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    <title>Temporal Reasoning on Cognaptus</title>
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      <title>When LLMs Meet Time: Why Time-Series Reasoning Is Still Hard</title>
      <link>https://cognaptus.com/blog/2026-02-03-when-llms-meet-time-why-timeseries-reasoning-is-still-hard/</link>
      <pubDate>Tue, 03 Feb 2026 00:00:00 +0000</pubDate>
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      <description>A close reading of TSAQA shows why turning time series into question-answering tasks helps evaluate LLMs—but does not magically give them temporal reasoning.</description>
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      <title>Metric Time Without the Clock: Making ASP Scale Again</title>
      <link>https://cognaptus.com/blog/2026-01-31-metric-time-without-the-clock-making-asp-scale-again/</link>
      <pubDate>Sat, 31 Jan 2026 00:00:00 +0000</pubDate>
      <guid>https://cognaptus.com/blog/2026-01-31-metric-time-without-the-clock-making-asp-scale-again/</guid>
      <description>A mechanism-first reading of how metric temporal ASP can avoid the grounding explosion by moving time from Boolean atoms into difference constraints.</description>
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