diff --git a/ui/litellm-dashboard/src/components/lens/traces/detail/conversation/TraceConversation.integration.test.tsx b/ui/litellm-dashboard/src/components/lens/traces/detail/conversation/TraceConversation.integration.test.tsx
index 2c21dbb61a6..ea1e1b649d0 100644
--- a/ui/litellm-dashboard/src/components/lens/traces/detail/conversation/TraceConversation.integration.test.tsx
+++ b/ui/litellm-dashboard/src/components/lens/traces/detail/conversation/TraceConversation.integration.test.tsx
@@ -477,6 +477,63 @@ describe("TraceConversation", () => {
     expect(screen.queryByText("End of conversation")).not.toBeInTheDocument();
   });
 
+  it("retains readable split results and retries only the oversized span", async () => {
+    const user = userEvent.setup();
+    const oversized = { ...tool, span_id: "oversized", name: "Large result", start_offset_ms: 2 };
+    const later = { ...tool, span_id: "later", name: "Later result", start_offset_ms: 3 };
+    const readLarge = vi
+      .fn()
+      .mockRejectedValueOnce(new ApiError("Content too large", 413, {}))
+      .mockRejectedValueOnce(new ApiError("Content too large", 413, {}))
+      .mockResolvedValue([{ ...toolDetail, span_id: "oversized" }]);
+    vi.mocked(agentTraceSpansCall).mockImplementation(async (_token, _trace, ids) => {
+      if (ids.length > 1) throw new ApiError("Content too large", 413, {});
+      if (ids[0] === "oversized") return readLarge();
+      return [ids[0] === "root" ? rootDetail : { ...toolDetail, span_id: ids[0] }];
+    });
+    renderWithProviders(
+      <TraceConversation
+        trace={{ ...trace, spans: [root, tool, oversized, later] } as Trace}
+        accessToken="test"
+        onOpenStep={vi.fn()}
+      />,
+    );
+    expect(await screen.findByRole("alert")).toHaveTextContent("starting at Large result");
+    expect(screen.getByText("Read the release notes")).toBeVisible();
+    expect(screen.getByRole("button", { name: "Expand read_file tool call" })).toBeVisible();
+    expect(screen.queryByText("The release is ready")).not.toBeInTheDocument();
+    const firstRequests = vi.mocked(agentTraceSpansCall).mock.calls.length;
+
+    await user.click(screen.getByRole("button", { name: "Retry batch" }));
+    await waitFor(() => expect(readLarge).toHaveBeenCalledTimes(2));
+    expect(screen.getByRole("alert")).toHaveTextContent("starting at Large result");
+    expect(screen.getByRole("button", { name: "Expand read_file tool call" })).toBeVisible();
+    await user.click(screen.getByRole("button", { name: "Retry batch" }));
+    expect(await screen.findByText("The release is ready")).toBeVisible();
+    expect(screen.queryByRole("alert")).not.toBeInTheDocument();
+    expect(
+      vi
+        .mocked(agentTraceSpansCall)
+        .mock.calls.slice(firstRequests)
+        .map((call) => call[2]),
+    ).toEqual([["oversized"], ["oversized"]]);
+  });
+
+  it("shows conflicting argument evidence beside arguments even with a recorded output", async () => {
+    const user = userEvent.setup();
+    vi.mocked(agentTraceSpansCall).mockResolvedValue([
+      rootDetail,
+      { ...toolDetail, attributes: { "lens.content.input_status": "conflicting" } },
+    ]);
+    renderWithProviders(<TraceConversation trace={trace} accessToken="test" onOpenStep={vi.fn()} />);
+    await user.click(await screen.findByRole("button", { name: "Expand read_file tool call" }));
+    expect(
+      screen.getByText("Conflicting tool arguments were recorded. Inspect the capture source spans."),
+    ).toBeVisible();
+    expect(screen.getByText("CHANGELOG.md")).toBeVisible();
+    expect(screen.getByText("All checks passed")).toBeVisible();
+  });
+
   it("shows a missing step explicitly and lets the user retry it", async () => {
     const user = userEvent.setup();
     vi.mocked(agentTraceSpanCall).mockRejectedValueOnce(new Error("temporarily unavailable"));
diff --git a/ui/litellm-dashboard/src/components/lens/traces/detail/conversation/TraceConversation.tsx b/ui/litellm-dashboard/src/components/lens/traces/detail/conversation/TraceConversation.tsx
index daf695451c1..c44d54b557b 100644
--- a/ui/litellm-dashboard/src/components/lens/traces/detail/conversation/TraceConversation.tsx
+++ b/ui/litellm-dashboard/src/components/lens/traces/detail/conversation/TraceConversation.tsx
@@ -138,11 +138,11 @@ function ConversationFeedback({
   return (
     <>
       {entries.map(
-        ({ query, span }) =>
-          query.isError && (
+        ({ failed, retry, span }) =>
+          failed && (
             <div key={span.span_id} role="alert" className="rounded-md border p-3 text-sm">
               Could not load conversation content starting at {span.name}. Retry this batch to continue.
-              <Button variant="outline" size="sm" className="mt-2" onClick={() => query.refetch()}>
+              <Button variant="outline" size="sm" className="mt-2" onClick={() => retry()}>
                 Retry batch
               </Button>
             </div>
@@ -345,6 +345,7 @@ function ConversationTool({ item, onOpenStep }: { item: ConversationItem; onOpen
       {open && (
         <div className="min-w-0 space-y-3 border-t px-3 py-3">
           {item.toolCall && <ToolArguments args={item.toolCall.args} />}
+          {item.inputWarning && <p className="text-sm text-muted-foreground">{item.inputWarning}</p>}
           {item.span.error && item.span.error !== item.toolResult && (
             <p className="text-sm text-destructive">{item.span.error}</p>
           )}
diff --git a/ui/litellm-dashboard/src/components/lens/traces/detail/conversation/conversation.ts b/ui/litellm-dashboard/src/components/lens/traces/detail/conversation/conversation.ts
index 35aa18d5740..ecc6df31a02 100644
--- a/ui/litellm-dashboard/src/components/lens/traces/detail/conversation/conversation.ts
+++ b/ui/litellm-dashboard/src/components/lens/traces/detail/conversation/conversation.ts
@@ -122,6 +122,7 @@ export interface ConversationItem {
   toolCall?: TraceToolCall;
   toolResult?: string;
   toolAttempt?: { isError: boolean };
+  inputWarning?: string;
   contentWarning?: string;
   agentId?: string;
   agentName?: string;
@@ -159,12 +160,16 @@ function toolItem(
       ? detail.output_ui.text
       : prettyPayload(detail.output) || contentText(detail.output, detail.output_ui);
   const status = detail.attributes["lens.content.output_status"];
+  const inputWarning =
+    detail.attributes["lens.content.input_status"] === "conflicting"
+      ? "Conflicting tool arguments were recorded. Inspect the capture source spans."
+      : undefined;
   const contentWarning = (() => {
     if (status === "conflicting") return "Conflicting tool outputs were recorded. Inspect the capture source spans.";
     if (status === "recorded" && !result) return "The recorded result is empty.";
     return undefined;
   })();
-  return { id: span.span_id, span, messages: [], toolCall: call, toolResult: result, contentWarning };
+  return { id: span.span_id, span, messages: [], toolCall: call, toolResult: result, inputWarning, contentWarning };
 }
 
 interface ConversationEvent {
diff --git a/ui/litellm-dashboard/src/components/lens/traces/detail/conversation/useConversationDetails.ts b/ui/litellm-dashboard/src/components/lens/traces/detail/conversation/useConversationDetails.ts
index 843169218e5..ae2312e94c7 100644
--- a/ui/litellm-dashboard/src/components/lens/traces/detail/conversation/useConversationDetails.ts
+++ b/ui/litellm-dashboard/src/components/lens/traces/detail/conversation/useConversationDetails.ts
@@ -5,14 +5,24 @@ import { useTracesApi, type TracesApi } from "../../api";
 import type { Span, SpanDetail, Trace } from "../../types";
 import { CONVERSATION_PAGE_SIZE, conversationSteps } from "./conversation";
 
-async function readBatch(traces: TracesApi, traceId: string, ids: string[], traceRef?: string): Promise<SpanDetail[]> {
+interface BatchResult {
+  details: SpanDetail[];
+  failedIds: string[];
+}
+
+async function readBatch(traces: TracesApi, traceId: string, ids: string[], traceRef?: string): Promise<BatchResult> {
   try {
-    return await traces.spans(traceId, ids, traceRef);
+    const details = await traces.spans(traceId, ids, traceRef);
+    const returned = new Set(details.map((detail) => detail.span_id));
+    return { details, failedIds: ids.filter((id) => !returned.has(id)) };
   } catch (error) {
-    if (!(error instanceof ApiError) || error.status !== 413 || ids.length <= 1) throw error;
+    if (!(error instanceof ApiError) || error.status !== 413 || ids.length <= 1) {
+      return { details: [], failedIds: ids };
+    }
     const middle = Math.ceil(ids.length / 2);
     const first = await readBatch(traces, traceId, ids.slice(0, middle), traceRef);
-    return [...first, ...(await readBatch(traces, traceId, ids.slice(middle), traceRef))];
+    const second = await readBatch(traces, traceId, ids.slice(middle), traceRef);
+    return { details: [...first.details, ...second.details], failedIds: [...first.failedIds, ...second.failedIds] };
   }
 }
 
@@ -26,16 +36,18 @@ export function useConversationDetails(trace: Trace, accessToken: string) {
   const batchQuery = useCallback(
     (batch: Span[]) => {
       const ids = batch.map((span) => span.span_id);
+      const queryKey = ["agentTraceContents", traceId, traceRef, ids, spanCount, accessToken];
       return {
-        queryKey: ["agentTraceContents", traceId, traceRef, ids, spanCount, accessToken],
-        queryFn: async (): Promise<SpanDetail[]> => {
-          const details = await readBatch(traces, traceId, ids, traceRef);
-          const returned = new Set(details.map((detail) => detail.span_id));
-          if (ids.some((id) => !returned.has(id))) throw new Error("Some requested spans are unavailable");
-          for (const detail of details) {
+        queryKey,
+        queryFn: async (): Promise<BatchResult> => {
+          const previous = queryClient.getQueryData<BatchResult>(queryKey);
+          const retained = previous?.failedIds.length ? previous.details : [];
+          const pending = previous?.failedIds.length ? previous.failedIds : ids;
+          const result = await readBatch(traces, traceId, pending, traceRef);
+          for (const detail of result.details) {
             queryClient.setQueryData(["agentTraceSpan", traceId, traceRef, detail.span_id, accessToken], detail);
           }
-          return details;
+          return { details: [...retained, ...result.details], failedIds: result.failedIds };
         },
         staleTime: 30_000,
         retry: false as const,
@@ -48,10 +60,9 @@ export function useConversationDetails(trace: Trace, accessToken: string) {
     visible.slice(index * CONVERSATION_PAGE_SIZE, (index + 1) * CONVERSATION_PAGE_SIZE),
   );
   const queries = useQueries({ queries: batches.map(batchQuery) });
-  const unresolvedIndex = queries.findIndex((query) => !query.isSuccess);
-  const loadedCount = unresolvedIndex < 0 ? queries.length : unresolvedIndex;
+  const complete = queries.every((query) => query.isSuccess && query.data.failedIds.length === 0);
   const details = new Map(
-    queries.slice(0, loadedCount).flatMap((query) => query.data!.map((detail) => [detail.span_id, detail] as const)),
+    queries.flatMap((query) => (query.data?.details ?? []).map((detail) => [detail.span_id, detail] as const)),
   );
   const loadMore = useCallback(
     async (signal: AbortSignal) => {
@@ -64,10 +75,14 @@ export function useConversationDetails(trace: Trace, accessToken: string) {
   );
   return {
     details,
-    entries: batches.map((batch, index) => ({ span: batch[0], query: queries[index] })),
-    complete: loadedCount === batches.length && visible.length === steps.length,
+    entries: batches.map((batch, index) => ({
+      span: batch.find((span) => queries[index].data?.failedIds.includes(span.span_id)) ?? batch[0],
+      failed: queries[index].isError || Boolean(queries[index].data?.failedIds.length),
+      retry: queries[index].refetch,
+    })),
+    complete: complete && visible.length === steps.length,
     loading: queries.some((query) => query.isPending),
-    failed: queries.some((query) => query.isError),
+    failed: queries.some((query) => query.isError || Boolean(query.data?.failedIds.length)),
     hasMore: visible.length < steps.length,
     loadMore,
   };