Logical Routing RAG with Fine-tuned LLM .drawio.svg

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data-drawio-colors="color: rgb(0, 0, 0); background-color: rgb(255, 255, 255); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 11px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; background-color: rgb(255, 255, 255); white-space: nowrap;"><font color="#67ab9f">cosine &gt; 0.3</font></div></div></div></foreignObject><text x="400" y="377" fill="rgb(0, 0, 0)" font-family="&quot;Helvetica&quot;" font-size="11px" text-anchor="middle">cosine &gt; 0.3</text></switch></g></g></g><g data-cell-id="wsufv9zTn7kzlGSNjLOp-40"><g><path d="M 290 380 L 230 380 L 230 413.63" fill="none" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 230 418.88 L 226.5 411.88 L 230 413.63 L 233.5 411.88 Z" fill="rgb(0, 0, 0)" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" 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requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 58px; height: 1px; padding-top: 270px; margin-left: 81px;"><div data-drawio-colors="color: #67AB9F; " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(103, 171, 159); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">Outside Context</div></div></div></foreignObject><text x="110" y="274" fill="#67AB9F" font-family="&quot;Helvetica&quot;" font-size="12px" text-anchor="middle">Outside Co...</text></switch></g></g></g><g data-cell-id="wsufv9zTn7kzlGSNjLOp-47"><g><path d="M 270 290 L 270 320 L 320 320 L 320 343.63" fill="none" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 320 348.88 L 316.5 341.88 L 320 343.63 L 323.5 341.88 Z" fill="rgb(0, 0, 0)" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="all"/></g></g><g data-cell-id="wsufv9zTn7kzlGSNjLOp-25"><g><rect x="240" y="250" width="60" height="40" rx="6" ry="6" fill="#ffffff" stroke="#67ab9f" stroke-width="2" stroke-dasharray="6 6" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 58px; height: 1px; padding-top: 270px; margin-left: 241px;"><div data-drawio-colors="color: #67AB9F; " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(103, 171, 159); line-height: 1.2; 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style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe flex-start; justify-content: unsafe center; width: 58px; height: 1px; padding-top: 427px; margin-left: 381px;"><div data-drawio-colors="color: #67AB9F; " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(103, 171, 159); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">DB Context</div></div></div></foreignObject><text x="410" y="439" fill="#67AB9F" font-family="&quot;Helvetica&quot;" font-size="12px" text-anchor="middle">DB Context</text></switch></g></g></g><g data-cell-id="wsufv9zTn7kzlGSNjLOp-50"><g><path d="M 230 450 L 230 550 L 462.63 550" fill="none" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 467.88 550 L 460.88 553.5 L 462.63 550 L 460.88 546.5 Z" fill="rgb(0, 0, 0)" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="all"/></g></g><g data-cell-id="wsufv9zTn7kzlGSNjLOp-38"><g><rect x="200" y="420" width="60" height="40" rx="6" ry="6" fill="#ffffff" stroke="#67ab9f" stroke-width="2" stroke-dasharray="6 6" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 58px; height: 1px; padding-top: 440px; margin-left: 201px;"><div data-drawio-colors="color: #67AB9F; " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(103, 171, 159); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">Outside Context</div></div></div></foreignObject><text x="230" y="444" fill="#67AB9F" font-family="&quot;Helvetica&quot;" font-size="12px" text-anchor="middle">Outside Co...</text></switch></g></g></g><g data-cell-id="wsufv9zTn7kzlGSNjLOp-56"><g><rect x="129" y="760" width="171" height="70" rx="10.5" ry="10.5" fill="#ffffff" stroke="#67ab9f" stroke-width="2" stroke-dasharray="6 6" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 169px; height: 1px; padding-top: 795px; margin-left: 130px;"><div data-drawio-colors="color: #67AB9F; " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(103, 171, 159); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">If content is from outside context, LLM responds "<b>I am sorry, I'm not sure I was trained on this</b>"</div></div></div></foreignObject><text x="214" y="799" fill="#67AB9F" font-family="&quot;Helvetica&quot;" font-size="12px" text-anchor="middle">If content is from outside c...</text></switch></g></g></g><g data-cell-id="wsufv9zTn7kzlGSNjLOp-60"><g><path d="M 499 620 L 499 690 L 207.83 690 L 207.83 754.05" fill="none" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 207.83 759.3 L 204.33 752.3 L 207.83 754.05 L 211.33 752.3 Z" fill="rgb(0, 0, 0)" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="all"/></g></g><g data-cell-id="wsufv9zTn7kzlGSNjLOp-61"><g><rect x="619" y="790" width="180" height="70" rx="10.5" ry="10.5" fill="#ffffff" stroke="#67ab9f" stroke-width="2" stroke-dasharray="6 6" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 178px; height: 1px; padding-top: 825px; margin-left: 620px;"><div data-drawio-colors="color: #67AB9F; " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(103, 171, 159); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">If content is within context, LLM responds using context knowledge as well as its own fine-tuned knowledge.</div></div></div></foreignObject><text x="709" y="829" fill="#67AB9F" font-family="&quot;Helvetica&quot;" font-size="12px" text-anchor="middle">If content is within context,...</text></switch></g></g></g><g data-cell-id="wsufv9zTn7kzlGSNjLOp-65"><g><rect x="224" y="120" width="60" height="30" fill="none" stroke="none" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 58px; height: 1px; padding-top: 135px; margin-left: 225px;"><div data-drawio-colors="color: #67AB9F; " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(103, 171, 159); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">Logical Routing</div></div></div></foreignObject><text x="254" y="139" fill="#67AB9F" 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Check</div></div></div></foreignObject><text x="314" y="209" fill="#67AB9F" font-family="&quot;Helvetica&quot;" font-size="12px" text-anchor="middle">First Check</text></switch></g></g></g><g data-cell-id="wsufv9zTn7kzlGSNjLOp-68"><g><rect x="429" y="380" width="60" height="30" fill="none" stroke="none" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 58px; height: 1px; padding-top: 395px; margin-left: 430px;"><div data-drawio-colors="color: #67AB9F; " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(103, 171, 159); line-height: 1.2; pointer-events: all; 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