A long-term observation of intensive use of generative AI in knowledge work

THE KNOWLEDGE GRAPH

The study's memory, relinked every night.

Every night at 3 a.m. an agent breaks the day's work into notes, links them and updates this graph. Only the anonymized topology is shown: dots and connections, no titles, no content. Curated main nodes are clickable.

2,531 NOTES · 5,460 LINKS · AS OF 2026-07-24 · UPDATED NIGHTLY AT 3 A.M.

01 COLLECTED DATA

These numbers measure activity, not success. Commits include experimental and discarded changes; deployment events include fixes and automated releases.

As of July 2026 · from my own git analysis

02 CROSS-SECTION OF CASES

Behavioural Analytics

Behavioural Analytics

ARBEIT

Self-built cookieless first-party analytics for all own projects, GDPR-native.

Cloudflare Workers · Analytics Engine

postpilot

postpilot

ARBEIT

Own social distribution software for all brands: review queue, image renderer, publisher adapters.

Cloudflare Workers · D1 · R2

eloqole Studio

WISSEN

YouTube script builder and speech writer with Stripe payment, live at eloqole.com.

Astro · Cloudflare Pages · D1 · Stripe

Throphia

WISSEN

Ad-free, evidence-based nutrient wiki with free tools like a score, gap filler, and supplement check.

Astro · Cloudflare Pages · Cloudflare D1

Landorya

MENSCHEN

Own fantasy world with an AI encyclopedia, personalized children's stories, and a book series.

Astro · Cloudflare Workers · i18n

Rückenwind Eltern

MENSCHEN

Platform for exhausted parents: courses, AI coach, and video lessons in Janike's voice.

Cloudflare Workers · D1 · Fish Audio TTS

03 DISCONTINUED CASES

When almost everything becomes buildable, more has to die.