'M NEVER OUT OF OPTIONS

A field note on local models, builder resilience, and why one unavailable service should not stop the whole run.

Preview of the Out of Tokens meme[ MEDIA 01 ]
FIELD NOTEHARDWARELOCAL MODELS
READ PAPER → [ 004 / MACHINE LEARNING ]

Wordscillation

Keep a few complete interpretations alive. Let the evidence rank them together. Commit late.

Four uncertain wave paths converging into one stable output[ SIGNAL 01 ]
PREPRINTSTRUCTURED MEMORYFAILED TRANSFER INCLUDED
READ ABSTRACT + RUN DEMO →
[ /LIVE ]Read the current published logbook and research writing.