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	<title>UniResearch Community | David Brown | Activity</title>
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				<title>David Brown posted an update: Question
Sometimes we waste lots of time polishing [&#133;]</title>
				<link>https://community.uniresearch.ai/news-feed/p/1057/</link>
				<pubDate>Fri, 11 Sep 2026 03:16:38 +0800</pubDate>

									<content:encoded><![CDATA[<p><strong>Question</strong></p>
<p>Sometimes we waste lots of time polishing sentences when the core paper structure itself is flawed. What signals tell you that full structural reorganisation is unavoidable?</p>
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									<slash:comments>4</slash:comments>
				
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				<title>David Brown posted a new activity comment</title>
				<link>https://community.uniresearch.ai/news-feed/p/1030/#acomment-1050</link>
				<pubDate>Thu, 10 Sep 2026 07:16:23 +0800</pubDate>

									<content:encoded><![CDATA[<p>Some labs split big questions into many small publishable fragments to fit grant timelines.</p>
				<strong>In reply to</strong> -
					<a href="https://community.uniresearch.ai/members/christopherhernandez/" data-bb-hp-profile="267" rel="nofollow">Christopher Hernandez</a> posted an update <p><strong>Research Idea</strong></p>
<p>Many public research grants run on short 1‑2‑year cycles. Basic science often needs longer time horizons to produce meaningful discoveries. How do these [&hellip;]</p>					]]></content:encoded>
				
				
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				<title>David Brown posted a new activity comment</title>
				<link>https://community.uniresearch.ai/news-feed/p/886/#acomment-909</link>
				<pubDate>Thu, 03 Sep 2026 11:15:17 +0800</pubDate>

									<content:encoded><![CDATA[<p>New researchers need more education on this topic.</p>
				<strong>In reply to</strong> -
					<a href="https://community.uniresearch.ai/members/lantan/" data-bb-hp-profile="367" rel="nofollow">Lan Tan</a> posted an update <p><strong>Paper Discussion</strong></p>
<p>Many early‑career researchers fall for predatory journal invitations. Rapid‑acceptance promises, obscure editorial boards and abnormal submission fees are typical warning signals.</p>					]]></content:encoded>
				
				
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				<title>David Brown posted a new activity comment</title>
				<link>https://community.uniresearch.ai/news-feed/p/778/#acomment-792</link>
				<pubDate>Tue, 01 Sep 2026 02:37:44 +0800</pubDate>

									<content:encoded><![CDATA[<p>Do not wait until frustration becomes serious.</p>
				<strong>In reply to</strong> -
					<a href="https://community.uniresearch.ai/members/pinglu/" data-bb-hp-profile="368" rel="nofollow">Ping Lu</a> posted an update Mismatched expectations between supervisors and students create unnecessary stress. Early written communication about output, timeline and responsibilities can reduce conflicts.					]]></content:encoded>
				
				
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				<title>David Brown posted a new activity comment</title>
				<link>https://community.uniresearch.ai/news-feed/p/674/#acomment-686</link>
				<pubDate>Thu, 27 Aug 2026 13:48:15 +0800</pubDate>

									<content:encoded><![CDATA[<p>Large black‑box models deliver impressive metrics, yet understanding their decision logic becomes difficult.</p>
				<strong>In reply to</strong> -
					<a href="https://community.uniresearch.ai/members/ganghe/" data-bb-hp-profile="334" rel="nofollow">Gang He</a> posted an update Large black‑box models deliver impressive metrics, yet understanding their decision logic becomes difficult. When should you prioritize interpretability over pure performance numbers for [&hellip;]					]]></content:encoded>
				
				
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				<title>David Brown posted a new activity comment</title>
				<link>https://community.uniresearch.ai/news-feed/p/615/#acomment-628</link>
				<pubDate>Wed, 26 Aug 2026 02:38:39 +0800</pubDate>

									<content:encoded><![CDATA[<p>Final manuscript argument construction and critical interpretation cannot be safely handed over to agents.</p>
				<strong>In reply to</strong> -
					<a href="https://community.uniresearch.ai/members/bb-mateo/" data-bb-hp-profile="9" rel="nofollow">Mateo</a> posted an update AI agents for academic research are heavily hyped right now. They can search papers, draft paragraphs and outline experiments. But what tasks should researchers still absolutely keep [&hellip;]					]]></content:encoded>
				
				
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				<title>David Brown posted an update: Constantly chasing state‑of‑the‑art numbers can [&#133;]</title>
				<link>https://community.uniresearch.ai/news-feed/p/586/</link>
				<pubDate>Mon, 24 Aug 2026 13:49:21 +0800</pubDate>

									<content:encoded><![CDATA[<p>Constantly chasing state‑of‑the‑art numbers can consume huge compute and human resources. Sometimes incremental, solid analysis delivers more long‑term scientific value. How do you balance SOTA‑chasing against deeper analytical work?</p>
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									<slash:comments>5</slash:comments>
				
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