diff --git a/.github/workflows/cypress-tests.yml b/.github/workflows/cypress-tests.yml
index 7846d23905..00d66ef680 100644
--- a/.github/workflows/cypress-tests.yml
+++ b/.github/workflows/cypress-tests.yml
@@ -22,10 +22,18 @@ jobs:
       - name: Checkout
         uses: actions/checkout@v4
 
+      - name: set up google creds
+        env:
+          DATA: ${{ secrets.JIGSAW_SERVICE_ACCT }}
+        run: |
+          echo $DATA > server/llm-service-account.json
+
       - name: Set up Docker Buildx
         uses: docker/setup-buildx-action@v3
 
       - name: Build and start Docker containers
+        env:
+          JIGSAW_SERVICE_ACCT: ${{ secrets.JIGSAW_SERVICE_ACCT }}
         run: |
           docker compose -f docker-compose.yml -f docker-compose.test.yml --env-file test.env --profile postgres up -d --build
 
diff --git a/.github/workflows/deploy-preprod.yml b/.github/workflows/deploy-preprod.yml
index 807b54ba9c..71f33ea5b8 100644
--- a/.github/workflows/deploy-preprod.yml
+++ b/.github/workflows/deploy-preprod.yml
@@ -44,6 +44,12 @@ jobs:
       - name: Create empty .env file
         run: touch .env
 
+      - name: set up google creds
+        env:
+          DATA: ${{ secrets.JIGSAW_SERVICE_ACCT }}
+        run: |
+          echo $DATA > server/llm-service-account.json
+
       - name: Build static assets
         env:
           EMBED_SERVICE_HOSTNAME: preprod.pol.is
diff --git a/.gitignore b/.gitignore
index 41c0e16e61..3ec5d9ac45 100644
--- a/.gitignore
+++ b/.gitignore
@@ -9,4 +9,4 @@ prod.env
 xids.csv
 preprod.env 
 .venv
-server/jigsaw-vertex-integration-92ef30330cf7.json
+server/llm-service-account.json
diff --git a/client-report/src/components/app.jsx b/client-report/src/components/app.jsx
index 675e744462..c44a7aa69e 100644
--- a/client-report/src/components/app.jsx
+++ b/client-report/src/components/app.jsx
@@ -11,6 +11,7 @@ import Overview from "./overview.jsx";
 import MajorityStrict from "./lists/majorityStrict.jsx";
 import Uncertainty from "./lists/uncertainty.jsx";
 import UncertaintyNarrative from "./lists/uncertaintyNarrative.jsx";
+import GroupsNarrative from "./lists/groupsNarrative.jsx";
 import AllCommentsModeratedIn from "./lists/allCommentsModeratedIn.jsx";
 import ParticipantGroups from "./lists/participantGroups.jsx";
 import ParticipantsGraph from "./participantsGraph/participantsGraph.jsx";
@@ -19,6 +20,7 @@ import Controls from "./controls/controls.jsx";
 import net from "../util/net.js";
 import ConsensusNarrative from "./lists/consensusNarrative.jsx";
 import RawDataExport from "./RawDataExport.jsx";
+import TopicNarrative from "./lists/topicNarrative.jsx";
 
 const pathname = window.location.pathname; // "/report/2arcefpshi"
 const report_id = pathname.split("/")[2];
@@ -39,7 +41,9 @@ const App = (props) => {
   const [groupDemographics, setGroupDemographics] = useState(null);
   const [colorBlindMode, setColorBlindMode] = useState(false);
   const [model, setModel] = useState("claude");
-  const [isNarrativeReport, setIsNarrativeReport] = useState(window.location.pathname.split("/")[1] === "narrativeReport");
+  const [isNarrativeReport, setIsNarrativeReport] = useState(
+    window.location.pathname.split("/")[1] === "narrativeReport"
+  );
   const [dimensions, setDimensions] = useState({
     width: window.innerWidth,
     height: window.innerHeight,
@@ -61,30 +65,42 @@ const App = (props) => {
   const [badTids, setBadTids] = useState(null);
   const [groupNames, setGroupNames] = useState(null);
   const [repfulAgreeTidsByGroup, setRepfulAgreeTidsByGroup] = useState(null);
-  const[repfulDisageeTidsByGroup, setRepfulDisageeTidsByGroup] = useState(null);
-  const [formatTid, setFormatTid] = useState(() => v => v);
+  const [repfulDisageeTidsByGroup, setRepfulDisageeTidsByGroup] = useState(null);
+  const [formatTid, setFormatTid] = useState(() => (v) => v);
   const [report, setReport] = useState(null);
   const [computedStats, setComputedStats] = useState(null);
   const [nothingToShow, setNothingToShow] = useState(true);
   const [hasError, setError] = useState(false);
   const [parsedNarrativeUncertainty, setParsedNarrativeUncertainty] = useState(null);
   const [parsedNarrativeConsensus, setParsedNarrativeConsensus] = useState(null);
+  const [parsedNarrativeGroups, setParsedNarrativeGroups] = useState(null);
+  const [searchParamsSection, setSearchParamsSection] = useState(
+    window.location.search.includes("section=")
+      ? window.location.search.split("section=")[1]?.split("&")[0]
+      : null
+  );
+  const [searchParamsModel, setSearchParamModel] = useState(
+    window.location.search.includes("model=")
+      ? window.location.search.split("model=")[1]?.split("&")[0]
+      : null
+  );
 
   let corMatRetries;
-  
+
   useEffect(() => {
     if (
       window.location.pathname.split("/")[1] === "narrativeReport" &&
       isNarrativeReport !== true
     ) {
       setIsNarrativeReport(true);
-    } else if (
-      isNarrativeReport &&
-      window.location.pathname.split("/")[1] !== "narrativeReport"
-    ) {
+    } else if (isNarrativeReport && window.location.pathname.split("/")[1] !== "narrativeReport") {
       setIsNarrativeReport(false);
     }
-  }, [window.location?.pathname]);
+    const queryString = window.location.search;
+    const urlParams = new URLSearchParams(queryString);
+    if (urlParams.get("section")) setSearchParamsSection(urlParams.get("section"));
+    if (urlParams.get("model")) setSearchParamModel(urlParams.get("model"));
+  }, [window.location?.pathname, window.location?.search]);
 
   useEffect(() => {
     if (narrative?.group_informed_consensus) {
@@ -93,7 +109,25 @@ const App = (props) => {
     if (narrative?.uncertainty) {
       setParsedNarrativeUncertainty(narrative.uncertainty);
     }
-  }, [narrative?.uncertainty, narrative?.group_informed_consensus, JSON.stringify(narrative)])
+    if (narrative?.groups) {
+      setParsedNarrativeGroups(narrative.groups);
+    }
+  }, [
+    narrative?.uncertainty,
+    narrative?.group_informed_consensus,
+    narrative?.groups,
+    JSON.stringify(narrative),
+  ]);
+
+  useEffect(() => {
+    if (narrative) {
+      console.log("Current narrative state:", {
+        timestamp: new Date().toISOString(),
+        sections: Object.keys(narrative),
+        fullNarrative: narrative,
+      });
+    }
+  }, [narrative]);
 
   const getMath = async (conversation_id) => {
     return net
@@ -107,7 +141,7 @@ const App = (props) => {
         }
         return data;
       });
-  }
+  };
 
   const getComments = (conversation_id, isStrictMod) => {
     return net.polisGet("/api/v3/comments", {
@@ -119,51 +153,59 @@ const App = (props) => {
       //include_demographics: true,
       include_voting_patterns: true,
     });
-  }
+  };
 
   const getParticipantsOfInterest = (conversation_id) => {
     return net.polisGet("/api/v3/ptptois", {
       conversation_id: conversation_id,
     });
-  }
+  };
   const getConversation = (conversation_id) => {
     return net.polisGet("/api/v3/conversations", {
       conversation_id: conversation_id,
     });
-  }
+  };
 
   const getNarrative = async (report_id) => {
     const urlPrefix = URLs.urlPrefix;
-    const response = await fetch(`${urlPrefix}api/v3/reportNarrative?report_id=${report_id}`, {
-      credentials: "include",
-      method: "get",
-      headers: {
-        Accept: "application/json, text/plain, */*",
-        "Content-Type": "application/json",
-      },
-    });
+    const response = await fetch(
+      `${urlPrefix}api/v3/reportNarrative?report_id=${report_id}${
+        searchParamsSection ? `&section=${searchParamsSection}` : ``
+      }${searchParamsModel ? `&model=${searchParamsModel}` : ``}`,
+      {
+        credentials: "include",
+        method: "get",
+        headers: {
+          Accept: "application/json, text/plain, */*",
+          "Content-Type": "application/json",
+        },
+      }
+    );
     if (!response.ok || !response.body) {
       throw response.statusText;
     }
-  
+
     const reader = response.body.getReader();
     const decoder = new TextDecoder();
     const loopRunner = true;
-  
-    while (loopRunner) { // streaming response - the loop will run indefinetly until the response ends - this is a streaming function to improve UX and prevent cloud runners (like heroku) from terminating a long running http request
+
+    while (loopRunner) {
+      // streaming response - the loop will run indefinetly until the response ends - this is a streaming function to improve UX and prevent cloud runners (like heroku) from terminating a long running http request
       const { value, done } = await reader.read();
       if (done) {
         break;
       }
       const decodedChunk = decoder.decode(value, { stream: true });
 
-      if (!decodedChunk.includes('POLIS-PING:')) {
-        const o = narrative || {};
+      if (!decodedChunk.includes("POLIS-PING:")) {
         const c = JSON.parse(decodedChunk);
-        setNarrative({...o, ...c});
+        setNarrative((prevNarrative) => ({
+          ...(prevNarrative || {}),
+          ...c,
+        }));
       }
     }
-  }
+  };
 
   const getReport = (report_id) => {
     return net
@@ -176,20 +218,20 @@ const App = (props) => {
         }
         return null;
       });
-  }
+  };
   const getGroupDemographics = (conversation_id) => {
     return net.polisGet("/api/v3/group_demographics", {
       conversation_id: conversation_id,
       report_id: report_id,
     });
-  }
+  };
 
   const getConversationStats = (conversation_id) => {
     return net.polisGet("/api/v3/conversationStats", {
       conversation_id: conversation_id,
       report_id: report_id,
     });
-  }
+  };
 
   const getCorrelationMatrix = (math_tick) => {
     const attemptResponse = net.polisGet("/api/v3/math/correlationMatrix", {
@@ -201,7 +243,7 @@ const App = (props) => {
       attemptResponse.then(
         (response) => {
           if (response.status && response.status === "pending") {
-            if (typeof corMatRetries === 'number') {
+            if (typeof corMatRetries === "number") {
               corMatRetries = corMatRetries + 1;
             } else {
               corMatRetries = 1;
@@ -228,7 +270,7 @@ const App = (props) => {
         }
       );
     });
-  }
+  };
 
   const getData = async () => {
     const reportPromise = getReport(report_id);
@@ -429,9 +471,11 @@ const App = (props) => {
         setMath(mathResult);
         setConsensus(mathResult.consensus);
         setExtremity(_extremity);
-        setUncertainty(_uncertainty.map((c) => {
-          return c.tid;
-        }));
+        setUncertainty(
+          _uncertainty.map((c) => {
+            return c.tid;
+          })
+        );
         setComments(_comments);
         setGroupDemographics(_groupDemographics);
         setParticipants(_participants);
@@ -454,7 +498,7 @@ const App = (props) => {
         setError(true);
         setErrorText(String(err));
       });
-  }
+  };
 
   useEffect(() => {
     const init = async () => {
@@ -471,7 +515,7 @@ const App = (props) => {
         height: window.innerHeight,
       });
     }
-    
+
     let resizeTimeout;
     window.addEventListener("resize", () => {
       clearTimeout(resizeTimeout);
@@ -482,26 +526,30 @@ const App = (props) => {
 
   const onAutoRefreshEnabled = () => {
     setShouldPoll(true);
-  }
+  };
 
   const onAutoRefreshDisabled = () => {
     setShouldPoll(false);
-  }
+  };
 
   const handleColorblindModeClick = () => {
     var colorBlind = !colorBlindMode;
     if (colorBlind) {
       setColorBlindMode(colorBlind);
-      setVoteColors(Object.assign(voteColors, {
-        agree: globals.brandColors.agreeColorblind,
-      }));
+      setVoteColors(
+        Object.assign(voteColors, {
+          agree: globals.brandColors.agreeColorblind,
+        })
+      );
     } else {
       setColorBlindMode(colorBlind);
-      setVoteColors(Object.assign(voteColors, {
-        agree: globals.brandColors.agree,
-      }));
+      setVoteColors(
+        Object.assign(voteColors, {
+          agree: globals.brandColors.agree,
+        })
+      );
     }
-  }
+  };
 
   if (hasError) {
     return (
@@ -557,14 +605,16 @@ const App = (props) => {
           voteColors={voteColors}
         />
 
-        {!isNarrativeReport && (
-          <RawDataExport conversation={conversation} report_id={report_id} />
-        )}
+        {!isNarrativeReport && <RawDataExport conversation={conversation} report_id={report_id} />}
 
         {isNarrativeReport ? (
           <>
-            <button onClick={() => setModel(m => m === "claude" ? "gemini" : "claude" )}>Toggle Model</button>
-            <h4>Current Model: {model}</h4>
+            {searchParamsModel === null && (
+              <button onClick={() => setModel((m) => (m === "claude" ? "gemini" : "claude"))}>
+                Toggle Model
+              </button>
+            )}
+            <h4>Current Model: {searchParamsModel || model}</h4>
             {parsedNarrativeConsensus ? (
               <ConsensusNarrative
                 math={math}
@@ -575,8 +625,25 @@ const App = (props) => {
                 voteColors={voteColors}
                 narrative={parsedNarrativeConsensus}
                 model={model}
+                searchParamsModel={searchParamsModel}
               />
-            ) : "...Loading Consensus \n"}
+            ) : (
+              "...Loading Consensus \n"
+            )}
+            {parsedNarrativeGroups ? (
+              <GroupsNarrative
+                math={math}
+                comments={comments}
+                conversation={conversation}
+                ptptCount={ptptCount}
+                formatTid={formatTid}
+                voteColors={voteColors}
+                narrative={parsedNarrativeGroups}
+                model={model}
+              />
+            ) : (
+              "...Loading Groups \n"
+            )}
             {parsedNarrativeUncertainty ? (
               <UncertaintyNarrative
                 math={math}
@@ -588,8 +655,30 @@ const App = (props) => {
                 voteColors={voteColors}
                 narrative={parsedNarrativeUncertainty}
                 model={model}
+                searchParamsModel={searchParamsModel}
               />
-            ) : "...Loading Uncertainty \n"}
+            ) : (
+              "...Loading Uncertainty \n"
+            )}
+            {Object.keys(narrative || {})
+              .filter((key) => key.startsWith("topic_"))
+              .map((topicKey) => {
+                const topicName = topicKey.replace("topic_", "").replace(/_/g, " ");
+                return (
+                  <TopicNarrative
+                    key={topicKey}
+                    math={math}
+                    comments={comments}
+                    conversation={conversation}
+                    ptptCount={ptptCount}
+                    formatTid={formatTid}
+                    voteColors={voteColors}
+                    narrative={narrative[topicKey]}
+                    model={model}
+                    topicName={topicName}
+                  />
+                );
+              })}
           </>
         ) : (
           <>
@@ -681,6 +770,6 @@ const App = (props) => {
       </div>
     </div>
   );
-}
+};
 
 export default App;
diff --git a/client-report/src/components/lists/consensusNarrative.jsx b/client-report/src/components/lists/consensusNarrative.jsx
index ccc4e34ca0..c76720dbdc 100644
--- a/client-report/src/components/lists/consensusNarrative.jsx
+++ b/client-report/src/components/lists/consensusNarrative.jsx
@@ -10,49 +10,64 @@ const ConsensusNarrative = ({
   formatTid,
   voteColors,
   narrative,
-  model
+  model,
 }) => {
+  try {
+    const txt =
+      model === "claude" ? narrative.responseClaude.content[0].text : narrative.responseGemini;
+    console.log("Raw narrative text:", txt); // Log raw text
 
-  if (!narrative) {
-    return <div>Loading Consensus...</div>;
-  }
-  const txt = model === "claude" ? narrative.responseClaude.content[0].text : narrative.responseGemini;
-
-  const narrativeJSON = model === "claude" ? JSON.parse(`{${txt}`) : JSON.parse(txt);
+    const narrativeJSON = model === "claude" ? JSON.parse(`{${txt}`) : JSON.parse(txt);
+    console.log("Parsed narrative JSON:", narrativeJSON); // Log parsed JSON
 
-  // Extract all citation IDs from the narrative structure
-  const uniqueTids = narrativeJSON.paragraphs.reduce((acc, paragraph) => {
-    paragraph?.sentences?.forEach((sentence) => {
-      sentence?.clauses?.forEach((clause) => {
-        if (Array.isArray(clause?.citations)) {
-          acc.push(...clause.citations);
-        }
+    // Extract all citation IDs from the narrative structure
+    const uniqueTids = narrativeJSON.paragraphs.reduce((acc, paragraph) => {
+      paragraph?.sentences?.forEach((sentence) => {
+        sentence?.clauses?.forEach((clause) => {
+          if (Array.isArray(clause?.citations)) {
+            acc.push(...clause.citations);
+          }
+        });
       });
-    });
-    return acc;
-  }, []);
+      return acc;
+    }, []);
 
-  // Deduplicate the IDs
-  const dedupedTids = [...new Set(uniqueTids || [])];
-  return (
-    <div>
-      <p style={globals.primaryHeading}> Group Aware Consensus Narrative </p>
-      <p style={globals.paragraph}>
-        This narrative summary may contain hallucinations. Check each clause.
-      </p>
-      <Narrative sectionData={narrative} model={model} />
-      <div style={{ marginTop: 50 }}>
-        <CommentList
-          conversation={conversation}
-          ptptCount={ptptCount}
-          math={math}
-          formatTid={formatTid}
-          tidsToRender={dedupedTids}
-          comments={comments}
-          voteColors={voteColors}
-        />
+    // Deduplicate the IDs
+    const dedupedTids = [...new Set(uniqueTids || [])];
+    return (
+      <div>
+        <p style={globals.primaryHeading}> Group Aware Consensus Narrative </p>
+        <p style={globals.paragraph}>
+          This narrative summary may contain hallucinations. Check each clause.
+        </p>
+        <Narrative sectionData={narrative} model={model} />
+        {narrative.errors === undefined && (
+          <div style={{ marginTop: 50 }}>
+            <CommentList
+              conversation={conversation}
+              ptptCount={ptptCount}
+              math={math}
+              formatTid={formatTid}
+              tidsToRender={dedupedTids}
+              comments={comments}
+              voteColors={voteColors}
+            />
+          </div>
+        )}
       </div>
-    </div>
-  );
+    );
+  } catch (err) {
+    console.error("Failed to parse narrative:", {
+      error: err,
+      rawText: narrative.responseClaude?.content[0]?.text,
+      model,
+    });
+    return (
+      <div>
+        <p>Error parsing narrative data</p>
+        <pre>{err.message}</pre>
+      </div>
+    );
+  }
 };
 export default ConsensusNarrative;
diff --git a/client-report/src/components/lists/groupsNarrative.jsx b/client-report/src/components/lists/groupsNarrative.jsx
new file mode 100644
index 0000000000..97da12064c
--- /dev/null
+++ b/client-report/src/components/lists/groupsNarrative.jsx
@@ -0,0 +1,78 @@
+// Copyright (C) 2012-present, The Authors. This program is free software: you can redistribute it and/or  modify it under the terms of the GNU Affero General Public License, version 3, as published by the Free Software Foundation. This program is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU Affero General Public License for more details. You should have received a copy of the GNU Affero General Public License along with this program.  If not, see <http://www.gnu.org/licenses/>.
+
+import React from "react";
+import CommentList from "./commentList.jsx";
+import * as globals from "../globals.js";
+import Narrative from "../narrative/index.jsx";
+
+const GroupsNarrative = ({
+  conversation,
+  comments,
+  ptptCount,
+  formatTid,
+  math,
+  voteColors,
+  narrative,
+  model,
+}) => {
+  try {
+    const txt =
+      model === "claude" ? narrative?.responseClaude.content[0].text : narrative?.responseGemini;
+    console.log("Raw narrative text:", txt); // Log raw text
+
+    const narrativeJSON = model === "claude" ? JSON.parse(`{${txt}`) : JSON.parse(txt);
+    console.log("Parsed narrative JSON:", narrativeJSON); // Log parsed JSON
+
+    // Extract all citation IDs from the narrative structure
+    const uniqueTids = narrativeJSON.paragraphs.reduce((acc, paragraph) => {
+      paragraph?.sentences?.forEach((sentence) => {
+        sentence?.clauses?.forEach((clause) => {
+          if (Array.isArray(clause?.citations)) {
+            acc.push(...clause.citations);
+          }
+        });
+      });
+      return acc;
+    }, []);
+
+    // Deduplicate the IDs
+    const dedupedTids = [...new Set(uniqueTids || [])];
+
+    return (
+      <div>
+        <p style={globals.primaryHeading}> Groups Narrative </p>
+        <p style={globals.paragraph}>
+          This narrative summary may contain hallucinations. Check each clause.
+        </p>
+        <Narrative sectionData={narrative} model={model} />
+        {narrative.errors === undefined && (
+          <div style={{ marginTop: 50 }}>
+            <CommentList
+              conversation={conversation}
+              ptptCount={ptptCount}
+              math={math}
+              formatTid={formatTid}
+              tidsToRender={dedupedTids}
+              comments={comments}
+              voteColors={voteColors}
+            />
+          </div>
+        )}
+      </div>
+    );
+  } catch (err) {
+    console.error("Failed to parse narrative:", {
+      error: err,
+      rawText: narrative.responseClaude?.content[0]?.text,
+      model,
+    });
+    return (
+      <div>
+        <p>Error parsing narrative data</p>
+        <pre>{err.message}</pre>
+      </div>
+    );
+  }
+};
+
+export default GroupsNarrative;
diff --git a/client-report/src/components/lists/topicNarrative.jsx b/client-report/src/components/lists/topicNarrative.jsx
new file mode 100644
index 0000000000..a4b358fad1
--- /dev/null
+++ b/client-report/src/components/lists/topicNarrative.jsx
@@ -0,0 +1,77 @@
+import React from "react";
+import * as globals from "../globals.js";
+import Narrative from "../narrative/index.jsx";
+import CommentList from "./commentList.jsx";
+
+const TopicNarrative = ({
+  conversation,
+  comments,
+  ptptCount,
+  formatTid,
+  math,
+  voteColors,
+  narrative,
+  model,
+  topicName,
+}) => {
+  try {
+    const txt =
+      model === "claude" ? narrative?.responseClaude.content[0].text : narrative?.responseGemini;
+    console.log(`Raw narrative text for topic ${topicName}:`, txt);
+
+    const narrativeJSON = model === "claude" ? JSON.parse(`{${txt}`) : JSON.parse(txt);
+    console.log(`Parsed narrative JSON for topic ${topicName}:`, narrativeJSON);
+
+    // Extract all citation IDs from the narrative structure
+    const uniqueTids = narrativeJSON.paragraphs.reduce((acc, paragraph) => {
+      paragraph?.sentences?.forEach((sentence) => {
+        sentence?.clauses?.forEach((clause) => {
+          if (Array.isArray(clause?.citations)) {
+            acc.push(...clause.citations);
+          }
+        });
+      });
+      return acc;
+    }, []);
+
+    // Deduplicate the IDs
+    const dedupedTids = [...new Set(uniqueTids || [])];
+
+    return (
+      <div>
+        <p style={globals.primaryHeading}>
+          {topicName.charAt(0).toUpperCase() + topicName.slice(1)}
+        </p>
+        <p style={globals.paragraph}>
+          This narrative summary may contain hallucinations. Check each clause.
+        </p>
+        <Narrative sectionData={narrative} model={model} />
+        <div style={{ marginTop: 50 }}>
+          <CommentList
+            conversation={conversation}
+            ptptCount={ptptCount}
+            math={math}
+            formatTid={formatTid}
+            tidsToRender={dedupedTids}
+            comments={comments}
+            voteColors={voteColors}
+          />
+        </div>
+      </div>
+    );
+  } catch (err) {
+    console.error(`Failed to parse narrative for topic ${topicName}:`, {
+      error: err,
+      rawText: narrative.responseClaude?.content[0]?.text,
+      model,
+    });
+    return (
+      <div>
+        <p>Error parsing narrative data</p>
+        <pre>{err.message}</pre>
+      </div>
+    );
+  }
+};
+
+export default TopicNarrative;
diff --git a/client-report/src/components/lists/uncertaintyNarrative.jsx b/client-report/src/components/lists/uncertaintyNarrative.jsx
index 77dfec218e..a102a1af0b 100644
--- a/client-report/src/components/lists/uncertaintyNarrative.jsx
+++ b/client-report/src/components/lists/uncertaintyNarrative.jsx
@@ -13,51 +13,66 @@ const UncertaintyNarrative = ({
   math,
   voteColors,
   narrative,
-  model
+  model,
 }) => {
-  if (!conversation || !narrative || !narrative?.responseClaude || !narrative?.responseGemini) {
-    return <div>Loading Uncertainty...</div>;
-  }
-
-  const txt = model === "claude" ? narrative?.responseClaude.content[0].text : narrative?.responseGemini;
+  try {
+    const txt =
+      model === "claude" ? narrative?.responseClaude.content[0].text : narrative?.responseGemini;
+    console.log("Raw narrative text:", txt); // Log raw text
 
-  const narrativeJSON = model === "claude" ? JSON.parse(`{${txt}`) : JSON.parse(txt);
+    const narrativeJSON = model === "claude" ? JSON.parse(`{${txt}`) : JSON.parse(txt);
+    console.log("Parsed narrative JSON:", narrativeJSON); // Log parsed JSON
 
-  // Extract all citation IDs from the narrative structure
-  const uniqueTids = narrativeJSON.paragraphs.reduce((acc, paragraph) => {
-    paragraph?.sentences?.forEach((sentence) => {
-      sentence?.clauses?.forEach((clause) => {
-        if (Array.isArray(clause?.citations)) {
-          acc.push(...clause.citations);
-        }
+    // Extract all citation IDs from the narrative structure
+    const uniqueTids = narrativeJSON.paragraphs.reduce((acc, paragraph) => {
+      paragraph?.sentences?.forEach((sentence) => {
+        sentence?.clauses?.forEach((clause) => {
+          if (Array.isArray(clause?.citations)) {
+            acc.push(...clause.citations);
+          }
+        });
       });
-    });
-    return acc;
-  }, []);
+      return acc;
+    }, []);
 
-  // Deduplicate the IDs
-  const dedupedTids = [...new Set(uniqueTids || [])];
+    // Deduplicate the IDs
+    const dedupedTids = [...new Set(uniqueTids || [])];
 
-  return (
-    <div>
-      <p style={globals.primaryHeading}> Uncertainty Narrative </p>
-      <p style={globals.paragraph}>
-        This narrative summary may contain hallucinations. Check each clause.
-      </p>
-      <Narrative sectionData={narrative} model={model} />
-      <div style={{ marginTop: 50 }}>
-        <CommentList
-          conversation={conversation}
-          ptptCount={ptptCount}
-          math={math}
-          formatTid={formatTid}
-          tidsToRender={dedupedTids}
-          comments={comments}
-          voteColors={voteColors}
-        />
+    return (
+      <div>
+        <p style={globals.primaryHeading}> Uncertainty Narrative </p>
+        <p style={globals.paragraph}>
+          This narrative summary may contain hallucinations. Check each clause.
+        </p>
+        <Narrative sectionData={narrative} model={model} />
+        {narrative.errors === undefined && (
+          <div style={{ marginTop: 50 }}>
+            <CommentList
+              conversation={conversation}
+              ptptCount={ptptCount}
+              math={math}
+              formatTid={formatTid}
+              tidsToRender={dedupedTids}
+              comments={comments}
+              voteColors={voteColors}
+            />
+          </div>
+        )}
       </div>
-    </div>
-  );
+    );
+  } catch (err) {
+    console.error("Failed to parse narrative:", {
+      error: err,
+      rawText: narrative.responseClaude?.content[0]?.text,
+      model,
+    });
+    return (
+      <div>
+        <p>Error parsing narrative data</p>
+        <pre>{err.message}</pre>
+      </div>
+    );
+  }
 };
 
 export default UncertaintyNarrative;
diff --git a/client-report/src/components/narrative/index.jsx b/client-report/src/components/narrative/index.jsx
index 86b8218b11..7059059f98 100644
--- a/client-report/src/components/narrative/index.jsx
+++ b/client-report/src/components/narrative/index.jsx
@@ -3,6 +3,10 @@ import React from "react";
 const Narrative = ({ sectionData, model }) => {
   if (!sectionData) return null;
 
+  if (sectionData.errors) return (
+    <p>Not enough data has been provided for analysis, please check back later</p>
+  )
+
   const txt = model === "claude" ? sectionData.responseClaude.content[0].text : sectionData.responseGemini;
 
   const respData = model === "claude" ? JSON.parse(`{${txt}`) : JSON.parse(txt);
diff --git a/docker-compose.dev.yml b/docker-compose.dev.yml
index 0aa4713436..508fbc2bec 100644
--- a/docker-compose.dev.yml
+++ b/docker-compose.dev.yml
@@ -13,6 +13,7 @@ services:
       target: dev
       args:
         NODE_ENV: development
+        GOOGLE_APPLICATION_CREDENTIALS: /app/llm-service-account.json
     volumes:
       # This will mount your local polis/server directory so changes can be watched and reloaded.
       # But it will ignore your local node_modules and instead use a new container volume.
diff --git a/docker-compose.yml b/docker-compose.yml
index ab5673ae68..812df2c249 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -35,6 +35,7 @@ services:
       target: prod
       args:
         NODE_ENV: production
+        JIGSAW_SERVICE_ACCT: ${JIGSAW_SERVICE_ACCT}
       labels:
         polis_tag: ${TAG:-dev}
     depends_on:
diff --git a/example.env b/example.env
index dc4327f789..537cbd8845 100644
--- a/example.env
+++ b/example.env
@@ -122,6 +122,10 @@ AWS_SECRET_ACCESS_KEY=
 # This value is written by the server app if SHOULD_USE_TRANSLATION_API is true.
 GOOGLE_APPLICATION_CREDENTIALS=
 GOOGLE_JIGSAW_PERSPECTIVE_API_KEY=
+JIGSAW_SERVICE_ACCT=
+
+# A value in miliseconds for caching AI responses for narrativeReport
+MAX_REPORT_CACHE_DURATION=
 
 ###### DEPRECATED ######
 # (Deprecated) Used internally by Node.Crypto to encrypt/decrypt IP addresses.
diff --git a/file-server/nginx/nginx-ssl.site.default.conf b/file-server/nginx/nginx-ssl.site.default.conf
index 6e79ce8b9e..f705ac1fd2 100644
--- a/file-server/nginx/nginx-ssl.site.default.conf
+++ b/file-server/nginx/nginx-ssl.site.default.conf
@@ -15,5 +15,11 @@ server {
         proxy_set_header X-Forwarded-Proto $scheme;
         proxy_set_header Host $host;
         proxy_pass http://server:5000;
+        # Add timeout configurations
+        proxy_connect_timeout 300;
+        proxy_send_timeout 300;
+        proxy_read_timeout 300;
+        proxy_buffering off;
+        proxy_request_buffering off;
     }
 }
diff --git a/server/Dockerfile b/server/Dockerfile
index 4f3e4056b1..cc0c9928a8 100644
--- a/server/Dockerfile
+++ b/server/Dockerfile
@@ -10,9 +10,27 @@
 FROM docker.io/node:18-alpine as base
 
 ARG NODE_ENV
+ARG JIGSAW_SERVICE_ACCT
 
 WORKDIR /app
 
+# Install Python and necessary tools (including pip)
+RUN apk add --no-cache python3 py3-pip
+
+# Install the gcloud CLI
+RUN apk add --no-cache wget gnupg && \
+    wget -q -O - https://dl.google.com/dl/cloudsdk/release/google-cloud-sdk.tar.gz | tar xvz -C /root && \
+    /root/google-cloud-sdk/install.sh --quiet
+
+ENV PATH="/root/google-cloud-sdk/bin:${PATH}"
+
+RUN echo ${JIGSAW_SERVICE_ACCT} > /app/llm-service-account.json
+
+ENV GOOGLE_APPLICATION_CREDENTIALS=/app/llm-service-account.json
+
+# Authenticate with the service account
+RUN gcloud auth activate-service-account --key-file=/app/llm-service-account.json
+
 # This package is needed at runtime
 RUN apk add libpq-dev
 
diff --git a/server/package-lock.json b/server/package-lock.json
index 0adf585188..0d1b9ef362 100644
--- a/server/package-lock.json
+++ b/server/package-lock.json
@@ -1,7 +1,7 @@
 {
   "name": "polis",
   "version": "0.0.0",
-  "lockfileVersion": 2,
+  "lockfileVersion": 3,
   "requires": true,
   "packages": {
     "": {
@@ -10,21 +10,32 @@
       "license": "AGPL-3.0",
       "dependencies": {
         "@anthropic-ai/sdk": "^0.32.1",
+        "@aws-sdk/client-dynamodb": "^3.731.1",
+        "@aws-sdk/lib-dynamodb": "^3.731.1",
+        "@babel/preset-env": "^7.25.4",
+        "@google-cloud/aiplatform": "^3.34.0",
         "@google-cloud/translate": "~1.0.0",
+        "@google-cloud/vertexai": "^1.9.0",
         "@google/generative-ai": "^0.21.0",
+        "@sinclair/typebox": "^0.34.3",
+        "@tevko/sensemaking-tools": "^1.0.5",
+        "@typescript-eslint/eslint-plugin": "^8.16.0",
         "akismet": "~0.0.11",
         "async": "~0.1.22",
         "aws-sdk": "~2.230.1",
+        "babel-jest": "^29.7.0",
         "badwords": "~0.0.3",
         "bcryptjs": "~2.4.3",
         "bluebird": "~3.5.0",
         "body-parser": "^1.20.3",
         "boolean": "~0.1.3",
+        "colors": "^1.4.0",
         "compression": "^1.7.5",
         "connect-timeout": "~1.9.0",
         "cookie-parser": "^1.4.7",
         "csv-parse": "^5.6.0",
         "csv-to-xml": "^2.0.0",
+        "diff": "^7.0.0",
         "dotenv": "^16.0.3",
         "express": "~3.21.2",
         "fb": "~1.0.2",
@@ -52,6 +63,7 @@
         "simple-xml-to-json": "^1.2.3",
         "source-map-support": "~0.5.21",
         "sql": "~0.34.0",
+        "ts-node": "^10.9.2",
         "underscore": "~1.12.1",
         "valid-url": "~1.0.9",
         "winston": "~3.8.2",
@@ -94,9 +106,7 @@
     },
     "node_modules/@ampproject/remapping": {
       "version": "2.2.0",
-      "resolved": "https://registry.npmjs.org/@ampproject/remapping/-/remapping-2.2.0.tgz",
-      "integrity": "sha512-qRmjj8nj9qmLTQXXmaR1cck3UXSRMPrbsLJAasZpF+t3riI71BXed5ebIOYwQntykeZuhjsdweEc9BxH5Jc26w==",
-      "dev": true,
+      "license": "Apache-2.0",
       "dependencies": {
         "@jridgewell/gen-mapping": "^0.1.0",
         "@jridgewell/trace-mapping": "^0.3.9"
@@ -107,8 +117,6 @@
     },
     "node_modules/@anthropic-ai/sdk": {
       "version": "0.32.1",
-      "resolved": "https://registry.npmjs.org/@anthropic-ai/sdk/-/sdk-0.32.1.tgz",
-      "integrity": "sha512-U9JwTrDvdQ9iWuABVsMLj8nJVwAyQz6QXvgLsVhryhCEPkLsbcP/MXxm+jYcAwLoV8ESbaTTjnD4kuAFa+Hyjg==",
       "license": "MIT",
       "dependencies": {
         "@types/node": "^18.11.18",
@@ -122,14719 +130,8036 @@
     },
     "node_modules/@anthropic-ai/sdk/node_modules/@types/node": {
       "version": "18.19.66",
-      "resolved": "https://registry.npmjs.org/@types/node/-/node-18.19.66.tgz",
-      "integrity": "sha512-14HmtUdGxFUalGRfLLn9Gc1oNWvWh5zNbsyOLo5JV6WARSeN1QcEBKRnZm9QqNfrutgsl/hY4eJW63aZ44aBCg==",
       "license": "MIT",
       "dependencies": {
         "undici-types": "~5.26.4"
       }
     },
-    "node_modules/@babel/code-frame": {
-      "version": "7.18.6",
-      "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.18.6.tgz",
-      "integrity": "sha512-TDCmlK5eOvH+eH7cdAFlNXeVJqWIQ7gW9tY1GJIpUtFb6CmjVyq2VM3u71bOyR8CRihcCgMUYoDNyLXao3+70Q==",
-      "dev": true,
+    "node_modules/@aws-crypto/sha256-browser": {
+      "version": "5.2.0",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@aws-crypto/sha256-js": "^5.2.0",
+        "@aws-crypto/supports-web-crypto": "^5.2.0",
+        "@aws-crypto/util": "^5.2.0",
+        "@aws-sdk/types": "^3.222.0",
+        "@aws-sdk/util-locate-window": "^3.0.0",
+        "@smithy/util-utf8": "^2.0.0",
+        "tslib": "^2.6.2"
+      }
+    },
+    "node_modules/@aws-crypto/sha256-browser/node_modules/@smithy/is-array-buffer": {
+      "version": "2.2.0",
+      "license": "Apache-2.0",
       "dependencies": {
-        "@babel/highlight": "^7.18.6"
+        "tslib": "^2.6.2"
       },
       "engines": {
-        "node": ">=6.9.0"
+        "node": ">=14.0.0"
       }
     },
-    "node_modules/@babel/compat-data": {
-      "version": "7.20.14",
-      "resolved": "https://registry.npmjs.org/@babel/compat-data/-/compat-data-7.20.14.tgz",
-      "integrity": "sha512-0YpKHD6ImkWMEINCyDAD0HLLUH/lPCefG8ld9it8DJB2wnApraKuhgYTvTY1z7UFIfBTGy5LwncZ+5HWWGbhFw==",
-      "dev": true,
+    "node_modules/@aws-crypto/sha256-browser/node_modules/@smithy/util-buffer-from": {
+      "version": "2.2.0",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@smithy/is-array-buffer": "^2.2.0",
+        "tslib": "^2.6.2"
+      },
       "engines": {
-        "node": ">=6.9.0"
+        "node": ">=14.0.0"
       }
     },
-    "node_modules/@babel/core": {
-      "version": "7.20.12",
-      "resolved": "https://registry.npmjs.org/@babel/core/-/core-7.20.12.tgz",
-      "integrity": "sha512-XsMfHovsUYHFMdrIHkZphTN/2Hzzi78R08NuHfDBehym2VsPDL6Zn/JAD/JQdnRvbSsbQc4mVaU1m6JgtTEElg==",
-      "dev": true,
+    "node_modules/@aws-crypto/sha256-browser/node_modules/@smithy/util-utf8": {
+      "version": "2.3.0",
+      "license": "Apache-2.0",
       "dependencies": {
-        "@ampproject/remapping": "^2.1.0",
-        "@babel/code-frame": "^7.18.6",
-        "@babel/generator": "^7.20.7",
-        "@babel/helper-compilation-targets": "^7.20.7",
-        "@babel/helper-module-transforms": "^7.20.11",
-        "@babel/helpers": "^7.20.7",
-        "@babel/parser": "^7.20.7",
-        "@babel/template": "^7.20.7",
-        "@babel/traverse": "^7.20.12",
-        "@babel/types": "^7.20.7",
-        "convert-source-map": "^1.7.0",
-        "debug": "^4.1.0",
-        "gensync": "^1.0.0-beta.2",
-        "json5": "^2.2.2",
-        "semver": "^6.3.0"
+        "@smithy/util-buffer-from": "^2.2.0",
+        "tslib": "^2.6.2"
       },
       "engines": {
-        "node": ">=6.9.0"
+        "node": ">=14.0.0"
+      }
+    },
+    "node_modules/@aws-crypto/sha256-js": {
+      "version": "5.2.0",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@aws-crypto/util": "^5.2.0",
+        "@aws-sdk/types": "^3.222.0",
+        "tslib": "^2.6.2"
       },
-      "funding": {
-        "type": "opencollective",
-        "url": "https://opencollective.com/babel"
+      "engines": {
+        "node": ">=16.0.0"
       }
     },
-    "node_modules/@babel/core/node_modules/convert-source-map": {
-      "version": "1.9.0",
-      "resolved": "https://registry.npmjs.org/convert-source-map/-/convert-source-map-1.9.0.tgz",
-      "integrity": "sha512-ASFBup0Mz1uyiIjANan1jzLQami9z1PoYSZCiiYW2FczPbenXc45FZdBZLzOT+r6+iciuEModtmCti+hjaAk0A==",
-      "dev": true
+    "node_modules/@aws-crypto/supports-web-crypto": {
+      "version": "5.2.0",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "tslib": "^2.6.2"
+      }
     },
-    "node_modules/@babel/core/node_modules/semver": {
-      "version": "6.3.0",
-      "resolved": "https://registry.npmjs.org/semver/-/semver-6.3.0.tgz",
-      "integrity": "sha512-b39TBaTSfV6yBrapU89p5fKekE2m/NwnDocOVruQFS1/veMgdzuPcnOM34M6CwxW8jH/lxEa5rBoDeUwu5HHTw==",
-      "dev": true,
-      "bin": {
-        "semver": "bin/semver.js"
+    "node_modules/@aws-crypto/util": {
+      "version": "5.2.0",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@aws-sdk/types": "^3.222.0",
+        "@smithy/util-utf8": "^2.0.0",
+        "tslib": "^2.6.2"
       }
     },
-    "node_modules/@babel/generator": {
-      "version": "7.20.14",
-      "resolved": "https://registry.npmjs.org/@babel/generator/-/generator-7.20.14.tgz",
-      "integrity": "sha512-AEmuXHdcD3A52HHXxaTmYlb8q/xMEhoRP67B3T4Oq7lbmSoqroMZzjnGj3+i1io3pdnF8iBYVu4Ilj+c4hBxYg==",
-      "dev": true,
+    "node_modules/@aws-crypto/util/node_modules/@smithy/is-array-buffer": {
+      "version": "2.2.0",
+      "license": "Apache-2.0",
       "dependencies": {
-        "@babel/types": "^7.20.7",
-        "@jridgewell/gen-mapping": "^0.3.2",
-        "jsesc": "^2.5.1"
+        "tslib": "^2.6.2"
       },
       "engines": {
-        "node": ">=6.9.0"
+        "node": ">=14.0.0"
       }
     },
-    "node_modules/@babel/generator/node_modules/@jridgewell/gen-mapping": {
-      "version": "0.3.2",
-      "resolved": "https://registry.npmjs.org/@jridgewell/gen-mapping/-/gen-mapping-0.3.2.tgz",
-      "integrity": "sha512-mh65xKQAzI6iBcFzwv28KVWSmCkdRBWoOh+bYQGW3+6OZvbbN3TqMGo5hqYxQniRcH9F2VZIoJCm4pa3BPDK/A==",
-      "dev": true,
+    "node_modules/@aws-crypto/util/node_modules/@smithy/util-buffer-from": {
+      "version": "2.2.0",
+      "license": "Apache-2.0",
       "dependencies": {
-        "@jridgewell/set-array": "^1.0.1",
-        "@jridgewell/sourcemap-codec": "^1.4.10",
-        "@jridgewell/trace-mapping": "^0.3.9"
+        "@smithy/is-array-buffer": "^2.2.0",
+        "tslib": "^2.6.2"
       },
       "engines": {
-        "node": ">=6.0.0"
+        "node": ">=14.0.0"
       }
     },
-    "node_modules/@babel/helper-compilation-targets": {
-      "version": "7.20.7",
-      "resolved": "https://registry.npmjs.org/@babel/helper-compilation-targets/-/helper-compilation-targets-7.20.7.tgz",
-      "integrity": "sha512-4tGORmfQcrc+bvrjb5y3dG9Mx1IOZjsHqQVUz7XCNHO+iTmqxWnVg3KRygjGmpRLJGdQSKuvFinbIb0CnZwHAQ==",
-      "dev": true,
+    "node_modules/@aws-crypto/util/node_modules/@smithy/util-utf8": {
+      "version": "2.3.0",
+      "license": "Apache-2.0",
       "dependencies": {
-        "@babel/compat-data": "^7.20.5",
-        "@babel/helper-validator-option": "^7.18.6",
-        "browserslist": "^4.21.3",
-        "lru-cache": "^5.1.1",
-        "semver": "^6.3.0"
+        "@smithy/util-buffer-from": "^2.2.0",
+        "tslib": "^2.6.2"
       },
       "engines": {
-        "node": ">=6.9.0"
-      },
-      "peerDependencies": {
-        "@babel/core": "^7.0.0"
+        "node": ">=14.0.0"
       }
     },
-    "node_modules/@babel/helper-compilation-targets/node_modules/lru-cache": {
-      "version": "5.1.1",
-      "resolved": "https://registry.npmjs.org/lru-cache/-/lru-cache-5.1.1.tgz",
-      "integrity": "sha512-KpNARQA3Iwv+jTA0utUVVbrh+Jlrr1Fv0e56GGzAFOXN7dk/FviaDW8LHmK52DlcH4WP2n6gI8vN1aesBFgo9w==",
-      "dev": true,
+    "node_modules/@aws-sdk/client-dynamodb": {
+      "version": "3.731.1",
+      "license": "Apache-2.0",
       "dependencies": {
-        "yallist": "^3.0.2"
+        "@aws-crypto/sha256-browser": "5.2.0",
+        "@aws-crypto/sha256-js": "5.2.0",
+        "@aws-sdk/core": "3.731.0",
+        "@aws-sdk/credential-provider-node": "3.731.1",
+        "@aws-sdk/middleware-endpoint-discovery": "3.731.0",
+        "@aws-sdk/middleware-host-header": "3.731.0",
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-      "resolved": "https://registry.npmjs.org/write-file-atomic/-/write-file-atomic-5.0.0.tgz",
-      "integrity": "sha512-R7NYMnHSlV42K54lwY9lvW6MnSm1HSJqZL3xiSgi9E7//FYaI74r2G0rd+/X6VAMkHEdzxQaU5HUOXWUz5kA/w==",
-      "dev": true,
-      "requires": {
+    "node_modules/write-file-atomic": {
+      "version": "4.0.2",
+      "license": "ISC",
+      "dependencies": {
         "imurmurhash": "^0.1.4",
         "signal-exit": "^3.0.7"
+      },
+      "engines": {
+        "node": "^12.13.0 || ^14.15.0 || >=16.0.0"
       }
     },
-    "xml2js": {
+    "node_modules/xml2js": {
       "version": "0.4.17",
-      "resolved": "https://registry.npmjs.org/xml2js/-/xml2js-0.4.17.tgz",
-      "integrity": "sha512-1O7wk/NTQN0UEOItIYTxK4qP4sMUVU60MbF4Nj0a8jd6eebMXOicVI/KFOEsYKKH4uBpx6XG9ZGZctXK5rtO5Q==",
-      "requires": {
+      "license": "MIT",
+      "dependencies": {
         "sax": ">=0.6.0",
         "xmlbuilder": "^4.1.0"
       }
     },
-    "xmlbuilder": {
+    "node_modules/xmlbuilder": {
       "version": "4.2.1",
-      "resolved": "https://registry.npmjs.org/xmlbuilder/-/xmlbuilder-4.2.1.tgz",
-      "integrity": "sha512-oEePiEefhQhAeUnwRnIBLBWmk/fsWWbQ53EEWsRuzECbQ3m5o/Esmq6H47CYYwSLW+Ynt0rS9hd0pd2ogMAWjg==",
-      "requires": {
+      "license": "MIT",
+      "dependencies": {
         "lodash": "^4.0.0"
+      },
+      "engines": {
+        "node": ">=0.8.0"
       }
     },
-    "xmlbuilder2": {
+    "node_modules/xmlbuilder2": {
       "version": "3.1.1",
-      "resolved": "https://registry.npmjs.org/xmlbuilder2/-/xmlbuilder2-3.1.1.tgz",
-      "integrity": "sha512-WCSfbfZnQDdLQLiMdGUQpMxxckeQ4oZNMNhLVkcekTu7xhD4tuUDyAPoY8CwXvBYE6LwBHd6QW2WZXlOWr1vCw==",
-      "requires": {
+      "license": "MIT",
+      "dependencies": {
         "@oozcitak/dom": "1.15.10",
         "@oozcitak/infra": "1.0.8",
         "@oozcitak/util": "8.3.8",
         "js-yaml": "3.14.1"
       },
+      "engines": {
+        "node": ">=12.0"
+      }
+    },
+    "node_modules/xmlbuilder2/node_modules/argparse": {
+      "version": "1.0.10",
+      "license": "MIT",
       "dependencies": {
-        "argparse": {
-          "version": "1.0.10",
-          "resolved": "https://registry.npmjs.org/argparse/-/argparse-1.0.10.tgz",
-          "integrity": "sha512-o5Roy6tNG4SL/FOkCAN6RzjiakZS25RLYFrcMttJqbdd8BWrnA+fGz57iN5Pb06pvBGvl5gQ0B48dJlslXvoTg==",
-          "requires": {
-            "sprintf-js": "~1.0.2"
-          }
-        },
-        "esprima": {
-          "version": "4.0.1",
-          "resolved": "https://registry.npmjs.org/esprima/-/esprima-4.0.1.tgz",
-          "integrity": "sha512-eGuFFw7Upda+g4p+QHvnW0RyTX/SVeJBDM/gCtMARO0cLuT2HcEKnTPvhjV6aGeqrCB/sbNop0Kszm0jsaWU4A=="
-        },
-        "js-yaml": {
-          "version": "3.14.1",
-          "resolved": "https://registry.npmjs.org/js-yaml/-/js-yaml-3.14.1.tgz",
-          "integrity": "sha512-okMH7OXXJ7YrN9Ok3/SXrnu4iX9yOk+25nqX4imS2npuvTYDmo/QEZoqwZkYaIDk3jVvBOTOIEgEhaLOynBS9g==",
-          "requires": {
-            "argparse": "^1.0.7",
-            "esprima": "^4.0.0"
-          }
-        }
+        "sprintf-js": "~1.0.2"
       }
     },
-    "xmlcreate": {
+    "node_modules/xmlbuilder2/node_modules/esprima": {
+      "version": "4.0.1",
+      "license": "BSD-2-Clause",
+      "bin": {
+        "esparse": "bin/esparse.js",
+        "esvalidate": "bin/esvalidate.js"
+      },
+      "engines": {
+        "node": ">=4"
+      }
+    },
+    "node_modules/xmlbuilder2/node_modules/js-yaml": {
+      "version": "3.14.1",
+      "license": "MIT",
+      "dependencies": {
+        "argparse": "^1.0.7",
+        "esprima": "^4.0.0"
+      },
+      "bin": {
+        "js-yaml": "bin/js-yaml.js"
+      }
+    },
+    "node_modules/xmlcreate": {
       "version": "2.0.4",
-      "resolved": "https://registry.npmjs.org/xmlcreate/-/xmlcreate-2.0.4.tgz",
-      "integrity": "sha512-nquOebG4sngPmGPICTS5EnxqhKbCmz5Ox5hsszI2T6U5qdrJizBc+0ilYSEjTSzU0yZcmvppztXe/5Al5fUwdg=="
+      "license": "Apache-2.0"
     },
-    "xregexp": {
+    "node_modules/xregexp": {
       "version": "2.0.0",
-      "resolved": "https://registry.npmjs.org/xregexp/-/xregexp-2.0.0.tgz",
-      "integrity": "sha512-xl/50/Cf32VsGq/1R8jJE5ajH1yMCQkpmoS10QbFZWl2Oor4H0Me64Pu2yxvsRWK3m6soJbmGfzSR7BYmDcWAA=="
+      "license": "MIT"
     },
-    "xtend": {
+    "node_modules/xtend": {
       "version": "4.0.2",
-      "resolved": "https://registry.npmjs.org/xtend/-/xtend-4.0.2.tgz",
-      "integrity": "sha512-LKYU1iAXJXUgAXn9URjiu+MWhyUXHsvfp7mcuYm9dSUKK0/CjtrUwFAxD82/mCWbtLsGjFIad0wIsod4zrTAEQ=="
+      "license": "MIT",
+      "engines": {
+        "node": ">=0.4"
+      }
     },
-    "y18n": {
+    "node_modules/y18n": {
       "version": "5.0.8",
-      "resolved": "https://registry.npmjs.org/y18n/-/y18n-5.0.8.tgz",
-      "integrity": "sha512-0pfFzegeDWJHJIAmTLRP2DwHjdF5s7jo9tuztdQxAhINCdvS+3nGINqPd00AphqJR/0LhANUS6/+7SCb98YOfA==",
-      "dev": true
+      "license": "ISC",
+      "engines": {
+        "node": ">=10"
+      }
     },
-    "yallist": {
+    "node_modules/yallist": {
       "version": "3.1.1",
-      "resolved": "https://registry.npmjs.org/yallist/-/yallist-3.1.1.tgz",
-      "integrity": "sha512-a4UGQaWPH59mOXUYnAG2ewncQS4i4F43Tv3JoAM+s2VDAmS9NsK8GpDMLrCHPksFT7h3K6TOoUNn2pb7RoXx4g=="
+      "license": "ISC"
     },
-    "yargs": {
-      "version": "17.6.2",
-      "resolved": "https://registry.npmjs.org/yargs/-/yargs-17.6.2.tgz",
-      "integrity": "sha512-1/9UrdHjDZc0eOU0HxOHoS78C69UD3JRMvzlJ7S79S2nTaWRA/whGCTV8o9e/N/1Va9YIV7Q4sOxD8VV4pCWOw==",
-      "dev": true,
-      "requires": {
+    "node_modules/yargs": {
+      "version": "17.7.2",
+      "license": "MIT",
+      "dependencies": {
         "cliui": "^8.0.1",
         "escalade": "^3.1.1",
         "get-caller-file": "^2.0.5",
@@ -18135,27 +12170,34 @@
         "string-width": "^4.2.3",
         "y18n": "^5.0.5",
         "yargs-parser": "^21.1.1"
+      },
+      "engines": {
+        "node": ">=12"
       }
     },
-    "yargs-parser": {
+    "node_modules/yargs-parser": {
       "version": "21.1.1",
-      "resolved": "https://registry.npmjs.org/yargs-parser/-/yargs-parser-21.1.1.tgz",
-      "integrity": "sha512-tVpsJW7DdjecAiFpbIB1e3qxIQsE6NoPc5/eTdrbbIC4h0LVsWhnoa3g+m2HclBIujHzsxZ4VJVA+GUuc2/LBw==",
-      "dev": true
+      "license": "ISC",
+      "engines": {
+        "node": ">=12"
+      }
     },
-    "yn": {
+    "node_modules/yn": {
       "version": "3.1.1",
-      "resolved": "https://registry.npmjs.org/yn/-/yn-3.1.1.tgz",
-      "integrity": "sha512-Ux4ygGWsu2c7isFWe8Yu1YluJmqVhxqK2cLXNQA5AcC3QfbGNpM7fu0Y8b/z16pXLnFxZYvWhd3fhBY9DLmC6Q==",
-      "dev": true,
-      "optional": true,
-      "peer": true
+      "license": "MIT",
+      "engines": {
+        "node": ">=6"
+      }
     },
-    "yocto-queue": {
+    "node_modules/yocto-queue": {
       "version": "0.1.0",
-      "resolved": "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz",
-      "integrity": "sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==",
-      "dev": true
+      "license": "MIT",
+      "engines": {
+        "node": ">=10"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
     }
   }
 }
diff --git a/server/package.json b/server/package.json
index 834333e63e..87e61998e6 100644
--- a/server/package.json
+++ b/server/package.json
@@ -26,21 +26,32 @@
   "license": "AGPL-3.0",
   "dependencies": {
     "@anthropic-ai/sdk": "^0.32.1",
+    "@aws-sdk/client-dynamodb": "^3.731.1",
+    "@aws-sdk/lib-dynamodb": "^3.731.1",
+    "@babel/preset-env": "^7.25.4",
+    "@google-cloud/aiplatform": "^3.34.0",
     "@google-cloud/translate": "~1.0.0",
+    "@google-cloud/vertexai": "^1.9.0",
     "@google/generative-ai": "^0.21.0",
+    "@sinclair/typebox": "^0.34.3",
+    "@tevko/sensemaking-tools": "^1.0.5",
+    "@typescript-eslint/eslint-plugin": "^8.16.0",
     "akismet": "~0.0.11",
     "async": "~0.1.22",
     "aws-sdk": "~2.230.1",
+    "babel-jest": "^29.7.0",
     "badwords": "~0.0.3",
     "bcryptjs": "~2.4.3",
     "bluebird": "~3.5.0",
     "body-parser": "^1.20.3",
     "boolean": "~0.1.3",
+    "colors": "^1.4.0",
     "compression": "^1.7.5",
     "connect-timeout": "~1.9.0",
     "cookie-parser": "^1.4.7",
     "csv-parse": "^5.6.0",
     "csv-to-xml": "^2.0.0",
+    "diff": "^7.0.0",
     "dotenv": "^16.0.3",
     "express": "~3.21.2",
     "fb": "~1.0.2",
@@ -68,6 +79,7 @@
     "simple-xml-to-json": "^1.2.3",
     "source-map-support": "~0.5.21",
     "sql": "~0.34.0",
+    "ts-node": "^10.9.2",
     "underscore": "~1.12.1",
     "valid-url": "~1.0.9",
     "winston": "~3.8.2",
diff --git a/server/src/prompts/report_experimental/README.md b/server/src/prompts/report_experimental/README.md
deleted file mode 100644
index e3a0ecf7dd..0000000000
--- a/server/src/prompts/report_experimental/README.md
+++ /dev/null
@@ -1,28 +0,0 @@
-# Report Experimental
-
-This is an experimental library for generating reports from Polis conversations.
-
-These reports are to be checked by a human editor for hallucinations, before being published to participants. A user interface will be provided to the editor to help with this process, and this system is designed to support this process.
-
-This library is model agnostic, and evals will cover both open source and proprietary models.
-
-## Structure
-
-The structure of the library is as follows:
-
-Rough explanation of the intended structure (general schema, not all files):
-
-📁 server/src/prompts/report_experimental/
-├── readme.md # This documentation file
-├── system.xml # Main system prompt, specificying the role of the LLM agent
-└── 📁 subtasks/ # Folder containing subtask prompts
-....├── uncertainty.xml # Handling uncertainty in reports
-....└── 📁 common/ # Common subtask components
-........└── jsonSchema.xml # Shared JSON schema definitions
-........└── typesReference.xml # Reference implementations of typescript types
-└── 📁 evals/ # Evals notebooks
-└── 📁 scripts/ # Run everything locally for R&D
-
-## Approach
-
-This experimental library
diff --git a/server/src/prompts/report_experimental/evals/README.md b/server/src/prompts/report_experimental/evals/README.md
deleted file mode 100644
index 069d93dd6a..0000000000
--- a/server/src/prompts/report_experimental/evals/README.md
+++ /dev/null
@@ -1 +0,0 @@
-This folder contains notebooks.
diff --git a/server/src/prompts/report_experimental/scripts/README.md b/server/src/prompts/report_experimental/scripts/README.md
deleted file mode 100644
index 5a9f916eae..0000000000
--- a/server/src/prompts/report_experimental/scripts/README.md
+++ /dev/null
@@ -1 +0,0 @@
-This folder contains scripts for running agents locally for R&D.
diff --git a/server/src/prompts/report_experimental/scripts/gemini.ts b/server/src/prompts/report_experimental/scripts/gemini.ts
deleted file mode 100644
index c495078628..0000000000
--- a/server/src/prompts/report_experimental/scripts/gemini.ts
+++ /dev/null
@@ -1,24 +0,0 @@
-import { GoogleGenerativeAI } from "@google/generative-ai";
-
-const genAI = new GoogleGenerativeAI("my_api_key");
-
-async function main() {
-  const model = genAI.getGenerativeModel({ model: "gemini-pro" });
-
-  const msg = await model.generateContent({
-    contents: [
-      {
-        role: "user",
-        parts: [{ text: "TASK SPECIFIC PROMPT..." }],
-      },
-    ],
-    generationConfig: {
-      maxOutputTokens: 1000,
-      temperature: 0,
-    },
-  });
-
-  console.log(msg.response.text());
-}
-
-main().catch(console.error);
diff --git a/server/src/prompts/report_experimental/scripts/sonnet.ts b/server/src/prompts/report_experimental/scripts/sonnet.ts
deleted file mode 100644
index e20ad52892..0000000000
--- a/server/src/prompts/report_experimental/scripts/sonnet.ts
+++ /dev/null
@@ -1,153 +0,0 @@
-import Anthropic from "@anthropic-ai/sdk";
-import { convertXML } from "simple-xml-to-json";
-import fs from "fs/promises";
-import { parse } from 'csv-parse/sync';
-import { create } from 'xmlbuilder2';
-
-const js2xmlparser = require("js2xmlparser");
-const report_id = process.argv[2]
-
-interface PolisRecord {
-  [key: string]: string;  // Allow any string keys
-}
-
-export class PolisConverter {
-  static convertToXml(csvContent: string): string {
-    // Parse CSV content
-    const records = parse(csvContent, {
-      columns: true,
-      skip_empty_lines: true
-    }) as PolisRecord[];
-
-    if (records.length === 0) return '';
-
-    // Create XML document
-    const doc = create({ version: '1.0', encoding: 'UTF-8' })
-      .ele('polis-comments');
-
-    // Process each record
-    records.forEach(record => {
-      // Extract base comment data
-      const comment = doc.ele('comment', {
-        id: record['comment-id'],
-        votes: record['total-votes'],
-        agrees: record['total-agrees'],
-        disagrees: record['total-disagrees'],
-        passes: record['total-passes']
-      });
-
-      // Add comment text
-      comment.ele('text').txt(record['comment']);
-
-      // Find and process all group data
-      const groupKeys = Object.keys(record)
-        .filter(key => key.match(/^group-[a-z]-/))
-        .reduce((groups, key) => {
-          const groupId = key.split('-')[1];  // Extract 'a' from 'group-a-votes'
-          if (!groups.includes(groupId)) groups.push(groupId);
-          return groups;
-        }, [] as string[]);
-
-      // Add data for each group
-      groupKeys.forEach(groupId => {
-        comment.ele(`group-${groupId}`, {
-          votes: record[`group-${groupId}-votes`],
-          agrees: record[`group-${groupId}-agrees`],
-          disagrees: record[`group-${groupId}-disagrees`],
-          passes: record[`group-${groupId}-passes`]
-        });
-      });
-    });
-
-    // Return formatted XML string
-    return doc.end({ prettyPrint: true });
-  }
-
-  static async convertFromFile(filePath: string): Promise<string> {
-    const fs = await import('fs/promises');
-    const csvContent = await fs.readFile(filePath, 'utf-8');
-    return PolisConverter.convertToXml(csvContent);
-  }
-
-  // Helper method to validate CSV structure
-  static validateCsvStructure(headers: string[]): boolean {
-    const requiredBaseFields = [
-      'comment-id',
-      'comment',
-      'total-votes',
-      'total-agrees',
-      'total-disagrees',
-      'total-passes'
-    ];
-
-    const hasRequiredFields = requiredBaseFields.every(field => 
-      headers.includes(field)
-    );
-
-    // Check if group fields follow the expected pattern
-    const groupFields = headers.filter(h => h.startsWith('group-'));
-    const validGroupPattern = groupFields.every(field => 
-      field.match(/^group-[a-z]-(?:votes|agrees|disagrees|passes)$/)
-    );
-
-    return hasRequiredFields && validGroupPattern;
-  }
-}
-
-const anthropic = new Anthropic({
-  // defaults to process.env["ANTHROPIC_API_KEY"]
-});
-
-
-const getJSONuserMsg = async () => {
-  const report_xml_template = await fs.readFile("src/prompts/report_experimental/subtasks/uncertainty.xml", "utf8"); // unsure if this should be uncertainty or group_informed_consensus
-  const asJSON = await convertXML(report_xml_template);
-  return asJSON;
-}
-
-const getCommentsAsJson = async (id: string) => {
-  const resp = await fetch(`http://localhost/api/v3/reportExport/${id}/comment-groups.csv`); // this should be rewritten to call internal api or db, not depending on localhost
-  const data = await resp.text();
-  const xml = PolisConverter.convertToXml(data)
-  return xml;
-}
-
-
-async function main() {
-  const system_lore = await fs.readFile("src/prompts/report_experimental/system.xml", "utf8");
-  const json = await getJSONuserMsg();
-  const structured_comments = await getCommentsAsJson(report_id);
-  json.polisAnalysisPrompt.children[json.polisAnalysisPrompt.children.length - 1].data.content = { structured_comments }; // insert dynamic report stuff here
-  const prompt_xml = js2xmlparser.parse("polis-comments-and-group-demographics", json); // then convert back to xml
-  console.log(prompt_xml)
-  const msg = await anthropic.messages.create({
-    model: "claude-3-5-sonnet-20241022",
-    max_tokens: 1000,
-    temperature: 0,
-    system: system_lore,
-    messages: [
-      {
-        role: "user",
-        content: [
-          {
-            type: "text",
-            text:
-            prompt_xml,
-          },
-        ],
-      },
-      {
-        role: "assistant",
-        content: [
-          {
-            type: "text",
-            text: "{",
-          },
-        ],
-      },
-    ],
-  });
-  console.log(msg);
-}
-
-main().catch(console.error);
diff --git a/server/src/prompts/report_experimental/sji-example/uncertainty.ts b/server/src/prompts/report_experimental/sji-example/uncertainty.ts
deleted file mode 100644
index fd12c62ec7..0000000000
--- a/server/src/prompts/report_experimental/sji-example/uncertainty.ts
+++ /dev/null
@@ -1,94 +0,0 @@
-export const sjiUncertainty = {
-  sections: [
-    {
-      id: "uncertainty_overview",
-      title: "Overview of Key Uncertainty Areas",
-      sentences: [
-        {
-          clauses: [
-            {
-              text: "Water rights and resource protection emerged as the most significant area of uncertainty",
-              citations: [135, 50],
-            },
-            {
-              text: "with 57% of participants passing on questions about water rights critical to food production and 52% uncertain about current water resource protection adequacy",
-              citations: [135, 50],
-            },
-          ],
-        },
-        {
-          clauses: [
-            {
-              text: "Forest management and fire risk also generated substantial uncertainty",
-              citations: [165],
-            },
-            {
-              text: "with 43% of participants passing on statements about increased fire risk due to management practices",
-              citations: [165],
-            },
-          ],
-        },
-      ],
-    },
-    {
-      id: "uncertainty_group_patterns",
-      title: "Group-Specific Uncertainty Patterns",
-      sentences: [
-        {
-          clauses: [
-            {
-              text: "Group A showed notably higher uncertainty about water rights issues",
-              citations: [135],
-            },
-            {
-              text: "with 66% passing on statements about water rights divestment compared to 39% in Group B",
-              citations: [135],
-            },
-          ],
-        },
-        {
-          clauses: [
-            {
-              text: "Both groups shared similar levels of uncertainty regarding forest management and fire risk",
-              citations: [165],
-            },
-            {
-              text: "with Group A at 48% and Group B at 34% pass rates",
-              citations: [165],
-            },
-          ],
-        },
-      ],
-    },
-    {
-      id: "uncertainty_topic_categories",
-      title: "Topic-Based Uncertainty Analysis",
-      sentences: [
-        {
-          clauses: [
-            {
-              text: "Water resource management emerged as a key uncertainty cluster",
-              citations: [135, 50],
-            },
-            {
-              text: "with consistently high pass rates ranging from 52-57% across related statements",
-              citations: [135, 50],
-            },
-          ],
-        },
-        {
-          clauses: [
-            {
-              text: "Land Bank mandate revision questions also showed significant uncertainty",
-              citations: [47, 92],
-            },
-            {
-              text: "with 47% passing on general mandate revision and 44% uncertain about expansion to non-ferry-served islands",
-              citations: [47, 92],
-            },
-          ],
-        },
-      ],
-    },
-  ],
-};
diff --git a/server/src/prompts/report_experimental/subtasks/common/jsonSchema.xml b/server/src/prompts/report_experimental/subtasks/common/jsonSchema.xml
deleted file mode 100644
index d3c4e28e86..0000000000
--- a/server/src/prompts/report_experimental/subtasks/common/jsonSchema.xml
+++ /dev/null
@@ -1,22 +0,0 @@
-<jsonSchema>
-  {
-  "id": "string e.g. 'subtask_uncertainty'",
-  "title": "string e.g. 'Uncertainty Analysis'",
-  "paragraphs": [
-  {
-  "id": "string e.g. 'uncertainty_overview'",
-  "title": "string e.g. 'Differences in Uncertainty Between Groups'",
-  "sentences": [
-  {
-  "clauses": [
-  {
-  "text": "string e.g. 'The uncertainty of group A is higher than group B'",
-  "citations": [123]
-  }
-  ]
-  }
-  ]
-  }
-  ]
-  }
-</jsonSchema>
\ No newline at end of file
diff --git a/server/src/prompts/report_experimental/subtasks/common/typesReference.xml b/server/src/prompts/report_experimental/subtasks/common/typesReference.xml
deleted file mode 100644
index b6ce22fedb..0000000000
--- a/server/src/prompts/report_experimental/subtasks/common/typesReference.xml
+++ /dev/null
@@ -1,26 +0,0 @@
-<report_experimentalTypescriptTypesReference>
-    type Citation = {
-    commentId: number;
-    };
-
-    type Clause = {
-    text: string;
-    citations: Citation[];
-    };
-
-    type Sentence = {
-    clauses: Clause[];
-    };
-
-    type Paragraph = {
-    id: string; // e.g. "uncertainty_overview"
-    title: string;
-    sentences: Sentence[];
-    };
-
-    type Subtask = {
-    id: string;
-    title: string;
-    paragraphs: Paragraph[];
-    };
-</report_experimentalTypescriptTypesReference>
\ No newline at end of file
diff --git a/server/src/prompts/report_experimental/subtasks/groups.xml b/server/src/prompts/report_experimental/subtasks/groups.xml
deleted file mode 100644
index cd82549528..0000000000
--- a/server/src/prompts/report_experimental/subtasks/groups.xml
+++ /dev/null
@@ -1,339 +0,0 @@
-<?xml version="1.0" encoding="UTF-8"?>
-<polisAnalysisPrompt version="1.0">
-    <metadata>
-        <title>Guide to Analyzing and Reporting All Groups in Pol.is Conversations</title>
-        <purpose>Generate consistent, evidence-based reports comparing and describing all groups' views and output valid JSON</purpose>
-    </metadata>
-
-    <criticalInstructions>
-        <instruction>
-            Generate a JSON response that conforms to the provided schema. DO NOT INCLUDE ANY OTHER
-            TEXT.
-        </instruction>
-    </criticalInstructions>
-
-    <definitions>
-        <term name="pass_rate">
-            <description>Percentage of members in each group selecting "agreed" or "disagreed"</description>
-        </term>
-        <term name="high_consensus">
-            <description>Statements with significant pass rates within a group</description>
-            <threshold>60</threshold>
-            <unit>percent</unit>
-        </term>
-        <term name="group_difference">
-            <description>Notable difference in views between groups</description>
-            <threshold>30</threshold>
-            <unit>percent</unit>
-        </term>
-    </definitions>
-
-    <analysisProcess>
-        <dataProcessing>
-            <step order="1">
-                <name>Analyze Each Group's Positions</name>
-                <calculations>
-                    <calculation>per_group_pass_rates</calculation>
-                    <calculation>per_group_vote_patterns</calculation>
-                </calculations>
-            </step>
-            <step order="2">
-                <name>Compare Group Positions</name>
-                <calculations>
-                    <calculation>between_group_differences</calculation>
-                    <calculation>shared_positions</calculation>
-                </calculations>
-            </step>
-            <step order="3">
-                <name>Identify Patterns</name>
-                <patterns>
-                    <pattern>group_distinctive_views</pattern>
-                    <pattern>common_ground</pattern>
-                    <pattern>key_differences</pattern>
-                </patterns>
-            </step>
-        </dataProcessing>
-
-        <reportingStructure>
-            <paragraph type="overview">
-                <elements>
-                    <element>group_composition</element>
-                    <element>major_divisions</element>
-                    <element>common_ground</element>
-                </elements>
-                <format>
-                    The conversation revealed [X] distinct groups: [group_descriptions].
-                    These groups differed most notably on [key_topics],
-                    while finding common ground on [shared_views].
-                    [additional_context].
-                </format>
-                <length>3-4 sentences</length>
-            </paragraph>
-
-            <paragraph type="group_comparisons">
-                <elements>
-                    <element>key_differences</element>
-                    <element>voting_patterns</element>
-                    <element>distinctive_positions</element>
-                </elements>
-                <exampleFormat>
-                    Group A and B diverged significantly on [topic1],
-                    with Group A showing [X]% agreement while Group B showed [Y]% disagreement.
-                    Meanwhile, Group C took a distinct position on [topic2],
-                    characterized by [pattern_description].
-                </exampleFormat>
-                <length>4-5 sentences</length>
-            </paragraph>
-
-            <paragraph type="shared_views">
-                <elements>
-                    <element>common_positions</element>
-                    <element>cross_group_agreements</element>
-                </elements>
-                <exampleFormat>
-                    Despite their differences, all groups showed agreement on [shared_topic],
-                    with consistently high support ranging from [X]% to [Y]%.
-                    [Additional_common_ground].
-                </exampleFormat>
-                <length>2-3 sentences</length>
-            </paragraph>
-        </reportingStructure>
-
-        <citationRules>
-            <template>
-                commentId
-            </template>
-            <rules>
-                <rule>minimum_citations_per_clause&gt;1</rule>
-                <rule>maximum_citations_per_clause&gt;10</rule>
-                <rule>include_full_vote_breakdown&gt;false</rule>
-            </rules>
-        </citationRules>
-
-        <validationRequirements>
-            <dataQuality>
-                <requirement>minimum_votes_per_statement&gt;25</requirement>
-            </dataQuality>
-
-            <reportingCompleteness>
-                <requirement>all_groups_represented&gt;true</requirement>
-                <requirement>high_uncertainty_topics_covered&gt;true</requirement>
-                <requirement>patterns_explained&gt;true</requirement>
-                <requirement>special_cases_noted&gt;true</requirement>
-            </reportingCompleteness>
-        </validationRequirements>
-
-        <specialCases>
-            <case type="low_vote_counts">
-                <threshold>100-150</threshold>
-                <handling>
-                    <action>flag_as_less_reliable</action>
-                    <action>include_in_pattern_analysis</action>
-                    <action>note_in_citations</action>
-                </handling>
-            </case>
-
-            <case type="extreme_divergence">
-                <threshold>40</threshold>
-                <handling>
-                    <action>highlight_difference</action>
-                    <action>provide_context</action>
-                    <action>check_related_statements</action>
-                </handling>
-            </case>
-
-            <case type="topic_clustering">
-                <requirements>
-                    <requirement>minimum_statements&gt;3</requirement>
-                    <requirement>conceptual_relationship&gt;true</requirement>
-                    <requirement>similar_uncertainty_patterns&gt;true</requirement>
-                </requirements>
-            </case>
-        </specialCases>
-
-        <languageGuidelines>
-            <uncertaintyTerms>
-                <term>expressed consensus</term>
-                <term>were aligned</term>
-                <term>agreed/disagreed on</term>
-            </uncertaintyTerms>
-
-            <styleRules>
-                <rule>avoid_repetitive_structures</rule>
-                <rule>connect_ideas_clearly</rule>
-                <rule>maintain_neutral_tone</rule>
-            </styleRules>
-        </languageGuidelines>
-
-        <qualityChecklist>
-            <check>claims_supported_by_data</check>
-            <check>citation_rules_followed</check>
-            <check>groups_fairly_represented</check>
-            <check>patterns_properly_identified</check>
-            <check>special_cases_noted</check>
-            <check>context_provided</check>
-            <check>citations_properly_formatted</check>
-            <check>language_varied_and_clear</check>
-        </qualityChecklist>
-    </analysisProcess>
-
-    <validationRules>
-        <rule>All percentages must be actual values from data</rule>
-        <rule>Each claim requires at least one citation</rule>
-        <rule>Citations must use provided format</rule>
-        <rule>Groups must be referenced by actual group names from data</rule>
-        <rule>Statements must have minimum vote threshold of 100</rule>
-        <rule>High uncertainty defined as &gt;30% pass rate</rule>
-    </validationRules>
-
-    <responseFormat>
-        <condensedJSONSchema>
-            {
-            "id": "subtask_all_groups",
-            "title": "All Groups Analysis",
-            "paragraphs": [
-            {
-            "id": "string", // e.g. "groups_overview"
-            "title": "string",
-            "sentences": [
-            {
-            "clauses": [
-            {
-            "text": "string",
-            "citations": [
-            123
-            ]
-            }
-            ]
-            }
-            ]
-            }
-            ]
-            }
-        </condensedJSONSchema>
-        <typescriptTypesReference>
-            type Citation = {
-            commentId: number;
-            };
-
-            type Clause = {
-            text: string;
-            citations: Citation[];
-            };
-
-            type Sentence = {
-            clauses: Clause[];
-            };
-
-            type Paragraph = {
-            id: string; // e.g. "uncertainty_overview"
-            title: string;
-            sentences: Sentence[];
-            };
-
-            type Subtask = {
-            id: string;
-            title: string;
-            paragraphs: Paragraph[];
-            };
-        </typescriptTypesReference>
-    </responseFormat>
-    <example>
-        {
-        "id": "groups",
-        "title": "Group Comparisons",
-        "paragraphs": [
-        {
-        "id": "groups_overview",
-        "title": "Overview of Groups",
-        "sentences": [
-        {
-        "clauses": [
-        {
-        "text": "N groups were identified in the conversation...",
-        "citations": [46]
-        },
-        {
-        "text": "Group A focused on stakeholder obligations...",
-        "citations": [58]
-        },
-        {
-        "text": "Group B focused on regulatory enforcement mechanisms...",
-        "citations": [39]
-        }
-        ]
-        }
-        ]
-        },
-        {
-        "id": "group_comparisons",
-        "title": "Group Comparisons",
-        "sentences": [
-        {
-        "clauses": [
-        {
-        "text": "Group A and B diverged significantly on [topic1],
-        with Group A showing [X]% agreement while Group B showed [Y]% disagreement.",
-        "citations": [30]
-        },
-        {
-        "text": "while Group C showed higher uncertainty regarding stakeholder prioritization",
-        "citations": [48]
-        }
-        ]
-        },
-        {
-        "clauses": [
-        {
-        "text": "Both groups shared substantial uncertainty about corporate social justice
-        obligations, with passage rates exceeding 30% across participants",
-        "citations": [53]
-        }
-        ]
-        }
-        ]
-        },
-        {
-        "id": "uncertainty_topic_categories",
-        "title": "Topic-Based Uncertainty Analysis",
-        "sentences": [
-        {
-        "clauses": [
-        {
-        "text": "Corporate governance emerged as a key area of uncertainty, with participants
-        passing on statements about managerial obligations at rates of 30-40%",
-        "citations": [42]
-        }
-        ]
-        },
-        {
-        "clauses": [
-        {
-        "text": "Environmental justice questions showed similar uncertainty patterns, with 33%
-        passing on impact distribution",
-        "citations": [91]
-        },
-        {
-        "text": "Group C focused on stakeholder prioritization...",
-        "citations": [55]
-        }
-        ]
-        },
-        {
-        "clauses": [
-        {
-        "text": "Stakeholder prioritization created additional uncertainty, particularly among Group
-        C participants who showed high passage rates on related initiatives",
-        "citations": [58]
-        }
-        ]
-        }
-        ]
-        }
-        ]
-        }
-    </example>
-    <data>
-        INSERT_DATA_HERE
-    </data>
-</polisAnalysisPrompt>
\ No newline at end of file
diff --git a/server/src/report_experimental/README.md b/server/src/report_experimental/README.md
new file mode 100644
index 0000000000..1539b82f17
--- /dev/null
+++ b/server/src/report_experimental/README.md
@@ -0,0 +1,84 @@
+# Report Experimental
+
+This is an experimental library for generating reports from Polis conversations.
+
+These reports are to be checked by a human editor for hallucinations, before being published to participants. A user interface will be provided to the editor to help with this process, and this system is designed to support this process.
+
+This library is model agnostic, and evals will cover both open source and proprietary models.
+
+## Structure
+
+The structure of the library is as follows:
+
+Rough explanation of the intended structure (general schema, not all files):
+
+📁 server/src/report_experimental/
+├── readme.md # This documentation file
+├── system.xml # Main system prompt, specificying the role of the LLM agent
+└── 📁 subtaskPrompts/ # Folder containing subtask prompts
+....├── uncertainty.xml # Handling uncertainty in reports
+....└── 📁 common/ # Common subtask components
+└── 📁 languageModels/ # Adapters for different language models
+
+## Approach
+
+This experimental library is designed to be a modular system for generating reports from Polis conversations.
+
+The system prompt is designed to be a general prompt that can be used for any language model.
+
+The subtask prompts are designed to be specific to the task of generating a report, and are designed to be used with a language model that is able to handle the subtask.
+
+## Checking Your Report during development as a human evaluator
+
+### Purpose
+
+The report generation system is designed to create accurate, evidence-based narratives from Pol.is conversations that fairly represent all participant viewpoints, maintain precision without sacrificing accessibility, support every claim with proper citations, avoid interpretation beyond what the data shows, and present patterns rather than individual statements. When reviewing a generated report, focus on avoiding common LLM pitfalls like hallucinations or misrepresentation.
+
+### 1. Citation Integrity
+
+- Each clause should have 1-5 supporting citations
+- Citations should directly support the claims made
+- Check for over-citation (using multiple citations when one would suffice)
+- Verify citations aren't being used out of context
+
+### 2. Statement Accuracy
+
+- **Descriptive Statements**: When the report describes what "participants discussed", verify the topics exist in the source material
+- **Stance Attribution**: When the report claims participants "emphasized" or "agreed", verify both:
+  - The content matches what participants actually said
+  - The voting patterns support the claimed stance
+- **Flag Complete Fabrications**: Identify any statements about things not present in the source material
+- **Check for Misrepresentation**: Look for subtle inaccuracies in how statements are characterized
+
+### 3. Voting Pattern Verification
+
+- When "consensus" is claimed, verify agreement across all groups
+- For "broad agreement" claims, check if true group-informed consensus exists
+- Verify any claimed differences between groups match actual voting patterns
+- Watch for cases where disagreement is reported but voting shows agreement (or vice versa)
+
+### 4. Group Dynamic Accuracy
+
+- For group-specific claims (e.g., "Group A showed higher agreement"), verify:
+  - The actual voting patterns within that group
+  - The comparison to other groups is accurate
+- Check that group characterizations are supported by multiple data points
+- Ensure minority viewpoints aren't misrepresented when discussing consensus
+
+### 5. Narrative Flow & Truthfulness
+
+- Does the report read like a natural story while staying true to the data?
+- Are we jumping between topics in a way that makes sense, or does it feel forced?
+- When we group comments into themes, are we being consistent or getting sloppy?
+- If we say "participants generally felt X", can we back that up with multiple comments/votes?
+- Are we drawing conclusions that actually match what people said and how they voted?
+- Are we implying X caused Y without solid evidence?
+
+### Common Red Flags
+
+- Statements without citations
+- Overly broad generalizations from limited data
+- Single citations used to support multiple unrelated claims
+- Unsupported claims about group differences
+- Mischaracterized voting patterns
+- Solutions or recommendations not present in data
diff --git a/server/src/prompts/report_experimental/subtasks/group_informed_consensus.xml b/server/src/report_experimental/subtaskPrompts/group_informed_consensus.xml
similarity index 99%
rename from server/src/prompts/report_experimental/subtasks/group_informed_consensus.xml
rename to server/src/report_experimental/subtaskPrompts/group_informed_consensus.xml
index 36eb736090..e6f19d07f3 100644
--- a/server/src/prompts/report_experimental/subtasks/group_informed_consensus.xml
+++ b/server/src/report_experimental/subtaskPrompts/group_informed_consensus.xml
@@ -194,6 +194,7 @@
         <rule>Citations must use provided format</rule>
         <rule>Groups must be referenced by actual group names from data</rule>
         <rule>Statements must have minimum vote threshold of 100</rule>
+        <rule>no percentages from comment data inserted in the text</rule>
     </validationRules>
 
     <responseFormat>
diff --git a/server/src/report_experimental/subtaskPrompts/groups.xml b/server/src/report_experimental/subtaskPrompts/groups.xml
new file mode 100644
index 0000000000..50ed7721b6
--- /dev/null
+++ b/server/src/report_experimental/subtaskPrompts/groups.xml
@@ -0,0 +1,363 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<polisAnalysisPrompt version="1.0">
+    <metadata>
+        <title>Guide to Analyzing and Reporting All Groups in Pol.is Conversations</title>
+        <purpose>Generate consistent, evidence-based reports comparing and describing all groups'
+            views and output valid JSON</purpose>
+    </metadata>
+
+    <criticalInstructions>
+        <instruction>
+            Generate a JSON response that conforms to the provided schema. DO NOT INCLUDE ANY OTHER
+            TEXT.
+        </instruction>
+    </criticalInstructions>
+
+    <definitions>
+        <term name="differences_between_groups">
+            <description>Notable difference in views between groups on a single statement or related
+                set of statements</description>
+            <threshold>30</threshold>
+            <unit>percent</unit>
+        </term>
+        <term name="strong_agreement">
+            <description>High level of agreement within a group on a statement</description>
+            <threshold>70</threshold>
+            <unit>percent</unit>
+        </term>
+        <term name="consensus">
+            <description>High level of agreement across all groups on a single statement or related
+                set of statements within the topic</description>
+            <threshold>at least 60% in each group</threshold>
+            <unit>percent</unit>
+        </term>
+    </definitions>
+
+    <analysisProcess>
+        <dataProcessing>
+            <step order="1">
+                <name>Analyze Each Group's Positions</name>
+                <calculations>
+                    <calculation>group_positions</calculation>
+                    <calculation>per_group_vote_patterns</calculation>
+                    <pattern>group_distinctive_views</pattern>
+                </calculations>
+            </step>
+            <step order="2">
+                <name>Compare Group Positions</name>
+                <calculations>
+                    <calculation>between_group_differences</calculation>
+                    <calculation>shared_positions</calculation>
+                </calculations>
+            </step>
+            <step order="3">
+                <name>Identify Patterns</name>
+                <patterns>
+                    <pattern>key_divergence_global</pattern>
+                </patterns>
+            </step>
+        </dataProcessing>
+
+        <reportingStructure>
+            <paragraph type="groups_overview_conversations_divisions">
+                <elements>
+                    <element>overview_conversation_divisions</element>
+                    <element>major_divisions_between_groups</element>
+                    <element>each_group_worldview</element>
+                </elements>
+                <criticalInstructions>
+                    <instruction>
+                        In your overview, you must describe the "conversation" as a whole, not the
+                        groups.
+                    </instruction>
+                    <instruction>
+                        You must describe the narrative which emerges from the division, not just a
+                        grabbag of
+                        topics. What are the key themes, values, and ideas that emerge from the
+                        division? What is the narrative that emerges from the division?
+                    </instruction>
+                </criticalInstructions>
+                <format>
+                    The conversation revealed [X] distinct groups which differed most notably on
+                    [concise_but_in_depth_narrative_of_the_divisions] [narrative] [key_themes].
+                    Differences between between Group [Q] and Group [Y] emerged on
+                    [specific_issue], where Group [A] showed [high/low] [agreement/disagreement]
+                    while Group [B]
+                    expressed [high/low] [opposite_position]. Group [A] consistently prioritizing
+                    [value_1] while Group [B] emphasized
+                    [value_2]. Group [C] [value_1]
+                </format>
+                <length>4-5 sentences</length>
+            </paragraph>
+            <paragraph type="groups_each_worldview">
+                <elements>
+                    <element>voting_patterns</element>
+                    <element>core_beliefs</element>
+                    <element>key_positions</element>
+                </elements>
+                <criticalInstructions>
+                    <instruction>
+                        There will be a variable number of groups. You must describe every group's
+                        worldview.
+                    </instruction>
+                </criticalInstructions>
+                <format>
+                    Group [A] was characterized by [core_belief_pattern],
+                    consistently [agreeing/disagreeing] with statements about [key_theme].
+                    Their worldview appeared to prioritize [value_system],
+                    as evidenced by their strong [agreement/disagreement] on [specific_positions].
+                    Group [B]'s worldview centered on [core_belief],
+                    demonstrated by their [strong/moderate] [agreement/disagreement] ([high/low])
+                    with [specific_position].
+                    This aligned with their broader pattern of [voting_pattern_description],
+                    particularly on statements about [related_topic] ([high/low]
+                    [agreement/disagreement]).
+                </format>
+            </paragraph>
+            <paragraph type="groups_comparisons">
+                <elements>
+                    <element>key_differences</element>
+                    <element>voting_patterns</element>
+                    <element>distinctive_positions</element>
+                </elements>
+                <format>
+                    [optional_if_more_than_two_groups] group [C] and group [D] were more
+                    aligned on [topic] and group [B] and group [C] were more aligned on [topic].
+                </format>
+                <length>4-5 sentences</length>
+            </paragraph>
+        </reportingStructure>
+
+        <citationRules>
+            <template>
+                commentId
+            </template>
+            <rules>
+                <rule>minimum_citations_per_clause&gt;1</rule>
+                <rule>maximum_citations_per_clause&gt;10</rule>
+                <rule>include_full_vote_breakdown&gt;false</rule>
+            </rules>
+        </citationRules>
+
+        <validationRequirements>
+            <dataQuality>
+                <requirement>minimum_votes_per_cited_statement&gt;25</requirement>
+            </dataQuality>
+
+            <reportingCompleteness>
+                <requirement>all_groups_represented&gt;true</requirement>
+                <requirement>patterns_explained&gt;true</requirement>
+                <requirement>special_cases_noted&gt;true</requirement>
+            </reportingCompleteness>
+        </validationRequirements>
+
+        <specialCases>
+            <case type="extreme_divergence">
+                <threshold>40</threshold>
+                <handling>
+                    <action>highlight_difference</action>
+                    <action>provide_context</action>
+                    <action>check_related_statements</action>
+                </handling>
+            </case>
+        </specialCases>
+
+        <languageGuidelines>
+            <divisionsTerms>
+                <term>were divided</term>
+                <term>differed</term>
+                <term>split</term>
+                <term>diverged</term>
+            </divisionsTerms>
+
+            <styleRules>
+                <rule>avoid_repetitive_structures</rule>
+                <rule>connect_ideas_clearly</rule>
+                <rule>maintain_neutral_tone</rule>
+            </styleRules>
+        </languageGuidelines>
+
+        <qualityChecklist>
+            <check>claims_supported_by_data</check>
+            <check>citation_rules_followed</check>
+            <check>groups_fairly_represented</check>
+            <check>patterns_properly_identified</check>
+            <check>special_cases_noted</check>
+            <check>context_provided</check>
+            <check>citations_properly_formatted</check>
+            <check>language_varied_and_clear</check>
+        </qualityChecklist>
+    </analysisProcess>
+
+    <validationRules>
+        <rule>All high/low must be actual values from data</rule>
+        <rule>Each claim requires at least one citation</rule>
+        <rule>Citations must use provided format</rule>
+        <rule>Groups must be referenced by actual group names from data, such as Group A, Group B,
+            etc.</rule>
+        <rule>no percentages from comment data inserted in the text</rule>
+    </validationRules>
+
+    <responseFormat>
+        <condensedJSONSchema>
+            {
+            "id": "groups_overview_conversations_divisions",
+            "title": "Overview of Conversation Divisions",
+            "paragraphs": [
+            {
+            "id": "string", // e.g. "groups_overview"
+            "title": "string",
+            "sentences": [
+            {
+            "clauses": [
+            {
+            "text": "string",
+            "citations": [
+            123
+            ]
+            }
+            ]
+            }
+            ]
+            }
+            ]
+            }
+        </condensedJSONSchema>
+        <typescriptTypesReference>
+            type Citation = {
+            commentId: number;
+            };
+
+            type Clause = {
+            text: string;
+            citations: Citation[];
+            };
+
+            type Sentence = {
+            clauses: Clause[];
+            };
+
+            type Paragraph = {
+            id: string; // e.g. "groups_overview_conversations_divisions"
+            title: string;
+            sentences: Sentence[];
+            };
+
+            type Subtask = {
+            id: string;
+            title: string;
+            paragraphs: Paragraph[];
+            };
+        </typescriptTypesReference>
+    </responseFormat>
+    <example>
+        {
+        "id": "groups_overview_analysis",
+        "title": "Group Analysis and Positions",
+        "paragraphs": [
+        {
+        "id": "groups_overview_conversations_divisions",
+        "title": "Overview of Groups and Major Divisions",
+        "sentences": [
+        {
+        "clauses": [
+        {
+        "text": "The conversation revealed [X] distinct groups with clear ideological differences
+        in their approach to [global_conversation_narrative], such as [narrative]",
+        "citations": [12, 15, 23]
+        },
+        {
+        "text": "These groups differed most notably on the role of [global_conversation_narrative],
+        where
+        [narrative], with stark
+        divisions between [narrative] [key themes]",
+        "citations": [25, 31]
+        },
+        {
+        "text": "Groups diverged on [global_conversation_narrative], where [narrative] [key
+        themes]",
+        "citations": [45, 48]
+        }
+        ]
+        }
+        ]
+        },
+        {
+        "id": "groups_each_worldview",
+        "title": "Group Worldviews",
+        "sentences": [
+        {
+        "clauses": [
+        {
+        "text": "Group A was characterized by strong support for [position_narrative], consistently
+        agreeing with statements about [aspect_of_worldview]",
+        "citations": [52, 54]
+        },
+        {
+        "text": "Their worldview prioritized [position_narrative], showing [high/low] agreement
+        on [aspect_of_worldview]",
+        "citations": [61, 63]
+        }
+        ]
+        },
+        {
+        "clauses": [
+        {
+        "text": "Group B's worldview centered on [position_narrative], demonstrated by their strong
+        agreement ([high/low] agreement) with [position_narrative]",
+        "citations": [71, 73]
+        },
+        {
+        "text": "This aligned with their broader pattern of opposing [position_narrative],
+        particularly on statements about [aspect_of_worldview] ([high/low] disagreement)",
+        "citations": [75, 78]
+        }
+        ]
+        },
+        {
+        "clauses": [
+        {
+        "text": "Group C showed a more nuanced position, supporting [position_narrative]
+        ([high/low] agreement) while favoring [position_narrative] for [narrative]",
+        "citations": [82, 85, 87]
+        }
+        ]
+        }
+        ]
+        },
+        {
+        "id": "groups_comparisons_alignment",
+        "title": "Group Comparisons and Alignment",
+        "sentences": [
+        {
+        "clauses": [
+        {
+        "text": "Group A and Group B differed on [aspect_of_worldview], where Group A showed
+        [high/low] support while Group B expressed [high/low] opposition",
+        "citations": [91, 93]
+        },
+        {
+        "text": "Group A consistently prioritized [position_narrative] while Group B emphasized
+        [position_narrative]",
+        "citations": [95, 97]
+        }
+        ]
+        },
+        {
+        "clauses": [
+        {
+        "text": "Contrasting with groups B and C found common ground on [group_alignment_narrative],
+        while Groups A and C aligned more closely on [group_alignment_narrative]",
+        "citations": [101, 103, 105]
+        }
+        ]
+        }
+        ]
+        }
+        ]
+        }
+    </example>
+    <data>
+        INSERT_DATA_HERE
+    </data>
+</polisAnalysisPrompt>
\ No newline at end of file
diff --git a/server/src/report_experimental/subtaskPrompts/topics.xml b/server/src/report_experimental/subtaskPrompts/topics.xml
new file mode 100644
index 0000000000..dc306362ee
--- /dev/null
+++ b/server/src/report_experimental/subtaskPrompts/topics.xml
@@ -0,0 +1,424 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<polisAnalysisPrompt version="1.0">
+    <metadata>
+        <title>Guide to Analyzing and Reporting A SINGLE TOPIC in Pol.is Conversations</title>
+        <purpose>Generate consistent, evidence-based reports comparing and describing the opinion
+            dynamics of the topic and output valid JSON</purpose>
+    </metadata>
+
+    <criticalInstructions>
+        <instruction>
+            Generate a JSON response that conforms to the provided schema. DO NOT INCLUDE ANY OTHER
+            TEXT.
+        </instruction>
+    </criticalInstructions>
+
+    <definitions>
+        <term name="differences_between_groups">
+            <description>Notable difference in views between groups on a single statement or related
+                set of statements within the topic</description>
+            <threshold>30</threshold>
+            <unit>percent</unit>
+        </term>
+        <term name="consensus">
+            <description>High level of agreement across all groups on a single statement or related
+                set of statements within the topic</description>
+            <threshold>at least 60% in each group</threshold>
+            <unit>percent</unit>
+        </term>
+    </definitions>
+
+    <analysisProcess>
+        <dataProcessing>
+            <step order="1">
+                <name>Analyze Each Group's Positions</name>
+                <calculations>
+                    <calculation>group_positions</calculation>
+                    <calculation>per_group_vote_patterns</calculation>
+                    <pattern>group_distinctive_views</pattern>
+                </calculations>
+            </step>
+            <step order="2">
+                <name>Compare Group Positions</name>
+                <calculations>
+                    <calculation>between_group_differences</calculation>
+                    <calculation>shared_positions</calculation>
+                </calculations>
+            </step>
+            <step order="3">
+                <name>Identify Patterns</name>
+                <patterns>
+                    <pattern>key_divergence_global</pattern>
+                </patterns>
+            </step>
+        </dataProcessing>
+
+        <reportingStructure>
+            <paragraph type="topic_overview_and_consensus">
+                <elements>
+                    <element>overview_topic_divisions</element>
+                    <element>major_divisions_between_groups</element>
+                    <element>differences_between_groups</element>
+                </elements>
+                <criticalInstructions>
+                    <instruction>
+                        In your overview, you must describe the statements on the topic, not the
+                        groups.
+                    </instruction>
+                    <instruction>
+                        You must describe the narrative which emerges from the division, not just a
+                        grabbag of
+                        topics. What are the key themes, values, and ideas that emerge from the
+                        division? What is the narrative that emerges from the division?
+                    </instruction>
+                    <instruction>
+                        If any group group is split, or disagrees, say the votes on statements on
+                        the topic
+                        was split
+                        or divided. Consensus means greater than 60% agreement per group across all
+                        groups.
+                    </instruction>
+                    <instruction>
+                        DO NOT put any percentages in the text. DO NOT put any comment numbers in
+                        the text.
+                    </instruction>
+                </criticalInstructions>
+                <format>
+                    The topic [topic_name] revealed several key patterns in the conversation.
+                    Participants
+                    expressed [strong/moderate/mixed] views on [specific_aspect], with
+                    [description_of_pattern]
+                    emerging as a central theme. The discourse around [topic_name] highlighted
+                    [key_value_or_concern], particularly in relation to [related_subtopic].
+
+                    Within this topic, [specific_subtopic] generated [significant/notable/minimal]
+                    discussion,
+                    with participants [agreeing/disagreeing/divided] on [specific_position]. This
+                    connected to
+                    broader themes of [overarching_theme], especially regarding [specific_aspect].
+                    [Additional_context_if_relevant].
+
+                    The conversation revealed [X] distinct perspectives on [topic_name], ranging
+                    from
+                    [perspective_1] to [perspective_2]. These viewpoints often intersected with
+                    [related_topic_or_theme], particularly when discussing [specific_aspect].
+                    Notable areas
+                    of [consensus/division] included [specific_examples], which highlighted
+                    [pattern_or_insight].
+
+                    [If consensus exists] Common ground emerged around [consensus_point], with
+                    participants
+                    across groups expressing support for [specific_position]. This alignment was
+                    particularly
+                    evident in discussions of [specific_aspect], where
+                    [description_of_consensus_pattern].
+
+                    [If division exists] Key divisions centered on [point_of_contention], with
+                    varying
+                    perspectives on [specific_aspect]. These differences reflected broader
+                    [values/priorities/concerns] within the conversation, particularly regarding
+                    [specific_element].
+                </format>
+                <paragraphInstructions>
+                    <instruction>
+                        This format should provide a comprehensive overview of the topic, including:
+                        - Core themes and patterns
+                        - Specific areas of consensus and division
+                        - Connection to broader conversation themes
+                        - Multiple supporting citations for each claim
+                        - Clear narrative progression
+                        - Balance between specific details and broader patterns
+                    </instruction>
+                    <instruction>
+                        Each major point should be supported by multiple citations, with clear
+                        connections
+                        between related statements and themes.
+                    </instruction>
+                </paragraphInstructions>
+                <length>4-6 sentences per paragraph, with multiple paragraphs as needed to cover the
+                    topic
+                    comprehensively</length>
+            </paragraph>
+            <paragraph type="topic_by_groups">
+                <elements>
+                    <element>voting_patterns</element>
+                    <element>core_beliefs</element>
+                    <element>key_positions</element>
+                    <element>group_relationships</element>
+                    <element>value_priorities</element>
+                </elements>
+                <criticalInstructions>
+                    <instruction>
+                        There will be a variable number of groups. You must analyze how each group
+                        relates to the topic, including both direct comparisons and broader
+                        patterns.
+                    </instruction>
+                    <instruction>
+                        Focus on the substantive differences in how groups understand and approach
+                        the topic, not just agreement levels.
+                    </instruction>
+                    <instruction>
+                        Identify and explain any notable alignments or coalitions between groups
+                        on specific aspects of the topic.
+                    </instruction>
+                </criticalInstructions>
+                <format>
+                    On [topic_name], clear differences emerged between the groups' approaches and
+                    underlying values. Group [A] demonstrated [strong/moderate/mixed]
+                    [agreement/disagreement] with [specific_aspect], reflecting their emphasis on
+                    [value_or_priority]. In contrast, Group [B] approached the topic through the
+                    lens
+                    of [different_value_or_priority], leading to [strong/moderate/mixed]
+                    [agreement/disagreement] with these statements.
+
+                    Group [C]'s perspective aligned more closely with [Group A/B] on
+                    [specific_aspect],
+                    particularly regarding [detailed_position]. However, they diverged notably on
+                    [different_aspect], where their [agreement/disagreement] reflected distinct
+                    [values/priorities/concerns].
+
+                    [If more than three groups] The remaining groups showed varying degrees of
+                    alignment, with Groups [D] and [E] finding common ground on [shared_aspect]
+                    while diverging on [point_of_contention]. This pattern highlighted how
+                    [broader_theme_or_insight] shaped group positions on [topic_name].
+
+                </format>
+                <paragraphInstructions>
+                    <instruction>
+                        Each paragraph should:
+                        - Analyze group positions through their underlying values and priorities
+                        - Identify both expected and unexpected alignments
+                        - Connect specific positions to broader themes
+                        - Support all claims with multiple citations
+                        - Maintain focus on the specific topic while acknowledging broader patterns
+                    </instruction>
+                </paragraphInstructions>
+                <length>3-5 paragraphs, depending on number of groups and complexity of positions</length>
+            </paragraph>
+        </reportingStructure>
+
+        <citationRules>
+            <template>
+                commentId
+            </template>
+            <rules>
+                <rule>minimum_citations_per_clause&gt;1</rule>
+                <rule>maximum_citations_per_clause&gt;10</rule>
+                <rule>include_full_vote_breakdown&gt;false</rule>
+            </rules>
+        </citationRules>
+
+        <validationRequirements>
+            <dataQuality>
+                <requirement>minimum_votes_per_cited_statement&gt;25</requirement>
+            </dataQuality>
+
+            <reportingCompleteness>
+                <requirement>all_groups_represented&gt;true</requirement>
+                <requirement>patterns_explained&gt;true</requirement>
+                <requirement>special_cases_noted&gt;true</requirement>
+            </reportingCompleteness>
+        </validationRequirements>
+
+        <specialCases>
+            <case type="extreme_divergence">
+                <threshold>40</threshold>
+                <handling>
+                    <action>highlight_difference</action>
+                    <action>provide_context</action>
+                    <action>check_related_statements</action>
+                </handling>
+            </case>
+        </specialCases>
+
+        <languageGuidelines>
+            <topicTerms>
+                <term>topic</term>
+                <term>subtopic</term>
+                <term>across</term>
+                <term>between</term>
+                <term>within</term>
+                <term>among</term>
+                <term>around</term>
+                <term>concerning</term>
+                <term>regarding</term>
+            </topicTerms>
+
+            <styleRules>
+                <rule>avoid_repetitive_structures</rule>
+                <rule>connect_ideas_clearly</rule>
+                <rule>maintain_neutral_tone</rule>
+            </styleRules>
+        </languageGuidelines>
+
+        <qualityChecklist>
+            <check>claims_supported_by_data</check>
+            <check>citation_rules_followed</check>
+            <check>groups_fairly_represented</check>
+            <check>patterns_properly_identified</check>
+            <check>special_cases_noted</check>
+            <check>context_provided</check>
+            <check>citations_properly_formatted</check>
+            <check>language_varied_and_clear</check>
+        </qualityChecklist>
+    </analysisProcess>
+
+    <validationRules>
+        <rule>All high/low must be actual values from data</rule>
+        <rule>Each claim requires at least one citation</rule>
+        <rule>Citations must use provided format</rule>
+        <rule>Groups must be referenced by actual group names from data, such as Group A, Group B,
+            etc.</rule>
+        <rule>no percentages from comment data inserted in the text</rule>
+    </validationRules>
+
+    <responseFormat>
+        <condensedJSONSchema>
+            {
+            "id": "topic_overview_and_consensus",
+            "title": "Overview of Topic and Consensus",
+            "paragraphs": [
+            {
+            "id": "string", // e.g. "groups_overview"
+            "title": "string",
+            "sentences": [
+            {
+            "clauses": [
+            {
+            "text": "string",
+            "citations": [
+            123
+            ]
+            }
+            ]
+            }
+            ]
+            }
+            ]
+            }
+        </condensedJSONSchema>
+        <typescriptTypesReference>
+            type Citation = {
+            commentId: number;
+            };
+
+            type Clause = {
+            text: string;
+            citations: Citation[];
+            };
+
+            type Sentence = {
+            clauses: Clause[];
+            };
+
+            type Paragraph = {
+            id: string; // e.g. "topic_overview_and_consensus"
+            title: string;
+            sentences: Sentence[];
+            };
+
+            type Subtask = {
+            id: string;
+            title: string;
+            paragraphs: Paragraph[];
+            };
+        </typescriptTypesReference>
+    </responseFormat>
+    <example>
+        {
+        "id": "topic_overview_and_consensus",
+        "title": "Overview of Topic and Consensus",
+        "paragraphs": [
+        {
+        "id": "topic_overview",
+        "title": "Overview of Topic and Consensus",
+        "sentences": [
+        {
+        "clauses": [
+        {
+        "text": "[topic] is a [topic_overview]",
+        "citations": [12, 15, 23]
+        },
+        {
+        "text": "[topic] is a [topic_overview]",
+        "citations": [25, 31]
+        },
+        {
+        "text": "[topic] is a [topic_overview]",
+        "citations": [45, 48]
+        }
+        ]
+        }
+        ]
+        },
+        {
+        "id": "topic_by_groups",
+        "title": "Differences on [topic]",
+        "sentences": [
+        {
+        "clauses": [
+        {
+        "text": "[topic] is a [topic_overview]",
+        "citations": [52, 54]
+        },
+        {
+        "text": "[topic] is a [topic_overview]",
+        "citations": [61, 63]
+        }
+        ]
+        },
+        {
+        "clauses": [
+        {
+        "text": "[topic] is a [topic_overview]",
+        "citations": [71, 73]
+        },
+        {
+        "text": "[topic] is a [topic_overview]",
+        "citations": [75, 78]
+        }
+        ]
+        },
+        {
+        "clauses": [
+        {
+        "text": "[topic] is a [topic_overview]",
+        "citations": [82, 85, 87]
+        }
+        ]
+        }
+        ]
+        },
+        {
+        "id": "topic_subtopic_analysis",
+        "title": "Subtopic Analysis",
+        "sentences": [
+        {
+        "clauses": [
+        {
+        "text": "[topic] is a [topic_overview]",
+        "citations": [91, 93]
+        },
+        {
+        "text": "[topic] is a [topic_overview]",
+        "citations": [95, 97]
+        }
+        ]
+        },
+        {
+        "clauses": [
+        {
+        "text": "[topic] is a [topic_overview]",
+        "citations": [101, 103, 105]
+        }
+        ]
+        }
+        ]
+        }
+        ]
+        }
+    </example>
+    <data>
+        INSERT_DATA_HERE
+    </data>
+</polisAnalysisPrompt>
\ No newline at end of file
diff --git a/server/src/prompts/report_experimental/subtasks/uncertainty.xml b/server/src/report_experimental/subtaskPrompts/uncertainty.xml
similarity index 97%
rename from server/src/prompts/report_experimental/subtasks/uncertainty.xml
rename to server/src/report_experimental/subtaskPrompts/uncertainty.xml
index e9158e3ccd..e0c47925df 100644
--- a/server/src/prompts/report_experimental/subtasks/uncertainty.xml
+++ b/server/src/report_experimental/subtaskPrompts/uncertainty.xml
@@ -32,6 +32,12 @@
             <threshold>75</threshold>
             <unit>votes</unit>
         </term>
+        <term name="consensus">
+            <description>High level of agreement across all groups on a single statement or related
+                set of statements within the topic</description>
+            <threshold>at least 60% in each group</threshold>
+            <unit>percent</unit>
+        </term>
     </definitions>
 
     <analysisProcess>
@@ -207,6 +213,7 @@
         <rule>Groups must be referenced by actual group names from data</rule>
         <rule>Statements must have minimum vote threshold of 100</rule>
         <rule>High uncertainty defined as &gt;30% pass rate</rule>
+        <rule>no percentages from comment data inserted in the text</rule>
     </validationRules>
 
     <responseFormat>
diff --git a/server/src/prompts/report_experimental/system.xml b/server/src/report_experimental/system.xml
similarity index 100%
rename from server/src/prompts/report_experimental/system.xml
rename to server/src/report_experimental/system.xml
diff --git a/server/src/report_experimental/topics-example/index.ts b/server/src/report_experimental/topics-example/index.ts
new file mode 100644
index 0000000000..4529270a7e
--- /dev/null
+++ b/server/src/report_experimental/topics-example/index.ts
@@ -0,0 +1,78 @@
+// This JSON structure represents topics from the Bowling Green 2050 discussion
+// Each topic includes:
+//   - name: The main topic name
+//   - citations: All comment IDs associated with this topic (including subtopic citations)
+//   - subtopics: Array of subtopics, each with their specific citations
+
+import { sendCommentGroupsSummary } from "../../routes/export";
+import { VertexModel } from "@tevko/sensemaking-tools/src/models/vertex_model";
+import { Sensemaker } from "@tevko/sensemaking-tools/src/sensemaker";
+import { Comment, VoteTally } from "@tevko/sensemaking-tools/src/types";
+import { parse } from "csv-parse";
+
+async function parseCsvString(csvString: string) {
+  return new Promise((resolve, reject) => {
+    const data: Comment[] = [];
+    const parser = parse({
+      columns: true, // Use first row as headers
+      skip_empty_lines: true, // Ignore empty lines
+      relax_column_count: true
+    });
+
+    parser.on("error", (error) => reject(error));
+
+    parser.on("data", (row) => {
+      if (row.moderated == -1) {
+        return;
+      }
+      data.push({
+        text: row.comment_text,
+        id: row["comment-id"].toString(),
+        voteTalliesByGroup: {
+          "group-0": new VoteTally(
+            Number(row["group-0-agree-count"]),
+            Number(row["group-0-disagree-count"]),
+            Number(row["group-0-pass-count"])
+          ),
+          "group-1": new VoteTally(
+            Number(row["group-1-agree-count"]),
+            Number(row["group-1-disagree-count"]),
+            Number(row["group-1-pass-count"])
+          ),
+        },
+      });
+    });
+
+    parser.on("end", () => resolve(data));
+
+    // Write the CSV string to the parser
+    parser.write(csvString);
+    parser.end(); // Signal the end of the input
+  });
+}
+
+export async function getTopicsFromRID(zId: number) {
+  const resp = await sendCommentGroupsSummary(zId, undefined, false);
+  const modified = (resp as string).split("\n");
+  modified[0] = `comment-id,comment_text,total-votes,total-agrees,total-disagrees,total-passes,group-a-votes,group-0-agree-count,group-0-disagree-count,group-0-pass-count,group-b-votes,group-1-agree-count,group-1-disagree-count,group-1-pass-count`;
+  
+  const comments = await parseCsvString(modified.join("\n"));
+  const topics = await new Sensemaker({
+    defaultModel: new VertexModel(
+      "jigsaw-vertex-integration",
+      "us-central1",
+      // "llm-service-account"
+    ),
+  }).learnTopics(comments as Comment[], true);
+  return topics;
+}
+
+
+
+
+
+
+
+
+
+
diff --git a/server/src/routes/export.ts b/server/src/routes/export.ts
index 3a23e68e88..d423abfce8 100644
--- a/server/src/routes/export.ts
+++ b/server/src/routes/export.ts
@@ -335,7 +335,9 @@ export async function sendCommentGroupsSummary(
     agrees: number;
     disagrees: number;
     passes: number;
-    group_aware_consensus: number;
+    group_aware_consensus?: number;
+    comment_extremity?: number;
+    comment_id: number;
   }) => boolean
 ) {
   const csvText = [];
@@ -356,6 +358,9 @@ export async function sendCommentGroupsSummary(
     number
   >;
 
+  const commentExtremity =
+    (pca.asPOJO["pca"]["comment-extremity"] as Array<number>) || [];
+
   // Load comment texts
   const commentRows = (await pgQueryP_readOnly(
     "SELECT tid, txt FROM comments WHERE zid = ($1)",
@@ -366,6 +371,14 @@ export async function sendCommentGroupsSummary(
   // Initialize stats map
   const commentStats = new Map<number, CommentGroupStats>();
 
+  // Create a mapping of tid to extremity index using math tids array
+  const tidToExtremityIndex = new Map();
+  const mathTids = pca.asPOJO.tids; // Array of tids in same order as extremity values
+  commentExtremity.forEach((extremity, index) => {
+    const tid = mathTids[index];
+    tidToExtremityIndex.set(tid, index);
+  });
+
   // Process each group's votes
   for (const groupId of groupIds) {
     const groupVoteStats = groupVotes[groupId];
@@ -486,6 +499,9 @@ export async function sendCommentGroupsSummary(
           disagrees: stats.total_disagrees,
           passes: stats.total_passes,
           group_aware_consensus: groupAwareConsensus[stats.tid],
+          comment_extremity:
+            commentExtremity[tidToExtremityIndex.get(stats.tid)],
+          comment_id: stats.tid,
         }) === true
       ) {
         res.write(row.join(",") + sep);
@@ -501,6 +517,9 @@ export async function sendCommentGroupsSummary(
           disagrees: stats.total_disagrees,
           passes: stats.total_passes,
           group_aware_consensus: groupAwareConsensus[stats.tid],
+          comment_extremity:
+            commentExtremity[tidToExtremityIndex.get(stats.tid)],
+          comment_id: stats.tid,
         }) === true
       ) {
         csvText.push(row.join(",") + sep);
diff --git a/server/src/routes/reportNarrative.ts b/server/src/routes/reportNarrative.ts
index f4b09cb330..c1cde4e806 100644
--- a/server/src/routes/reportNarrative.ts
+++ b/server/src/routes/reportNarrative.ts
@@ -7,11 +7,18 @@ import {
   GenerateContentRequest,
   GoogleGenerativeAI,
 } from "@google/generative-ai";
+import { DynamoDBClient } from "@aws-sdk/client-dynamodb";
+import {
+  PutCommand,
+  QueryCommand,
+  DeleteCommand
+} from "@aws-sdk/lib-dynamodb";
 import { convertXML } from "simple-xml-to-json";
 import fs from "fs/promises";
 import { parse } from "csv-parse/sync";
 import { create } from "xmlbuilder2";
 import { sendCommentGroupsSummary } from "./export";
+import { getTopicsFromRID } from "../report_experimental/topics-example";
 
 const js2xmlparser = require("js2xmlparser");
 
@@ -19,6 +26,66 @@ interface PolisRecord {
   [key: string]: string; // Allow any string keys
 }
 
+const dynamoClient = new DynamoDBClient({ region: process.env.AWS_REGION ?? "us-west-1" });
+const tableName = "report_narrative_store";
+
+const putReportItem = async (item: Record<string, any> | undefined) => {
+  const params = {
+    TableName: tableName,
+    Item: item,
+  };
+
+  const command = new PutCommand(params);
+
+  try {
+    const response = await dynamoClient.send(command);
+    console.log("Item added successfully:", response);
+    return response;
+  } catch (error) {
+    console.error("Error adding item:", error);
+  }
+};
+
+const queryItemsByRidSectionModel = async (rid_section_model: string) => {
+  const params = {
+    TableName: tableName,
+    KeyConditionExpression: "rid_section_model = :rid_section_model",
+    ExpressionAttributeValues: {
+      ":rid_section_model": rid_section_model,
+    },
+  };
+
+  const command = new QueryCommand(params);
+
+  try {
+    const data = await dynamoClient.send(command);
+    console.log("Items retrieved successfully:", data.Items);
+    return data.Items;
+  } catch (error) {
+    console.error("Error querying items:", error);
+  }
+};
+
+const deleteReportItem = async (rid_section_model: string, timestamp: string) => {
+  const params = {
+    TableName: tableName,
+    Key: {
+      rid_section_model: rid_section_model,
+      timestamp: timestamp,
+    },
+  };
+
+  const command = new DeleteCommand(params);
+
+  try {
+    const response = await dynamoClient.send(command);
+    console.log("Item deleted successfully:", response);
+    return response;
+  } catch (error) {
+    console.error("Error deleting item:", error);
+  }
+};
+
 export class PolisConverter {
   static convertToXml(csvContent: string): string {
     // Parse CSV content
@@ -109,9 +176,12 @@ const anthropic = new Anthropic({
 
 const genAI = new GoogleGenerativeAI(process.env.GEMINI_API_KEY as string);
 const gemeniModel = genAI.getGenerativeModel({
-  model: "gemini-1.5-pro-002",
+  // model: "gemini-1.5-pro-002",
+  model: "gemini-exp-1206",
   generationConfig: {
+    // https://cloud.google.com/vertex-ai/docs/reference/rest/v1/GenerationConfig
     responseMimeType: "application/json",
+    maxOutputTokens: 5000, // high for reliability for now.
   },
 });
 
@@ -123,14 +193,19 @@ const getCommentsAsXML = async (
     disagrees: number;
     passes: number;
     group_aware_consensus?: number;
+    comment_extremity?: number;
+    comment_id: number;
   }) => boolean
 ) => {
   try {
     const resp = await sendCommentGroupsSummary(id, undefined, false, filter);
     const xml = PolisConverter.convertToXml(resp as string);
+    // eslint-disable-next-line no-console
+    if (xml.trim().length === 0) console.error("No data has been returned by sendCommentGroupsSummary");
     return xml;
   } catch (e) {
-    return ""; // Return empty string on error to avoid undefined
+    console.error("Error in getCommentsAsXML:", e);
+    throw e; // Re-throw instead of returning empty string
   }
 };
 
@@ -144,35 +219,69 @@ interface ReportSection {
     disagrees: number;
     passes: number;
     group_aware_consensus?: number;
+    comment_extremity?: number;
+    comment_id: number;
   }) => boolean;
 }
 
 // Define the report sections with filters
-const reportSections: ReportSection[] = [
-  {
-    name: "uncertainty",
-    templatePath: "src/prompts/report_experimental/subtasks/uncertainty.xml",
-    // Revert to original simple pass ratio check
-    filter: (v) => v.passes / v.votes >= 0.2,
-  },
-  {
-    name: "group_informed_consensus",
-    templatePath:
-      "src/prompts/report_experimental/subtasks/group_informed_consensus.xml",
-    filter: (v) => (v.group_aware_consensus ?? 0) > 0.7,
-  },
-];
+const getReportSections = (topics: {name: string, citations: number[]}[]) => {
+  return [
+    {
+      name: "uncertainty",
+      templatePath: "src/report_experimental/subtaskPrompts/uncertainty.xml",
+      // Revert to original simple pass ratio check
+      filter: (v: {passes: number, votes: number}) => v.passes / v.votes >= 0.2,
+    },
+    {
+      name: "group_informed_consensus",
+      templatePath:
+        "src/report_experimental/subtaskPrompts/group_informed_consensus.xml",
+      filter: (v: {group_aware_consensus: number}) => (v.group_aware_consensus ?? 0) > 0.7,
+    },
+    {
+      name: "groups",
+      templatePath: "src/report_experimental/subtaskPrompts/groups.xml",
+      filter: (v: {comment_extremity: number}) => {
+        return (v.comment_extremity ?? 0) > 1;
+      },
+    },
+    ...topics.map((topic: {name: string, citations: number[]}) => ({
+      name: `topic_${topic.name.toLowerCase().replace(/\s+/g, "_")}`,
+      templatePath: "src/report_experimental/subtaskPrompts/topics.xml",
+      filter: (v: { comment_id: number }) => {
+        // Check if the comment_id is in the citations array for this topic
+        return topic.citations.includes(v.comment_id);
+      },
+    })),
+  ]
+};
+
+type QueryParams = {
+  [key: string]: string | string[] | undefined;
+};
+
+const isFreshData = (timestamp: string) => {
+  const now = new Date().getTime();
+  const then =  new Date(timestamp).getTime();
+  const elapsed = Math.abs(now - then);
+  return elapsed < ((process.env.MAX_REPORT_CACHE_DURATION as unknown as number) || 3600000);
+}
 
 export async function handle_GET_reportNarrative(
-  req: { p: { rid: string } },
+  req: { p: { rid: string }; query: QueryParams },
   res: Response
 ) {
+  const sectionParam = req.query.section;
+  const modelParam = req.query.model;
+  let tpcs;
   res.writeHead(200, {
     "Content-Type": "text/plain; charset=utf-8",
-    "Transfer-Encoding": "chunked"
+    "Transfer-Encoding": "chunked",
   });
   const { rid } = req.p;
 
+
   res.write(`POLIS-PING: AI bootstrap`);
 
   // @ts-expect-error flush - calling due to use of compression
@@ -185,11 +294,36 @@ export async function handle_GET_reportNarrative(
       return;
     }
 
+    res.write(`POLIS-PING: retrieving topics`);
+
+    // @ts-expect-error flush - calling due to use of compression
+    res.flush();
+    const cachedTopics = await queryItemsByRidSectionModel(`${rid}#topics`);
+
+    if (cachedTopics?.length && isFreshData(cachedTopics[0].timestamp)) {
+      tpcs = cachedTopics[0].report_data
+    } else {
+      if (cachedTopics?.length) {
+        deleteReportItem(cachedTopics[0].rid_section_model, cachedTopics[0].timestamp);
+      }
+      tpcs = await getTopicsFromRID(zid);
+      const reportItemTopics = {
+        rid_section_model: `${rid}#topics`,
+        timestamp: new Date().toISOString(),
+        report_data: tpcs,
+      };
+      
+      putReportItem(reportItemTopics)
+        .then(data => console.log(data))
+        .catch(err => console.error(err));
+    }
+
+    const reportSections = getReportSections(tpcs)
 
     res.write(`POLIS-PING: retrieving system lore`);
 
     const system_lore = await fs.readFile(
-      "src/prompts/report_experimental/system.xml",
+      "src/report_experimental/system.xml",
       "utf8"
     );
 
@@ -197,127 +331,147 @@ export async function handle_GET_reportNarrative(
     res.flush();
 
     for (const section of reportSections) {
-      const fileContents = await fs.readFile(section.templatePath, "utf8");
-      const json = await convertXML(fileContents);
-      const structured_comments = await getCommentsAsXML(zid, section.filter);
-
-      json.polisAnalysisPrompt.children[
-        json.polisAnalysisPrompt.children.length - 1
-      ].data.content = { structured_comments };
-
-      const prompt_xml = js2xmlparser.parse(
-        "polis-comments-and-group-demographics",
-        json
-      );
-
-      const responseClaude = await anthropic.messages.create({
-        model: "claude-3-5-sonnet-20241022",
-        max_tokens: 1000,
-        temperature: 0,
-        system: system_lore,
-        messages: [
-          {
-            role: "user",
-            content: [{ type: "text", text: prompt_xml }],
-          },
-          {
-            role: "assistant",
-            content: [{ type: "text", text: "{" }],
-          },
-        ],
-      });
+      const s = sectionParam
+        ? reportSections.find((s) => s.name === sectionParam) || section
+        : section;
+      const cachedResponseClaude = await queryItemsByRidSectionModel(`${rid}#${s.name}#claude`);
+      const cachedResponseGemini = await queryItemsByRidSectionModel(`${rid}#${s.name}#gemini`);
 
-      const gemeniModelprompt: GenerateContentRequest = {
-        contents: [
-          {
-            parts: [{
-              text: prompt_xml,
-            }],
-            role: "user"
-          },
-        ],
-        systemInstruction: system_lore,
-      };
+      const fileContents = await fs.readFile(s.templatePath, "utf8");
+      const json = await convertXML(fileContents);
+      // @ts-expect-error function args ignore temp
+      const structured_comments = await getCommentsAsXML(zid, s.filter);
+      // send cached response first if avalable
+      if (cachedResponseClaude?.length && cachedResponseGemini?.length && isFreshData(cachedResponseClaude[0].timestamp) && isFreshData(cachedResponseGemini[0].timestamp)) {
+        res.write(
+          JSON.stringify({
+            [s.name]: {
+              responseGemini: cachedResponseGemini[0].report_data,
+              responseClaude: cachedResponseClaude[0].report_data,
+              errors: structured_comments?.trim().length === 0 ? "NO_CONTENT_AFTER_FILTER" : undefined,
+            },
+          })
+        );
+      } else {
+        if (cachedResponseClaude?.length) {
+          deleteReportItem(cachedResponseClaude[0].rid_section_model, cachedResponseClaude[0].timestamp);
+        }
+        if (cachedResponseGemini?.length) {
+          deleteReportItem(cachedResponseGemini[0].rid_section_model, cachedResponseGemini[0].timestamp);
+        }
+        json.polisAnalysisPrompt.children[
+          json.polisAnalysisPrompt.children.length - 1
+        ].data.content = { structured_comments };
+  
+        const prompt_xml = js2xmlparser.parse(
+          "polis-comments-and-group-demographics",
+          json
+        );
+  
+        if ((modelParam as string)?.trim()) {
+          const responseClaude = await anthropic.messages.create({
+            model: "claude-3-5-haiku-20241022",
+            max_tokens: 3000,
+            temperature: 0,
+            system: system_lore,
+            messages: [
+              {
+                role: "user",
+                content: [{ type: "text", text: prompt_xml }],
+              },
+              {
+                role: "assistant",
+                content: [{ type: "text", text: "{" }],
+              },
+            ],
+          });
+          res.write(
+            JSON.stringify({
+              [s.name]: {
+                responseClaude,
+                errors: structured_comments?.trim().length === 0 ? "NO_CONTENT_AFTER_FILTER" : undefined,
+              },
+            })
+          );
+        } else {
+          const responseClaude = await anthropic.messages.create({
+            model: "claude-3-5-sonnet-20241022",
+            max_tokens: 3000,
+            temperature: 0,
+            system: system_lore,
+            messages: [
+              {
+                role: "user",
+                content: [{ type: "text", text: prompt_xml }],
+              },
+              {
+                role: "assistant",
+                content: [{ type: "text", text: "{" }],
+              },
+            ],
+          });
+  
+          const gemeniModelprompt: GenerateContentRequest = {
+            contents: [
+              {
+                parts: [
+                  {
+                    text: prompt_xml,
+                  },
+                ],
+                role: "user",
+              },
+            ],
+            systemInstruction: system_lore,
+          };
+  
+          const respGem = await gemeniModel.generateContent(gemeniModelprompt);
+          const responseGemini = await respGem.response.text();
+  
+          const reportItemClaude = {
+            rid_section_model: `${rid}#${s.name}#claude`,
+            timestamp: new Date().toISOString(),
+            report_data: responseClaude,
+            errors: structured_comments?.trim().length === 0 ? "NO_CONTENT_AFTER_FILTER" : undefined,
+          };
+          
+          putReportItem(reportItemClaude)
+            .then(data => console.log(data))
+            .catch(err => console.error(err));
+  
+          const reportItemGemini = {
+            rid_section_model: `${rid}#${s.name}#gemini`,
+            timestamp: new Date().toISOString(),
+            report_data: responseGemini,
+            errors: structured_comments?.trim().length === 0 ? "NO_CONTENT_AFTER_FILTER" : undefined,
+          };
+          
+          putReportItem(reportItemGemini)
+            .then(data => console.log(data))
+            .catch(err => console.error(err));
+  
+          res.write(
+            JSON.stringify({
+              [s.name]: {
+                responseGemini,
+                responseClaude,
+                errors: structured_comments?.trim().length === 0 ? "NO_CONTENT_AFTER_FILTER" : undefined,
+              },
+            })
+          );
+        }
+      }
 
-      const respGem = await gemeniModel.generateContent(gemeniModelprompt);
-      const responseGemini = await respGem.response.text();
 
-      res.write(JSON.stringify({ [section.name]: { responseGemini, responseClaude } }));
       // @ts-expect-error flush - calling due to use of compression
       res.flush();
-    }
-  
 
-    // Process each section
-    // const sectionResults = await Promise.all(
-    //   reportSections.map(async (section) => {
-    //     const fileContents = await fs.readFile(section.templatePath, "utf8");
-    //     const json = await convertXML(fileContents);
-    //     const structured_comments = await getCommentsAsXML(zid, section.filter);
-
-    //     json.polisAnalysisPrompt.children[
-    //       json.polisAnalysisPrompt.children.length - 1
-    //     ].data.content = { structured_comments };
-
-    //     const prompt_xml = js2xmlparser.parse(
-    //       "polis-comments-and-group-demographics",
-    //       json
-    //     );
-
-    //     const responseClaude = await anthropic.messages.create({
-    //       model: "claude-3-5-sonnet-20241022",
-    //       max_tokens: 1000,
-    //       temperature: 0,
-    //       system: system_lore,
-    //       messages: [
-    //         {
-    //           role: "user",
-    //           content: [{ type: "text", text: prompt_xml }],
-    //         },
-    //         {
-    //           role: "assistant",
-    //           content: [{ type: "text", text: "{" }],
-    //         },
-    //       ],
-    //     });
-
-    //     const gemeniModelprompt: GenerateContentRequest = {
-    //       contents: [
-    //         {
-    //           parts: [{
-    //             text: prompt_xml,
-    //           }],
-    //           role: "user"
-    //         },
-    //         // {
-    //         //   parts: [{
-    //         //     text: prompt_xml,
-    //         //   }],
-    //         //   role: "user"
-    //         // }
-    //       ],
-    //       systemInstruction: system_lore,
-    //     };
-
-    //     const respGem = await gemeniModel.generateContent(gemeniModelprompt);
-    //     const responseGemini = await respGem.response.text();
-
-    //     return {
-    //       [section.name]: {
-    //         responseClaude,
-    //         responseGemini,
-    //       },
-    //     };
-    //   })
-    // );
-
-    // // Combine all section results
-    // const combinedResults = Object.assign({}, ...sectionResults);
-
-    // res.write(JSON.stringify({ narrative: "A narrative report summarizing a polis conversation, Nov 26.", ...combinedResults }));
+      if ((sectionParam as string)?.trim() && sectionParam === s.name) {
+        break;
+      }
+    }
 
     res.end();
-
   } catch (err) {
     const msg =
       err instanceof Error && err.message && err.message.startsWith("polis_")
diff --git a/server/tsconfig.json b/server/tsconfig.json
index c3b4c0b4b9..be2c13b32d 100644
--- a/server/tsconfig.json
+++ b/server/tsconfig.json
@@ -79,5 +79,5 @@
     "typeRoots": ["./node_modules/@types"]
   },
   "include": ["app.ts", "src/**/*", "types/**/*"],
-  "exclude": ["node_modules", "**/*.spec.ts", "dist"]
+  "exclude": ["node_modules", "**/*.spec.ts", "dist", "src/report_experimental/topics-example/lib/**/**"]
 }