<?xml version="1.0" encoding="UTF-8"?><rss version="2.0"><channel><title>GrowNewsUS: AI &amp; Manufacturing</title><link>https://grownewsus.com/</link><description>GrowNewsUS: a digital journal on American AgriTech, clean energy, heartland startups, advanced manufacturing, markets and grants, written with momentum and labelled with care.</description><language>en-us</language><item><title>How Austin &amp; Columbus Biotech Scaleups Are Rewriting Supply Chains</title><link>https://grownewsus.com/stories/biotech-scaleups-corn-sugar-packaging-resins.html</link><guid>https://grownewsus.com/stories/biotech-scaleups-corn-sugar-packaging-resins.html</guid><pubDate>Mon, 05 Oct 2026 05:49:00 -0500</pubDate><category>AI &amp; Manufacturing</category><description>In this illustrative scenario, two young companies in Austin and Columbus say modular fermentation reactors can turn Midwest corn sugar into biodegradable packaging resins at industrial scale.</description></item><item><title>Predictive Soil Neural Models Cut Nitrogen Runoff in the Upper Mississippi Watershed</title><link>https://grownewsus.com/stories/predictive-soil-models-nitrogen-runoff-mississippi.html</link><guid>https://grownewsus.com/stories/predictive-soil-models-nitrogen-runoff-mississippi.html</guid><pubDate>Mon, 05 Oct 2026 03:28:00 -0500</pubDate><category>AI &amp; Manufacturing</category><description>Machine-learning models that forecast field-level nitrogen needs are helping growers apply less fertilizer at better times, according to early results from a watershed pilot.</description></item><item><title>Tennessee Gigafactory 4 Activates Ultra-Dense Solid-State Prototype Assembly</title><link>https://grownewsus.com/stories/tennessee-gigafactory-solid-state-prototype.html</link><guid>https://grownewsus.com/stories/tennessee-gigafactory-solid-state-prototype.html</guid><pubDate>Mon, 05 Oct 2026 01:54:00 -0500</pubDate><category>AI &amp; Manufacturing</category><description>A fourth Tennessee Valley battery plant has begun assembling solid-state prototype cells on a pilot line, which its operator calls the bridge from lab to production.</description></item><item><title>Continuous Soil Chemistry Probes Prevent Salinity Spikes in California Aquifers</title><link>https://grownewsus.com/stories/soil-chemistry-probes-salinity-california.html</link><guid>https://grownewsus.com/stories/soil-chemistry-probes-salinity-california.html</guid><pubDate>Sun, 04 Oct 2026 18:51:00 -0500</pubDate><category>AI &amp; Manufacturing</category><description>In-ground sensors that stream salinity and moisture readings every few minutes are helping Central Valley growers time irrigation before salts build up, an illustrative pilot suggests.</description></item></channel></rss>