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@ -411,7 +411,7 @@ the users intent.</p>
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@ -347,7 +347,7 @@ that you can test and modify locally for multi-turn RAG scenarios.</p>
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@ -255,7 +255,7 @@ streamline data retrieval and processing to build more efficient and precise RAG
<p>Developers often <a class="reference external" href="https://www.reddit.com/r/LocalLLaMA/comments/18mqwg6/best_practice_for_rag_with_followup_chat/" rel="nofollow noopener">struggle<svg fill="currentColor" height="1em" stroke="none" viewbox="0 96 960 960" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M188 868q-11-11-11-28t11-28l436-436H400q-17 0-28.5-11.5T360 336q0-17 11.5-28.5T400 296h320q17 0 28.5 11.5T760 336v320q0 17-11.5 28.5T720 696q-17 0-28.5-11.5T680 656V432L244 868q-11 11-28 11t-28-11Z"></path></svg></a> to efficiently handle
<code class="docutils literal notranslate"><span class="pre">follow-up</span></code> or <code class="docutils literal notranslate"><span class="pre">clarification</span></code> questions. Specifically, when users ask for changes or additions to previous responses, it requires developers to
re-write prompts using LLMs with precise prompt engineering techniques. This process is slow, manual, error prone and adds signifcant latency to the
user experience. Arch</p>
user experience.</p>
<p>Arch is highly capable of accurately detecting and processing prompts in a multi-turn scenarios so that you can buil fast and accurate RAG apps in
minutes. For additional details on how to build multi-turn RAG applications please refer to our <a class="reference internal" href="multi_turn.html#arch-multi-turn-guide"><span class="std std-ref">multi-turn</span></a> docs.</p>
</section>
@ -295,7 +295,7 @@ minutes. For additional details on how to build multi-turn RAG applications plea
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@ -268,7 +268,7 @@ make outbound LLM calls.</p>
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@ -365,7 +365,7 @@ Each parameter can be marked as required or optional. Here is a full list of par
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@ -232,7 +232,7 @@ The errors are communicated to the application via headers like <code class="doc
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@ -236,7 +236,7 @@ address like <code class="docutils literal notranslate"><span class="pre">arch.l
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@ -223,7 +223,7 @@ how to generate API keys for model serving</p>
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@ -397,7 +397,7 @@ This setup allows you to take advantage of Archs advanced traffic management
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@ -397,7 +397,7 @@ processing request headers and then finalized by the HCM during post-request pro
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@ -219,7 +219,7 @@
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@ -216,7 +216,7 @@ and take appropriate actions.</p>
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@ -194,7 +194,7 @@ hardware threads on the machine.</p>
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@ -238,7 +238,7 @@ For more details, read <a class="reference internal" href="../guides/observabili
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@ -332,7 +332,7 @@ simplify the interaction with upstream LLMs, and improve observability all while
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@ -441,7 +441,7 @@
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@ -290,7 +290,7 @@ please see our <a class="reference external" href="https://github.com/katanemo/a
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@ -366,7 +366,7 @@ on the stuff that matters most.</p>
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@ -242,7 +242,7 @@ Access logs can be exported to centralized logging systems (e.g., ELK stack or F
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@ -254,7 +254,7 @@ are some sample configuration files for both, respectively.</p>
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@ -206,7 +206,7 @@
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@ -576,7 +576,7 @@ tools like AWS X-Ray and Datadog, enhancing observability and facilitating faste
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@ -266,7 +266,7 @@ By implementing Prompt Guard, developers can provide a robust layer of input val
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@ -246,7 +246,7 @@ Resources</label><div class="sd-tab-content docutils">
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@ -274,7 +274,7 @@ where prompts get routed to, apply guardrails, and enable critical agent observa
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