diff --git a/packages/api/src/agents/checkpointer.integration.spec.ts b/packages/api/src/agents/checkpointer.integration.spec.ts
index 7c010f2c35..e355650e0e 100644
--- a/packages/api/src/agents/checkpointer.integration.spec.ts
+++ b/packages/api/src/agents/checkpointer.integration.spec.ts
@@ -1,6 +1,6 @@
 import mongoose from 'mongoose';
 import { MongoMemoryServer } from 'mongodb-memory-server';
-import { emptyCheckpoint, INTERRUPT } from '@langchain/langgraph-checkpoint';
+import { emptyCheckpoint, ERROR, INTERRUPT } from '@langchain/langgraph-checkpoint';
 import type { MongoDBSaver } from '@langchain/langgraph-checkpoint-mongodb';
 import {
   getAgentCheckpointer,
@@ -140,8 +140,8 @@ describe('LazyMongoSaver (lazy persistence — mongodb-memory-server)', () => {
 
   it('persists a checkpoint anchored by a NON-interrupt write (delta-channel safety)', async () => {
     // K1/K3: a delta-channel graph can putWrites on a checkpoint that an interrupt
-    // checkpoint then depends on — even without the __interrupt__ marker. Any pending
-    // write must anchor its checkpoint so resume can walk the chain.
+    // checkpoint then depends on — even without the __interrupt__ marker. A write on a
+    // real (non-`__`-prefixed) channel must anchor its checkpoint so resume can walk the chain.
     const saver = await getAgentCheckpointer(MONGO_CFG);
     const threadId = `convo-${new mongoose.Types.ObjectId().toString()}`;
     const { config, checkpoint, metadata } = putArgs(threadId);
@@ -155,6 +155,28 @@ describe('LazyMongoSaver (lazy persistence — mongodb-memory-server)', () => {
     expect(await saver!.getTuple(readConfig(threadId))).toBeDefined();
   });
 
+  it('does NOT persist an error-only checkpoint (failed non-paused turn — no leak)', async () => {
+    // A turn that throws before any pause records a pending write on the `__error__`
+    // bookkeeping channel, then a `put` (probe-confirmed against @langchain/langgraph). That
+    // checkpoint is never HITL-resumable, so the lazy saver must discard it rather than leave
+    // it durable until the next fresh-turn prune / Mongo TTL.
+    const saver = await getAgentCheckpointer(MONGO_CFG);
+    const threadId = `convo-${new mongoose.Types.ObjectId().toString()}`;
+    const { config, checkpoint, metadata } = putArgs(threadId);
+    await saver!.putWrites(
+      { configurable: { thread_id: threadId, checkpoint_ns: '', checkpoint_id: checkpoint.id } },
+      [[ERROR, 'boom']], // '__error__' — bookkeeping channel, not resumable
+      'task-1',
+    );
+    await saver!.put(config, checkpoint, metadata);
+
+    expect(await saver!.getTuple(readConfig(threadId))).toBeUndefined();
+    const count = await mongoose.connection
+      .db!.collection('agent_checkpoints')
+      .countDocuments({ thread_id: threadId });
+    expect(count).toBe(0);
+  });
+
   it('persists an interrupt checkpoint and carries its __interrupt__ pending write', async () => {
     const saver = await getAgentCheckpointer(MONGO_CFG);
     const threadId = `convo-${new mongoose.Types.ObjectId().toString()}`;
@@ -204,4 +226,29 @@ describe('LazyMongoSaver (lazy persistence — mongodb-memory-server)', () => {
     const state = await pauseGraph.getState({ configurable: { thread_id: tPause } });
     expect(state.next.length).toBeGreaterThan(0); // the interrupted node is still pending → resumable
   });
+
+  it('end-to-end: a real graph that THROWS before pausing persists no checkpoint', async () => {
+    // F2: a failed non-paused turn records an `__error__` pending write + a put. The lazy
+    // saver must discard it so a conversation that errors (and is never retried) leaves nothing
+    // durable behind — the clean-path prune that used to catch this was removed.
+    const { StateGraph, START, END, Annotation } = await import('@langchain/langgraph');
+    const saver = await getAgentCheckpointer(MONGO_CFG);
+    const coll = mongoose.connection.db!.collection('agent_checkpoints');
+
+    const State = Annotation.Root({ x: Annotation });
+    const boomGraph = new StateGraph(State)
+      .addNode('a', () => {
+        throw new Error('boom');
+      })
+      .addEdge(START, 'a')
+      .addEdge('a', END)
+      .compile({ checkpointer: saver as never });
+
+    const tErr = `convo-${new mongoose.Types.ObjectId().toString()}`;
+    await expect(
+      boomGraph.invoke({ x: 'start' }, { configurable: { thread_id: tErr }, durability: 'exit' }),
+    ).rejects.toThrow('boom');
+
+    expect(await coll.countDocuments({ thread_id: tErr })).toBe(0);
+  });
 });
diff --git a/packages/api/src/agents/checkpointer.ts b/packages/api/src/agents/checkpointer.ts
index 3eeffb879a..bdab468802 100644
--- a/packages/api/src/agents/checkpointer.ts
+++ b/packages/api/src/agents/checkpointer.ts
@@ -1,5 +1,6 @@
 import mongoose from 'mongoose';
 import { logger } from '@librechat/data-schemas';
+import { INTERRUPT } from '@langchain/langgraph-checkpoint';
 import { MongoDBSaver } from '@langchain/langgraph-checkpoint-mongodb';
 import type { Checkpoint, CheckpointMetadata, PendingWrite } from '@langchain/langgraph-checkpoint';
 import type { TCheckpointerConfig } from 'librechat-data-provider';
@@ -41,9 +42,27 @@ const WRITE_ANCHOR_SWEEP_THRESHOLD = 1024;
 const WRITE_ANCHOR_STALE_MS = 5 * 60 * 1000;
 
 /**
- * A `MongoDBSaver` that persists ONLY checkpoints carrying pending writes — an interrupt
- * (a HITL pause) or a delta-channel anchor — and discards the no-write checkpoint LangGraph
- * writes on a CLEAN exit.
+ * Does a pending-write batch make its checkpoint worth persisting for resume? True if it carries
+ * an interrupt (the HITL pause that resume targets) or any real state/delta channel write (a value
+ * a later checkpoint's resume depends on). False for pure bookkeeping batches — `__error__`
+ * (a failed, non-paused turn), `__scheduled__`, `__resume__` — which are never HITL-resumable, so
+ * persisting their checkpoint would only leak storage until the next prune / Mongo TTL.
+ *
+ * `INTERRUPT` is the one `__`-prefixed channel that IS resume-worthy; every other `__…__` channel
+ * is langgraph bookkeeping. Constants verified against `@langchain/langgraph-checkpoint`.
+ */
+function hasResumableWrite(writes: PendingWrite[]): boolean {
+  return (writes ?? []).some(([channel]) => {
+    const name = String(channel);
+    return name === INTERRUPT || !name.startsWith('__');
+  });
+}
+
+/**
+ * A `MongoDBSaver` that persists ONLY checkpoints carrying a {@link hasResumableWrite resumable}
+ * pending write — an interrupt (a HITL pause) or a real-channel/delta anchor — and discards both
+ * the no-write checkpoint LangGraph writes on a CLEAN exit and the bookkeeping-only checkpoint of
+ * a failed (non-paused) turn.
  *
  * **Why.** With `durability: 'exit'` (set by the SDK whenever a checkpointer is active) the
  * graph persists exactly one checkpoint at the exit boundary on EVERY run — paused or not.
@@ -52,26 +71,43 @@ const WRITE_ANCHOR_STALE_MS = 5 * 60 * 1000;
  * so the clean (write-less) exit checkpoint is pure write+delete churn on the common path.
  * This saver skips it.
  *
- * **How it tells them apart** (verified empirically against `@langchain/langgraph`): LangGraph
+ * **How it tells them apart** (verified empirically with throwaway runnable probes against
+ * `@langchain/langgraph@1.4`, not source-reading): under `durability: 'exit'` LangGraph
  * calls `putWrites` for a checkpoint BEFORE the `put` that creates it, with `config.checkpoint_id`
- * equal to that `put`'s `checkpoint.id`. An interrupt records `INTERRUPT` ("__interrupt__")
- * writes; a delta-channel graph records its delta writes (and may anchor them on a synthetic
- * parent checkpoint that the interrupt checkpoint then points at). A CLEAN exit produces a
- * checkpoint with NO pending writes. So we record the checkpoint id of ANY `putWrites` and
- * persist a `put` only when its `checkpoint.id` was so marked — which keeps interrupt
- * checkpoints AND any delta-anchor parents (resume can walk the chain), while still dropping
- * the write-less clean-exit checkpoint. Keying on the globally-unique checkpoint id (NOT
- * thread_id) stays correct even when two runs race on the same conversation (`thread_id`).
+ * equal to that `put`'s `checkpoint.id`. An interrupt records an `INTERRUPT` ("__interrupt__")
+ * write; a delta-channel graph records its delta writes on a real (non-`__`-prefixed) channel.
+ * A CLEAN exit produces a checkpoint with NO pending writes. So we record the checkpoint id of
+ * each `putWrites` that carries a {@link hasResumableWrite resumable} write and persist a `put`
+ * only when its `checkpoint.id` was so marked — which keeps interrupt checkpoints AND any
+ * real-channel/delta anchors (resume can walk the chain), while dropping the write-less clean
+ * exit. Keying on the globally-unique checkpoint id (NOT thread_id) stays correct even when two
+ * runs race on the same conversation (`thread_id`).
  *
- * For LibreChat's agent graph (standard `Annotation` channels, no `DeltaChannel`) a clean run
- * makes no `putWrites` at all, so this is effectively interrupt-only and the common path
- * writes nothing; the broader "has pending writes" rule just makes it robust to delta graphs.
+ * **Why "resumable" and not "any" write.** A non-paused turn that ERRORS still records a pending
+ * write — on the `__error__` bookkeeping channel — followed by a `put` (probe-confirmed). Anchoring
+ * on *any* write would persist that failed-turn checkpoint, and since the clean-path prune was
+ * removed it would linger until the next fresh turn or the TTL. An errored turn is never
+ * HITL-resumable, so {@link hasResumableWrite} excludes bookkeeping-only batches (`__error__`,
+ * `__scheduled__`, `__resume__`) and the checkpoint is discarded at the source — no leak.
  *
- * **Correctness.** Checkpoints with pending writes (interrupt + delta-anchor) and the writes
- * themselves persist exactly as before, so resume is unchanged. The no-write clean checkpoint
- * was only ever written-then-pruned, so not writing it is observationally equivalent; the
- * pre-run prune + Mongo TTL remain the backstops. `getTuple`/`list`/`deleteThread`/`setup`
- * are inherited.
+ * For LibreChat's agent graph (standard `Annotation`/`MessagesAnnotation` channels, no
+ * `DeltaChannel` — grep-confirmed in `@librechat/agents`) a clean run makes no `putWrites` at all,
+ * so this is effectively interrupt-only and the common path writes nothing; the broader
+ * real-channel rule just keeps it honest for delta graphs.
+ *
+ * **Invariant.** Correctness depends on `durability: 'exit'` (which the SDK sets whenever a
+ * checkpointer is active): exactly one parentless boundary checkpoint per run, with its
+ * `putWrites` ordered before its `put`. Under per-step durability LangGraph instead emits
+ * `put`-before-`putWrites` for chained checkpoints — the anchor would arrive too late and a
+ * checkpoint could be wrongly discarded. The SDK never runs HITL that way; if that ever changes,
+ * this saver must be revisited (a parent-based guard is NOT viable — a resumed turn's clean
+ * completion is itself a parented, write-less checkpoint that we correctly discard).
+ *
+ * **Correctness.** Checkpoints with resumable writes (interrupt + real-channel/delta anchor) and
+ * the writes themselves persist exactly as before, so resume is unchanged. The write-less clean
+ * checkpoint (and the now-discarded error-only checkpoint) was only ever written-then-pruned, so
+ * not writing it is observationally equivalent; the pre-run prune + Mongo TTL remain the
+ * backstops. `getTuple`/`list`/`deleteThread`/`setup` are inherited.
  */
 export class LazyMongoSaver extends MongoDBSaver {
   /** checkpoint id → time the `putWrites` flagging it arrived; each consumed by its `put`. */
@@ -83,9 +119,11 @@ export class LazyMongoSaver extends MongoDBSaver {
     taskId: string,
   ): Promise<void> {
     const checkpointId = config.configurable?.checkpoint_id as string | undefined;
-    if (checkpointId) {
-      // A checkpoint that receives ANY pending writes must be persisted by its `put`: an
-      // interrupt, or a delta-channel anchor whose writes a later checkpoint depends on.
+    if (checkpointId && hasResumableWrite(writes)) {
+      // Anchor only checkpoints whose writes matter for resume: an interrupt (a HITL pause),
+      // or a real state/delta channel a later checkpoint depends on. Bookkeeping-only batches
+      // (e.g. `__error__` from a failed, non-paused turn) are NOT anchored, so their checkpoint
+      // is discarded by `put` rather than leaking until the next prune / Mongo TTL.
       this.recordWriteAnchor(checkpointId);
     }
     return super.putWrites(config, writes, taskId);
@@ -97,10 +135,12 @@ export class LazyMongoSaver extends MongoDBSaver {
     metadata: CheckpointMetadata,
   ): Promise<RunnableConfig> {
     if (this.writeAnchorIds.delete(checkpoint.id)) {
-      // Has pending writes (interrupt / delta anchor) — persist so resume can read it.
+      // Carries a resumable write (interrupt / real-channel delta anchor) — persist so resume
+      // can read it.
       return super.put(config, checkpoint, metadata);
     }
-    // No pending writes ⇒ a clean exit: discard. Return the config LangGraph expects
+    // No resumable writes ⇒ a clean exit (a non-paused completion, a resumed turn's clean
+    // finish, or an error-only checkpoint): discard. Return the config LangGraph expects
     // (pointing at the checkpoint it believes was saved) so the run finishes normally;
     // nothing durable is written.
     return {