Go to Apify Store
User picture

Noah Davidson

equ1n0x

Applied systems architect building inspectable software across evidence, privacy, deterministic tools, and human judgment.

ACTOR STATS

5 public Actors

10 total users

1 monthly user

>99% runs succeeded

Applied systems architect and anthropologist

I build working systems across Python, Flask, React, TypeScript, APIs, JSON Schema, retrieval, tool calling, evaluation, privacy, and deterministic processing.

My public Actors make the work behind a result visible:

  • Evidence-Quoted Page Classifier connects a classification to the exact passage that supports it, or abstains when the page does not support one.
  • Dataset Egress Firewall sends only approved data, retains provenance, reports leaks, and fails closed when the available data does not meet the rules.
  • Other supporting utilities extend that practice through structured extraction, source tracking, and explicit failure behavior.

ARKrising is the broader public systems project these tools support. It brings together search, shared workspace, controlled-access tooling, and evidence-grounded software workflows. When AI is useful, I work directly with models as well as the retrieval, APIs, tools, schemas, evaluation, privacy controls, and human judgment around them.

I also bring applied-anthropology research and more than a decade of accountable customer delivery. I care about whether a system works for real people, whether its result can be checked, and whether its failure stays visible enough to act on.

Public work:

I build, test, learn, and make the process visible.

Public Actors