A PERSONAL, UNFINISHED INDEX
Amir Valizadeh.
What I’m building, learning,
and trying to understand.
01 /currently orbiting
Systems that learnagents / feedback
Software that acts. Environments that make those actions understandable.
Knowledge that belongs to studentslearning / ownership
Learning infrastructure that belongs to the person doing the learning.
Machines beyond softwarebiology / dynamics
Biologically inspired intelligence, neural computation, and the systems that carry them.
Being seen by machinesopenlens / visibility
What changes when the reader is also a machine?
Languages worth keepingkichwa / provenance
Language preservation, scarce data, and the responsibility that comes with making a model.
The questions that stay openstill thinking
Some paths do not have a destination yet.
02 /recently touched
the complete index11 sept 2026SatoA student-owned learning layer. Tools that support thinking, and stay close to the learner.project11 sept 2026OpenLensHow websites become visible, legible, and useful to AI systems.project11 sept 2026Dynamical systemsThinking in states, inputs, and how things change.idea11 sept 2026KichwaLanguage preservation, scarce data, and the responsibility that comes with making a model.project
THE SPACE BETWEEN THINGS
Some things make more sense
when you see what they’re connected to.
03 /the index
18 nodes / many loose endsA project, a question, a thought.
Different ways into the same space.
01Satoproject02OpenLensproject03Dynamical systemsidea04Kichwaproject05Agentsidea06Beyond softwareidea07Student-owned knowledgeidea08Local inferenceidea09Knowledge retrievalidea10The machine-readable webidea11Human agencyidea12Where knowledge comes fromnote13Feedback & controlidea14Can intelligence be continuous?question15Open systemsidea16When the data is scarcequestion17Tools for thinkingnote18Unfinishednote