Robert D. White

This essay is also available as a preprint on PsyArXiv. To cite it, use the following reference (APA 6th edition): White, R. D. (n.d.). The lever and the enter key: A conceptualization of agent-mediated software development as a functional analog of brain stimulation reward. Retrieved from https://osf.io/preprints/psyarxiv/zxpwg_v1 Abstract Olds and Milner (1954) reported that rats with electrodes implanted in the septal area would learn to lever-press for brief pulses of electrical stimulation delivered to the implant site, establishing what is now called brain stimulation reward (BSR) and its operant counterpart, intracranial self-stimulation (ICSS). Subsequent work demonstrated that rats stimulated in the lateral hypothalamus or medial forebrain bundle would respond at sustained high rates (Olds, 1958a) and would self-stimulate to physical exhaustion without satiation under extended testing (Olds, 1958b), would forgo food to the point of starvation when both food and stimulation were available concurrently (Routtenberg & Lindy, 1965), and would respond for brain stimulation in competition with shock avoidance (Valenstein & Beer, 1962). Researchers have since demonstrated the phenomenon in multiple species, including humans, with published case reports of compulsive self-stimulation that closely mirror the rodent literature (Bishop, Elder, & Heath, 1963; Moan & Heath, 1972; Portenoy et al., 1986). The purpose of this essay is to (a) review BSR and its proposed neural mechanism with appropriate hedging of the contested causal role of dopamine, (b) propose a structural analogy between BSR and the reinforcement profile generated by interaction with large language model (LLM) coding agents (e.g., Claude, Codex), and (c) clarify that the behaviors examined in this essay are conceptually distinct from the cluster of LLM-associated psychotic phenomena recently discussed in the clinical literature on so-called “AI psychosis” (Flathers et al., 2026; Morrin et al., 2026), which refer to delusion formation rather than compulsive use. I close with a personal observation, as the analogy did not become persuasive to me until I noticed it operating in myself. ...

Politics Dashboard: A Self-Hosted, AI-Summarized News & X Feed Reader Bottom line up front. I built and now open-sourced a self-hosted news dashboard that aggregates political news from RSS or FreshRSS, summarizes each article with a configurable LLM, generates a 24-hour thematic digest, and sits alongside live X/Twitter posts (with per-account AI summaries) via a self-hosted Nitter. Repository: github.com/RobertDWhite/politics-dashboard. License: MIT. Multi-arch images at ghcr.io/robertdwhite/politics-{api,ui}. The image I run in production is the same image GitHub Actions builds from main. ...

Weather Dashboard: A Self-Hosted, NWS-Grade Weather Operations Console Bottom line up front. I built and now open-sourced a self-hosted weather operations dashboard built around the US National Weather Service api.weather.gov and a stack of other free public sources (NOAA SPC, AviationWeather Center, NDBC, USGS, RainViewer, IEM). For fun, I also pull in APRS stations from my SDR rig. It renders active alerts with VTEC parsing and polygon overlays, NEXRAD and MRMS radar with time-machine playback, severe-weather products from SPC including ProbSevere v3 and GLM lightning, aviation METAR/TAF/AIRMET/SIGMET, marine buoys and tides, USGS earthquakes, AirNow AQI, and a 7-day NWS forecast. It speaks CAP 1.2 to other systems, fans out severe alerts to Slack/Discord/generic webhooks, and supports VAPID web push for the browser. Repository: github.com/RobertDWhite/weather-dashboard. License: MIT. Multi-arch images at ghcr.io/robertdwhite/weather-dashboard-{api,ui}. The image I run in production is the same image GitHub Actions builds from main. ...

This post was originally published at w3rdw.radio, the ham radio blog of Robert White (W3RDW). It is cross-posted here for the WhiteMatter Tech audience. Always-On SDR: Building a Multi-Band Radio Intelligence Platform on Kubernetes I have been quietly building something i am pretty excited about. The idea started simple enough: i wanted a permanent, always-on radio monitor for 2m. It grew into something considerably larger. Today the stack covers 2m, 70cm, and the full HF spectrum from 3–28 MHz simultaneously: recording, decoding, transcribing, and tagging everything it hears, around the clock, with no manual intervention. ...

Introducing Sola Coffea After approximately three years of development, I am pleased to announce that Sola Coffea is now available on the App Store. It is a native iOS application constructed for individuals who approach their coffee with deliberation, whether you are cataloguing single-origin beans, calibrating espresso extractions, or discovering new establishments while traveling. What originated as a simple coffee logging concept evolved into a comprehensive platform encompassing brew analytics, social features (coming in V2), shop discovery, and a dedicated business tier for roasters and cafe proprietors. ...