diff --git a/Cotabby/Support/SuggestionTextNormalizer.swift b/Cotabby/Support/SuggestionTextNormalizer.swift
index 01bef67..b919c57 100644
--- a/Cotabby/Support/SuggestionTextNormalizer.swift
+++ b/Cotabby/Support/SuggestionTextNormalizer.swift
@@ -53,6 +53,18 @@ enum SuggestionTextNormalizer {
         // continuation that followed.
         normalized = normalized.trimmingCharacters(in: .newlines)
 
+        // Backstop for prompt-scaffolding hallucination. Small instruct models sometimes parrot the
+        // prompt's section headers ("App:", "Text before caret:", "Continuation:") as the first
+        // thing they emit: sometimes as their own line, sometimes inline before the real text, and
+        // sometimes as labels the model invents that were never in our prompt at all. None of these
+        // are valid ghost text. Stripping a leading run of known labels runs before the single-line
+        // collapse so a model that stacks "Task:\nText before caret:\nreal continuation" still
+        // surfaces the real continuation instead of collapsing to the first label line. This is a
+        // best-effort catch, not the fix: the durable fix is feeding instruct models their own chat
+        // template so instructions never read as content in the first place.
+        normalized = stripLeadingScaffoldingLabels(normalized)
+        normalized = normalized.trimmingCharacters(in: .newlines)
+
         if request.isMultiLineEnabled {
             // Multi-line mode: keep content up to the first blank-line boundary (double newline)
             // to prevent runaway paragraph generation while still allowing multi-line completions.
@@ -144,4 +156,47 @@ enum SuggestionTextNormalizer {
         let afterLastEchoed = lastEchoedWord.endIndex
         return String(suggestion[afterLastEchoed...])
     }
+
+    /// Section-header labels Cotabby's prompts use, plus close variants small models tend to
+    /// hallucinate. Matching is anchored to this known set so legitimate user text that merely
+    /// contains a colon ("Note: buy milk", "TODO: ship it") is never treated as scaffolding.
+    /// Ordered longest-first at match time so "Text before the caret:" wins over "Text before".
+    private static let scaffoldingLabels: [String] = [
+        "Text before the caret:",
+        "Text before caret:",
+        "Text after the caret:",
+        "Text after caret:",
+        "User Profile Context:",
+        "Your style preferences:",
+        "Final instruction:",
+        "Screen context:",
+        "Screen content:",
+        "User's clipboard:",
+        "Continuation:",
+        "Application:",
+        "Task:",
+        "App:"
+    ]
+
+    /// Removes a leading run of known prompt-scaffolding labels (see `scaffoldingLabels`), whether
+    /// each sits on its own line or inline before the continuation. Only labels at the very start
+    /// are stripped; a label appearing later in the text is left alone because by then it is far
+    /// more likely to be real user content than echoed scaffolding.
+    private static func stripLeadingScaffoldingLabels(_ text: String) -> String {
+        let labelsByLengthDescending = scaffoldingLabels.sorted { $0.count > $1.count }
+        var working = text
+
+        while true {
+            // Look past leading whitespace/newlines to find the first real token. We only commit to
+            // dropping that whitespace if a label actually matches; otherwise `working` is returned
+            // untouched so the caller's existing leading-space handling still sees the original.
+            let leading = String(working.drop(while: { $0.isWhitespace }))
+            guard let label = labelsByLengthDescending.first(where: {
+                leading.range(of: $0, options: [.caseInsensitive, .anchored]) != nil
+            }) else {
+                return working
+            }
+            working = String(leading.dropFirst(label.count))
+        }
+    }
 }
diff --git a/CotabbyTests/SuggestionTextNormalizerTests.swift b/CotabbyTests/SuggestionTextNormalizerTests.swift
index b5566b0..c5aa4e1 100644
--- a/CotabbyTests/SuggestionTextNormalizerTests.swift
+++ b/CotabbyTests/SuggestionTextNormalizerTests.swift
@@ -134,4 +134,86 @@ final class SuggestionTextNormalizerTests: XCTestCase {
 
         XCTAssertEqual(normalized, "")
     }
+
+    func test_normalize_stripsLeadingInlineScaffoldingLabel() {
+        // Caret sits right after a space, so the exposed leading space is dropped and the
+        // continuation surfaces cleanly without the echoed "Text before caret:" header.
+        let request = CotabbyTestFixtures.suggestionRequest(
+            prefixText: "I am ",
+            prompt: "PROMPT",
+            precedingText: "I am "
+        )
+
+        let normalized = SuggestionTextNormalizer.normalize(
+            "Text before caret: going to the store",
+            for: request
+        )
+
+        XCTAssertEqual(normalized, "going to the store")
+    }
+
+    func test_normalize_stripsHallucinatedAppLabel() {
+        let request = CotabbyTestFixtures.suggestionRequest(
+            prefixText: "send the ",
+            prompt: "PROMPT",
+            precedingText: "send the "
+        )
+
+        let normalized = SuggestionTextNormalizer.normalize(
+            "App: report by Friday",
+            for: request
+        )
+
+        XCTAssertEqual(normalized, "report by Friday")
+    }
+
+    func test_normalize_stripsStackedScaffoldingLabelLines() {
+        // Stacked labels across newlines must be peeled before the single-line collapse, otherwise
+        // the collapse would keep only the first label line ("Task:") and the real text would be
+        // lost.
+        let request = CotabbyTestFixtures.suggestionRequest(
+            prefixText: "The ",
+            prompt: "PROMPT",
+            precedingText: "The "
+        )
+
+        let normalized = SuggestionTextNormalizer.normalize(
+            "Task:\nText before caret:\nquick brown fox",
+            for: request
+        )
+
+        XCTAssertEqual(normalized, "quick brown fox")
+    }
+
+    func test_normalize_keepsLegitimateNonLabelColon() {
+        // A colon that is not a known scaffolding label is real user content and must survive.
+        let request = CotabbyTestFixtures.suggestionRequest(
+            prefixText: "my list ",
+            prompt: "PROMPT",
+            precedingText: "my list "
+        )
+
+        let normalized = SuggestionTextNormalizer.normalize(
+            "TODO: buy milk",
+            for: request
+        )
+
+        XCTAssertEqual(normalized, "TODO: buy milk")
+    }
+
+    func test_normalize_keepsLabelLikeTextWhenNotLeading() {
+        // "Task:" appears mid-continuation, not at the start, so it is real text and stays.
+        let request = CotabbyTestFixtures.suggestionRequest(
+            prefixText: "finish the ",
+            prompt: "PROMPT",
+            precedingText: "finish the "
+        )
+
+        let normalized = SuggestionTextNormalizer.normalize(
+            "first Task: review",
+            for: request
+        )
+
+        XCTAssertEqual(normalized, "first Task: review")
+    }
 }