https://www.brysgo.com/tags/space-exploration/Recent content in Space-Exploration on BRYSGOHugoen-usMon, 20 Apr 2026 20:23:32 +0000https://www.brysgo.com/post/2026-04-20-the-first-mars-drill-site-will-be-chosen-by-a-neural-network-trained-o/Mon, 20 Apr 2026 20:23:32 +0000https://www.brysgo.com/post/2026-04-20-the-first-mars-drill-site-will-be-chosen-by-a-neural-network-trained-o/<p>Somewhere in Curiosity&rsquo;s 12-year image archive is the training data for the algorithm that decides where humanity extracts its first water from another planet — and nobody has built it yet. That gap between &ldquo;the data exists&rdquo; and &ldquo;someone connected it&rdquo; is where I&rsquo;ve been spending a lot of mental energy lately.</p> <h2 id="two-problems-that-are-actually-one">Two Problems That Are Actually One</h2> <p>The Mars science community has spent decades asking two questions that feel separate but aren&rsquo;t. First: was Mars ever habitable? Second: where do we drill when we get there? The habitability question is fundamentally geological — you&rsquo;re looking at sedimentary textures, mineral deposits, ancient lake beds, the kind of layered rock that forms when water sits around long enough to do chemistry. The drilling question is also geological — you&rsquo;re looking for subsurface ice concentrations, brine pockets, the signatures of water that didn&rsquo;t fully leave.</p>