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    <title>Lians Blog</title>
    <link>https://www.lians.ai/blog</link>
    <description>Writing from the Lians team on regulated AI memory: bitemporal recall, audit chains, backtest contamination, and honest evals.</description>
    <language>en</language>
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      <title>Bitemporal AI memory: event time, system time, and historical recall</title>
      <link>https://www.lians.ai/blog/bitemporal-ai-memory</link>
      <guid>https://www.lians.ai/blog/bitemporal-ai-memory</guid>
      <pubDate>Sun, 19 Jul 2026 13:00:00 GMT</pubDate>
      <description>A technical guide to point-in-time retrieval, late-arriving facts, corrections, and reproducible agent decisions.</description>
    </item>
    <item>
      <title>AI agent audit logs: what to record and how to reconstruct decisions</title>
      <link>https://www.lians.ai/blog/ai-agent-audit-log</link>
      <guid>https://www.lians.ai/blog/ai-agent-audit-log</guid>
      <pubDate>Sun, 19 Jul 2026 12:00:00 GMT</pubDate>
      <description>A technical guide to AI agent decision records, memory provenance, bitemporal reconstruction, tamper evidence, and point-in-time replay.</description>
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    <item>
      <title>What EU AI Act Article 12 actually requires you to log</title>
      <link>https://www.lians.ai/blog/eu-ai-act-article-12</link>
      <guid>https://www.lians.ai/blog/eu-ai-act-article-12</guid>
      <pubDate>Fri, 17 Jul 2026 12:00:00 GMT</pubDate>
      <description>A practical guide to Article 12 logging for high-risk AI systems and the evidence architecture agent teams should build now.</description>
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    <item>
      <title>Who beats Mem0 on LoCoMo? Lians reports 92.9%.</title>
      <link>https://www.lians.ai/blog/locomo-benchmark</link>
      <guid>https://www.lians.ai/blog/locomo-benchmark</guid>
      <pubDate>Fri, 10 Jul 2026 12:00:00 GMT</pubDate>
      <description>Lians reports 92.9% top-200 judged accuracy on LoCoMo versus Mem0's current 92.5%. The shared answer and judge harness, retrieval differences, artifacts, token costs, and caveats are published.</description>
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    <item>
      <title>Memory is a lifecycle, not a table</title>
      <link>https://www.lians.ai/blog/memory-lifecycle</link>
      <guid>https://www.lians.ai/blog/memory-lifecycle</guid>
      <pubDate>Mon, 06 Jul 2026 12:00:00 GMT</pubDate>
      <description>Lians v0.4.0: pre-compaction flush, conflict resurfacing, materiality-weighted decay, audited degraded retrieval, and a signed Markdown memory statement. Memory as a lifecycle, not a table.</description>
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    <item>
      <title>Your backtest Sharpe is contaminated</title>
      <link>https://www.lians.ai/blog/backtest-lookahead</link>
      <guid>https://www.lians.ai/blog/backtest-lookahead</guid>
      <pubDate>Sun, 05 Jul 2026 12:00:00 GMT</pubDate>
      <description>Lookahead bias in AI agent memory silently inflates backtest results. FUTURE_EVENT is the obvious class; LATE_REVISION is the one vector stores can't even see. Here's the mechanism and the check.</description>
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