[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-1)<ToolResponse>
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-2)  <results query="liability provisions">
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-3)    <contract id="MSA-2024-ACME" signature_status="Signed" project="Project Alpha">
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-4)      <title>Master Service Agreement - ACME Corp</title>
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-5)      <content>Limitation of Liability. In no event shall either party's aggregate liability exceed the total fees paid under this Agreement in the twelve (12) months preceding the claim. This limitation applies to all claims in contract, tort, or otherwise...</content>
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-6)    </contract>
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-7)    <contract id="SOW-2024-BETA" signature_status="Signed" project="Project Beta">
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-8)      <title>Statement of Work - Beta Industries</title>
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-9)      <content>Liability Cap. Provider's liability is limited to direct damages only, not to exceed $100,000 per incident. Consequential, incidental, and punitive damages are excluded...</content>
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-10)    </contract>
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-11)    <contract id="AMEND-2024-GAMMA" signature_status="Signed" project="General Services">
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-12)      <title>Amendment to Services Agreement - Gamma LLC</title>
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-13)      <content>Modified Liability Terms. Section 8.3 is hereby amended to include joint liability provisions for third-party claims arising from data processing activities...</content>
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-14)    </contract>
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-15)  </results>
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-16)
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-17)  <facets>
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-18)    <signature_status_facet>
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-19)      <value name="Signed" count="45" />
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-20)      <value name="Unsigned" count="12" />
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-21)      <value name="Partially Signed" count="3" />
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-22)    </signature_status_facet>
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-23)    <project_facet>
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-24)      <value name="Project Alpha" count="23" />
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-25)      <value name="Project Beta" count="18" />
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-26)      <value name="General Services" count="19" />
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-27)    </project_facet>
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-28)  </facets>
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-29)
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-30)  <system-instruction>
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-31)    Facets expose the complete metadata landscape, revealing information patterns beyond similarity rankings. Extracted facets show clustering across signature status, project, and document type.
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-32)
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-33)    Key insight: When returned results show bias (e.g., all signed contracts), facets often reveal critical hidden data with different characteristics that need attention.
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-34)
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-35)    Decision framework:
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-36)    - Results show bias: investigate facet values not represented in top-k results
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-37)    - High clustering in facets: focused filtering more effective than broad search
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-38)    - Clear relevance patterns: apply filters autonomously for targeted investigation
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-39)
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-40)    Use signature_status, project, document_type filters strategically based on facet distributions and business priorities.
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-41)  </system-instruction>
[](https://jxnl.co/writing/2025/08/27/facets-context-engineering/#__codelineno-12-42)</ToolResponse>