Duskworks is a personal archive for learning AI — notes, essays, experiments, projects, and tools, arranged as a timeline. 2026-09-04T09:14:13.000Z https://duskworks.ai/ Duskworks hello@duskworks.ai https://duskworks.ai/field-notes/starting-duskworks/ 2026-09-04T09:14:13.000Z 2026-09-19T12:17:40.897Z

A personal archive for learning AI — quiet craft, a timeline, and room to compound.

<p>This is the first note on <a href="/">Duskworks</a>. The site exists so learning doesn’t evaporate into chat scrolls and half-finished tabs.</p><p>The plan is simple: write short notes when something clicks, longer essays when an idea needs space, and keep experiments, projects, and tools in the same stream so the path stays visible.</p><p>Here is a second paragepah</p> https://duskworks.ai/field-notes/what-quiet-craft-means-for-a-learning-site/ 2026-09-03T12:07:57.000Z 2026-09-19T12:17:40.897Z

Restraint as a design standard — fewer surfaces, stronger type, no AI-agency costume.

<p>Most AI learning sites borrow the wrong clothes: dark canvases, gold accents, glow, cards everywhere. That look sells a product launch. It does not help you think.</p><p>Quiet craft is the opposite bet.</p><h2>One composition</h2><p>The homepage is not a dashboard. It is a name, one sentence of intent, and a timeline. If a section does not earn its place in that composition, it does not ship.</p><h2>Type does the work</h2><p>Display type carries identity. Body type carries reading. Meta type stays small and precise. Accent color is rare — links, focus, a type label — never wallpaper.</p><h2>The timeline is the idea</h2><p>Learning is sequential. A timeline makes sequence legible without turning every entry into a card. Date and type sit quietly; the title is the hit.</p><p>This essay is a stake in the ground. The rest of the archive will test whether the system holds.</p> https://duskworks.ai/field-notes/prompt-loops-as-a-study-habit/ 2026-09-03T12:07:54.000Z 2026-09-19T12:17:40.897Z

Treating a model like a sparring partner — tight loops, written conclusions, no endless chat.

<p>Hypothesis: short, deliberate prompt loops beat long freeform chats for learning retention.</p><h2>Method</h2><ol><li>State one question in a single sentence.</li><li>Ask for a counter-argument, not a summary.</li><li>Rewrite the answer in my own words offline.</li><li>Log what changed in my mental model.</li></ol><h2>Early read</h2><p>The forcing function is step 3. If I cannot rewrite it, I did not learn it — I only consumed it.</p><pre><code class="language-text">Q → challenge → rewrite → log</code></pre><p>Next: run this for a week on one topic (embeddings) and compare notes density to unstructured chat.</p>