diff --git a/CHANGELOG.md b/CHANGELOG.md
index ab05bf4..06b34fd 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,16 @@
 # Changelog
 
+## Unreleased
+
+### Changed
+
+- A block whose offload preview would tell the model too little now stays in view: prose, whose
+  digest was reopened 34 to 80% of the time for no net saving, and output under 2 KB whose only
+  preview is its first line. On held-out recorded sessions this halves reopens on the Claude Code
+  mod's path, from 4.5 to 2.3 per session, and lowers its context saving from 8.6% to 5.2% of tool
+  output. Repeats, JSON relevance splits and opt-in prose mode offload as before.
+- `secondwind eval --blocks` records each offload's preview kind.
+
 ## v0.5.0
 
 ### Upgrade notes
diff --git a/crates/cli/src/main.rs b/crates/cli/src/main.rs
index 953d9c5..d075d96 100644
--- a/crates/cli/src/main.rs
+++ b/crates/cli/src/main.rs
@@ -971,6 +971,7 @@ fn eval(
                         "raw": block.raw_tokens, "sent": block.sent_tokens,
                         "reopened": block.reopened, "faithful": block.faithful,
                         "ctx": block.context_tokens, "after": block.turns_after,
+                        "preview": block.preview,
                     });
                     let _ = writeln!(out, "{line}");
                 }
diff --git a/crates/optimize/src/cachecost.rs b/crates/optimize/src/cachecost.rs
index e52d30c..74f6c44 100644
--- a/crates/optimize/src/cachecost.rs
+++ b/crates/optimize/src/cachecost.rs
@@ -111,7 +111,7 @@ mod tests {
         (0..40)
             .map(|i| {
                 format!(
-                    "The handler_{i} module validates each request against the session store first. "
+                    "fn handler_{i}(request: &Request) -> Result<Response> {{ validate(request, {i}) }}\n"
                 )
             })
             .collect()
diff --git a/crates/optimize/src/counterfactual.rs b/crates/optimize/src/counterfactual.rs
index 0c4590e..7e9e97b 100644
--- a/crates/optimize/src/counterfactual.rs
+++ b/crates/optimize/src/counterfactual.rs
@@ -147,6 +147,8 @@ pub struct BlockOutcome {
     pub context_tokens: u64,
     // Assistant turns after this result: how many times its tokens are read again.
     pub turns_after: usize,
+    // For an offload, the kind of preview the model saw in its place.
+    pub preview: &'static str,
 }
 
 #[derive(Default, Clone, Copy)]
@@ -282,6 +284,11 @@ pub fn evaluate(
                 faithful,
                 context_tokens: next_context[ti],
                 turns_after: assistant_after[ti],
+                preview: if outcome == "offload" {
+                    preview_kind(&sent)
+                } else {
+                    ""
+                },
             });
         }
     }
@@ -334,6 +341,27 @@ fn same_content(back: &str, original: &str) -> bool {
     }
 }
 
+// The preview an offload stub carries, read from its label, so it names what the model saw.
+pub fn preview_kind(stub: &str) -> &'static str {
+    let label = stub.lines().next().unwrap_or("");
+    const KINDS: [(&str, &str); 7] = [
+        ("offloaded, diff summary", "diff summary"),
+        ("offloaded, match map", "match map"),
+        ("offloaded, code outline", "code outline"),
+        ("offloaded, content table", "content table"),
+        ("offloaded, json index", "json index"),
+        ("offloaded, prose digest", "prose digest"),
+        ("offloaded, preview:", "head"),
+    ];
+    if let Some((_, kind)) = KINDS.iter().find(|(tag, _)| label.contains(tag)) {
+        return kind;
+    }
+    if stub.contains("less relevant to the query") {
+        return "relevance split";
+    }
+    "other"
+}
+
 // What produced a result: the tool, and for a shell call the program whose output it is.
 pub fn command_class(tool: &str, input: Option<&str>) -> String {
     if tool != "Bash" {
diff --git a/crates/optimize/src/lib.rs b/crates/optimize/src/lib.rs
index cb0291c..cb11e33 100644
--- a/crates/optimize/src/lib.rs
+++ b/crates/optimize/src/lib.rs
@@ -97,6 +97,8 @@ pub enum KeptReason {
     DetectorFired,
     // Duplicate JSON keys: ambiguous, so kept verbatim rather than compressed.
     DuplicateKeys,
+    // Its offload preview would tell the model too little (offload::worth_offloading).
+    ThinPreview,
 }
 
 impl KeptReason {
@@ -114,6 +116,7 @@ impl KeptReason {
             KeptReason::NoNetSaving(netcost::Reason::UnknownModel) => "no_saving_unknown_model",
             KeptReason::DetectorFired => "detector",
             KeptReason::DuplicateKeys => "duplicate_keys",
+            KeptReason::ThinPreview => "thin_preview",
         }
     }
 }
@@ -701,6 +704,11 @@ impl Optimizer {
                 reason: KeptReason::NotApplicable,
             };
         }
+        if !offload::worth_offloading(raw) {
+            return Outcome::KeptVerbatim {
+                reason: KeptReason::ThinPreview,
+            };
+        }
         let offloaded = match self.store.offload(raw) {
             Ok(offloaded) => offloaded,
             Err(_) => {
@@ -1062,7 +1070,7 @@ mod tests {
         // when allowed; without a resolver stays verbatim rather than emit a marker nothing could resolve.
         let mut seed = 0xabcd_1234u32;
         let mut raw = String::new();
-        for _ in 0..30 {
+        for _ in 0..80 {
             seed = seed.wrapping_mul(1664525).wrapping_add(1013904223);
             let a = seed;
             seed = seed.wrapping_mul(1664525).wrapping_add(1013904223);
diff --git a/crates/optimize/src/offload.rs b/crates/optimize/src/offload.rs
index efbf6b3..8e9e2e9 100644
--- a/crates/optimize/src/offload.rs
+++ b/crates/optimize/src/offload.rs
@@ -348,46 +348,98 @@ fn preview_budget(body_len: usize) -> usize {
     ((body_len as f64 * PREVIEW_FRACTION) as usize).max(MIN_PREVIEW_BYTES)
 }
 
+// Which preview an offload stub carries in place of the block.
+#[derive(Clone, Copy, PartialEq, Eq, Debug)]
+pub enum PreviewKind {
+    DiffSummary,
+    MatchMap,
+    CodeOutline,
+    ContentTable,
+    JsonIndex,
+    ProseDigest,
+    Head,
+}
+
+// A small block whose only preview is its first line stays in view under this size.
+const MIN_HEAD_OFFLOAD_BYTES: usize = 2048;
+
+// Whether the preview tells the model enough for offloading to pay. On 1,491 recorded sessions a
+// prose digest was reopened 34 to 80% of the time for no net saving, and a bare head hides the
+// result of a short check the model has to read.
+pub fn worth_offloading(raw: &str) -> bool {
+    let canonical = canonical_of(raw);
+    if canonical.len() < MIN_OFFLOAD_BYTES {
+        return true;
+    }
+    match preview_of(&canonical).0 {
+        PreviewKind::ProseDigest => false,
+        PreviewKind::Head => canonical.len() >= MIN_HEAD_OFFLOAD_BYTES,
+        _ => true,
+    }
+}
+
 fn preview(canonical: &str) -> String {
+    preview_of(canonical).1
+}
+
+fn preview_of(canonical: &str) -> (PreviewKind, String) {
     let budget = preview_budget(canonical.len());
     if let Some(summary) = diff_summary(canonical, budget) {
-        return format!(
-            "[{} bytes offloaded, diff summary, call resolve for the full patch]\n{summary}",
-            canonical.len()
+        return (
+            PreviewKind::DiffSummary,
+            format!(
+                "[{} bytes offloaded, diff summary, call resolve for the full patch]\n{summary}",
+                canonical.len()
+            ),
         );
     }
     if let Some(map) = crate::search::location_map(canonical, budget) {
-        return format!(
-            "[{} bytes offloaded, match map, call resolve for the matched lines]\n{map}",
-            canonical.len()
+        return (
+            PreviewKind::MatchMap,
+            format!(
+                "[{} bytes offloaded, match map, call resolve for the matched lines]\n{map}",
+                canonical.len()
+            ),
         );
     }
     if let Some(outline) = crate::outline::outline(canonical, budget) {
-        return format!(
-            "[{} bytes offloaded, code outline, call resolve for the full body]\n{outline}",
-            canonical.len()
+        return (
+            PreviewKind::CodeOutline,
+            format!(
+                "[{} bytes offloaded, code outline, call resolve for the full body]\n{outline}",
+                canonical.len()
+            ),
         );
     }
     // Record arrays: show the short scalar content as a readable table so the agent answers common
     // lookups inline; long/boilerplate fields and overflow rows stay recoverable through resolve.
     if let Some(table) = content_table(canonical) {
-        return table;
+        return (PreviewKind::ContentTable, table);
     }
     // Index shape, never values, so the model can't answer a value from the preview and must resolve.
     if let Some(index) = json_index(canonical, budget) {
-        return format!(
-            "[{} bytes offloaded, json index, values omitted, call resolve for any value]\n{index}",
-            canonical.len()
+        return (
+            PreviewKind::JsonIndex,
+            format!(
+                "[{} bytes offloaded, json index, values omitted, call resolve for any value]\n{index}",
+                canonical.len()
+            ),
         );
     }
     if let Some(digest) = crate::prose::digest(canonical, crate::prose::budget(canonical.len())) {
-        return format!(
-            "[{} bytes offloaded, prose digest: some sentences verbatim, each \u{2026} a gap, call resolve for the full text]\n{digest}",
-            canonical.len()
+        return (
+            PreviewKind::ProseDigest,
+            format!(
+                "[{} bytes offloaded, prose digest: some sentences verbatim, each \u{2026} a gap, call resolve for the full text]\n{digest}",
+                canonical.len()
+            ),
         );
     }
     let head: String = canonical.chars().take(80).collect();
-    format!("[{} bytes offloaded, preview: {head} ...]", canonical.len())
+    (
+        PreviewKind::Head,
+        format!("[{} bytes offloaded, preview: {head} ...]", canonical.len()),
+    )
 }
 
 // The first line is always kept, so a preview is never empty.
@@ -797,6 +849,45 @@ mod tests {
         assert_eq!(store.resolve(&out.marker).as_deref(), Some(raw.as_str()));
     }
 
+    #[test]
+    fn a_block_with_a_thin_preview_stays_in_view() {
+        let status: String = (0..12)
+            .map(|i| format!("valid  bindings/node/platforms/package-{i}/package.json\n"))
+            .collect();
+        assert!((MIN_OFFLOAD_BYTES..MIN_HEAD_OFFLOAD_BYTES).contains(&status.len()));
+        assert_eq!(preview_of(&canonical_of(&status)).0, PreviewKind::Head);
+        assert!(!worth_offloading(&status));
+        let mut optimizer = crate::Optimizer::default();
+        assert!(!matches!(
+            optimizer.compress_block(&status),
+            crate::Outcome::Offloaded { .. }
+        ));
+
+        assert!(
+            worth_offloading(&status.repeat(4)),
+            "a large block still offloads"
+        );
+        assert!(
+            worth_offloading("tiny"),
+            "under the offload minimum the store answers, not this rule"
+        );
+
+        let prose: String = (0..30)
+            .map(|i| format!("The handler number {i} validates every request against the session store before it answers. "))
+            .collect();
+        assert_eq!(
+            preview_of(&canonical_of(&prose)).0,
+            PreviewKind::ProseDigest
+        );
+        assert!(!worth_offloading(&prose));
+
+        let code: String = (0..200)
+            .map(|i| format!("fn handler_{i}(input: &str) -> usize {{ input.len() * {i} }}\n"))
+            .collect();
+        assert_eq!(preview_of(&canonical_of(&code)).0, PreviewKind::CodeOutline);
+        assert!(worth_offloading(&code));
+    }
+
     #[test]
     fn a_tampered_on_disk_blob_does_not_resolve() {
         use std::time::Duration;
diff --git a/crates/optimize/src/policy.rs b/crates/optimize/src/policy.rs
index 554058b..b82da35 100644
--- a/crates/optimize/src/policy.rs
+++ b/crates/optimize/src/policy.rs
@@ -135,6 +135,7 @@ mod tests {
             faithful: true,
             context_tokens: 0,
             turns_after: 0,
+            preview: "head",
         }
     }
 
diff --git a/crates/optimize/src/proxy.rs b/crates/optimize/src/proxy.rs
index b626407..f02b050 100644
--- a/crates/optimize/src/proxy.rs
+++ b/crates/optimize/src/proxy.rs
@@ -991,7 +991,13 @@ mod tests {
         // Default guard: a fresh block with no content-covering preview is kept verbatim (and booked),
         // not offloaded into a resolve the model would need this turn.
         let resolver = "mcp__secondwind__resolve";
-        let raw = "The service validates every request and logs it. ".repeat(40);
+        let raw: String = (0..40)
+            .map(|i| {
+                format!(
+                    "fn handler_{i}(request: &Request) -> Response {{ validate(request, {i}) }}\n"
+                )
+            })
+            .collect();
         let mut body = json!({
             "tools": [{"name": resolver, "description": "swload fetch"}],
             "messages": [{"role": "user", "content": [
diff --git a/crates/optimize/src/replay.rs b/crates/optimize/src/replay.rs
index 7c03566..83694ec 100644
--- a/crates/optimize/src/replay.rs
+++ b/crates/optimize/src/replay.rs
@@ -511,11 +511,9 @@ mod tests {
 
     fn offloadable_result() -> String {
         let mut out = String::new();
-        for i in 0..12 {
+        for i in 0..40 {
             out.push_str(&format!(
-                "The handler_{i} module validates every inbound request against the shared session store before dispatch. \
-When the token has expired the gateway returns a rejection and records the client address for the audit trail. \
-"
+                "fn handler_{i}(request: &Request) -> Result<Response> {{ validate(request, {i}).and_then(dispatch) }}\n"
             ));
         }
         out