diff --git a/Cargo.lock b/Cargo.lock
index a9d245d..061aae8 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -100,7 +100,16 @@ version = "0.5.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "0700ddab506f33b20a03b13996eccd309a48e5ff77d0d95926aa0210fb4e95f1"
 dependencies = [
- "bit-vec",
+ "bit-vec 0.6.3",
+]
+
+[[package]]
+name = "bit-set"
+version = "0.8.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "08807e080ed7f9d5433fa9b275196cfc35414f66a0c79d864dc51a0d825231a3"
+dependencies = [
+ "bit-vec 0.8.0",
 ]
 
 [[package]]
@@ -109,6 +118,12 @@ version = "0.6.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "349f9b6a179ed607305526ca489b34ad0a41aed5f7980fa90eb03160b69598fb"
 
+[[package]]
+name = "bit-vec"
+version = "0.8.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5e764a1d40d510daf35e07be9eb06e75770908c27d411ee6c92109c9840eaaf7"
+
 [[package]]
 name = "bitflags"
 version = "1.3.2"
@@ -422,10 +437,21 @@ version = "0.11.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b95f7c0680e4142284cf8b22c14a476e87d61b004a3a0861872b32ef7ead40a2"
 dependencies = [
- "bit-set",
+ "bit-set 0.5.3",
  "regex",
 ]
 
+[[package]]
+name = "fancy-regex"
+version = "0.14.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6e24cb5a94bcae1e5408b0effca5cd7172ea3c5755049c5f3af4cd283a165298"
+dependencies = [
+ "bit-set 0.8.0",
+ "regex-automata",
+ "regex-syntax",
+]
+
 [[package]]
 name = "filedescriptor"
 version = "0.8.3"
@@ -1052,6 +1078,7 @@ dependencies = [
 name = "pikl-core"
 version = "0.1.0"
 dependencies = [
+ "fancy-regex 0.14.0",
  "nucleo-matcher",
  "pikl-test-macros",
  "serde",
@@ -1510,7 +1537,7 @@ dependencies = [
  "anyhow",
  "base64",
  "bitflags 2.11.0",
- "fancy-regex",
+ "fancy-regex 0.11.0",
  "filedescriptor",
  "finl_unicode",
  "fixedbitset",
diff --git a/crates/pikl-core/Cargo.toml b/crates/pikl-core/Cargo.toml
index 60e1a8b..1446eda 100644
--- a/crates/pikl-core/Cargo.toml
+++ b/crates/pikl-core/Cargo.toml
@@ -14,6 +14,7 @@ serde_json = "1.0.149"
 thiserror = "2.0.18"
 tokio = { version = "1.50.0", features = ["sync", "io-util", "rt"] }
 nucleo-matcher = "0.3.1"
+fancy-regex = "0.14"
 
 [dev-dependencies]
 tokio = { version = "1.50.0", features = ["sync", "process", "io-util", "rt", "macros", "rt-multi-thread"] }
diff --git a/crates/pikl-core/src/lib.rs b/crates/pikl-core/src/lib.rs
index 0ce92b7..cc229d9 100644
--- a/crates/pikl-core/src/lib.rs
+++ b/crates/pikl-core/src/lib.rs
@@ -14,8 +14,12 @@ pub mod error;
 pub use model::event;
 pub use model::item;
 pub use model::traits;
+pub use query::exact;
 pub use query::filter;
 pub use query::navigation;
+pub use query::pipeline;
+pub use query::regex_filter;
+pub use query::strategy;
 pub use runtime::hook;
 pub use runtime::input;
 pub use runtime::json_menu;
diff --git a/crates/pikl-core/src/query/exact.rs b/crates/pikl-core/src/query/exact.rs
new file mode 100644
index 0000000..8b150ac
--- /dev/null
+++ b/crates/pikl-core/src/query/exact.rs
@@ -0,0 +1,125 @@
+//! Exact substring filter. Case-insensitive matching,
+//! results in insertion order. Fast enough that incremental
+//! narrowing isn't worth the complexity.
+
+use crate::filter::Filter;
+
+/// Case-insensitive substring filter. Matches items whose
+/// label contains the query as a substring (both lowercased).
+/// Results are returned in insertion order, not scored.
+pub struct ExactFilter {
+    items: Vec<(usize, String)>,
+    query_lower: String,
+    results: Vec<usize>,
+}
+
+impl Default for ExactFilter {
+    fn default() -> Self {
+        Self::new()
+    }
+}
+
+impl ExactFilter {
+    pub fn new() -> Self {
+        Self {
+            items: Vec::new(),
+            query_lower: String::new(),
+            results: Vec::new(),
+        }
+    }
+}
+
+impl Filter for ExactFilter {
+    fn push(&mut self, index: usize, label: &str) {
+        self.items.push((index, label.to_lowercase()));
+    }
+
+    fn set_query(&mut self, query: &str) {
+        self.query_lower = query.to_lowercase();
+        if self.query_lower.is_empty() {
+            self.results = self.items.iter().map(|(idx, _)| *idx).collect();
+            return;
+        }
+        self.results = self
+            .items
+            .iter()
+            .filter(|(_, label)| label.contains(&self.query_lower))
+            .map(|(idx, _)| *idx)
+            .collect();
+    }
+
+    fn matched_count(&self) -> usize {
+        self.results.len()
+    }
+
+    fn matched_index(&self, match_position: usize) -> Option<usize> {
+        self.results.get(match_position).copied()
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    fn push_items(f: &mut ExactFilter, labels: &[&str]) {
+        for (i, label) in labels.iter().enumerate() {
+            f.push(i, label);
+        }
+    }
+
+    #[test]
+    fn empty_query_returns_all() {
+        let mut f = ExactFilter::new();
+        push_items(&mut f, &["apple", "banana", "cherry"]);
+        f.set_query("");
+        assert_eq!(f.matched_count(), 3);
+        assert_eq!(f.matched_index(0), Some(0));
+        assert_eq!(f.matched_index(1), Some(1));
+        assert_eq!(f.matched_index(2), Some(2));
+    }
+
+    #[test]
+    fn case_insensitive_match() {
+        let mut f = ExactFilter::new();
+        push_items(&mut f, &["Apple", "BANANA", "Cherry"]);
+        f.set_query("apple");
+        assert_eq!(f.matched_count(), 1);
+        assert_eq!(f.matched_index(0), Some(0));
+    }
+
+    #[test]
+    fn substring_match() {
+        let mut f = ExactFilter::new();
+        push_items(&mut f, &["error_log", "warning_temp", "info_log"]);
+        f.set_query("log");
+        assert_eq!(f.matched_count(), 2);
+        assert_eq!(f.matched_index(0), Some(0));
+        assert_eq!(f.matched_index(1), Some(2));
+    }
+
+    #[test]
+    fn no_match() {
+        let mut f = ExactFilter::new();
+        push_items(&mut f, &["apple", "banana"]);
+        f.set_query("xyz");
+        assert_eq!(f.matched_count(), 0);
+    }
+
+    #[test]
+    fn results_in_insertion_order() {
+        let mut f = ExactFilter::new();
+        push_items(&mut f, &["cat", "concatenate", "catalog"]);
+        f.set_query("cat");
+        assert_eq!(f.matched_count(), 3);
+        assert_eq!(f.matched_index(0), Some(0));
+        assert_eq!(f.matched_index(1), Some(1));
+        assert_eq!(f.matched_index(2), Some(2));
+    }
+
+    #[test]
+    fn empty_items() {
+        let mut f = ExactFilter::new();
+        f.set_query("test");
+        assert_eq!(f.matched_count(), 0);
+    }
+}
diff --git a/crates/pikl-core/src/query/mod.rs b/crates/pikl-core/src/query/mod.rs
index 68b94eb..edd165b 100644
--- a/crates/pikl-core/src/query/mod.rs
+++ b/crates/pikl-core/src/query/mod.rs
@@ -1,2 +1,6 @@
+pub mod exact;
 pub mod filter;
 pub mod navigation;
+pub mod pipeline;
+pub mod regex_filter;
+pub mod strategy;
diff --git a/crates/pikl-core/src/query/navigation.rs b/crates/pikl-core/src/query/navigation.rs
index 8bbeb7f..da6611e 100644
--- a/crates/pikl-core/src/query/navigation.rs
+++ b/crates/pikl-core/src/query/navigation.rs
@@ -113,6 +113,34 @@ impl Viewport {
         }
     }
 
+    /// Move cursor up by `n` half-pages (half viewport height
+    /// each). Clamps to the top.
+    pub fn half_page_up(&mut self, n: usize) {
+        if self.height == 0 {
+            return;
+        }
+        let half = (self.height / 2).max(1);
+        let distance = half.saturating_mul(n);
+        self.cursor = self.cursor.saturating_sub(distance);
+        if self.cursor < self.scroll_offset {
+            self.scroll_offset = self.cursor;
+        }
+    }
+
+    /// Move cursor down by `n` half-pages (half viewport height
+    /// each). Clamps to the last item.
+    pub fn half_page_down(&mut self, n: usize) {
+        if self.height == 0 || self.filtered_count == 0 {
+            return;
+        }
+        let half = (self.height / 2).max(1);
+        let distance = half.saturating_mul(n);
+        self.cursor = (self.cursor + distance).min(self.filtered_count - 1);
+        if self.cursor >= self.scroll_offset + self.height {
+            self.scroll_offset = self.cursor - self.height + 1;
+        }
+    }
+
     /// Move cursor down by `n` pages (viewport height each).
     /// Clamps to the last item.
     pub fn page_down(&mut self, n: usize) {
@@ -353,4 +381,106 @@ mod tests {
         v.set_height(3);
         assert!(v.cursor() < v.scroll_offset() + 3);
     }
+
+    // -- half_page unit tests --
+
+    #[test]
+    fn half_page_down_basic() {
+        let mut v = viewport(10, 30);
+        v.half_page_down(1);
+        assert_eq!(v.cursor(), 5);
+        assert_eq!(v.scroll_offset(), 0);
+    }
+
+    #[test]
+    fn half_page_down_scrolls() {
+        let mut v = viewport(10, 30);
+        // Move cursor near viewport edge, then half page down
+        v.half_page_down(1); // cursor 5
+        v.half_page_down(1); // cursor 10, should scroll
+        assert_eq!(v.cursor(), 10);
+        assert_eq!(v.scroll_offset(), 1);
+    }
+
+    #[test]
+    fn half_page_down_clamps() {
+        let mut v = viewport(10, 12);
+        v.half_page_down(1); // cursor 5
+        v.half_page_down(1); // cursor 10
+        v.half_page_down(1); // clamps to 11
+        assert_eq!(v.cursor(), 11);
+    }
+
+    #[test]
+    fn half_page_down_n_multiplier() {
+        let mut v = viewport(10, 30);
+        v.half_page_down(3); // (10/2)*3 = 15
+        assert_eq!(v.cursor(), 15);
+    }
+
+    #[test]
+    fn half_page_up_basic() {
+        let mut v = viewport(10, 30);
+        v.half_page_down(2); // cursor 10
+        v.half_page_up(1); // cursor 5
+        assert_eq!(v.cursor(), 5);
+    }
+
+    #[test]
+    fn half_page_up_clamps_at_top() {
+        let mut v = viewport(10, 30);
+        v.half_page_down(1); // cursor 5
+        v.half_page_up(1); // cursor 0
+        assert_eq!(v.cursor(), 0);
+        v.half_page_up(1); // still 0
+        assert_eq!(v.cursor(), 0);
+    }
+
+    #[test]
+    fn half_page_up_scrolls() {
+        let mut v = viewport(10, 30);
+        // Scroll down far enough that offset > 0
+        v.half_page_down(3); // cursor 15, offset 6
+        assert!(v.scroll_offset() > 0);
+        // Now half page up should track cursor back
+        v.half_page_up(1); // cursor 10
+        v.half_page_up(1); // cursor 5
+        assert_eq!(v.cursor(), 5);
+        // Offset should have followed cursor if it went above
+        assert!(v.scroll_offset() <= v.cursor());
+    }
+
+    #[test]
+    fn half_page_height_one() {
+        let mut v = viewport(1, 10);
+        // max(1/2, 1) = 1, moves 1 item
+        v.half_page_down(1);
+        assert_eq!(v.cursor(), 1);
+    }
+
+    #[test]
+    fn half_page_height_two() {
+        let mut v = viewport(2, 10);
+        // 2/2 = 1, moves 1 item
+        v.half_page_down(1);
+        assert_eq!(v.cursor(), 1);
+    }
+
+    #[test]
+    fn half_page_zero_height() {
+        let mut v = viewport(0, 10);
+        v.half_page_down(1);
+        assert_eq!(v.cursor(), 0);
+        v.half_page_up(1);
+        assert_eq!(v.cursor(), 0);
+    }
+
+    #[test]
+    fn half_page_empty_list() {
+        let mut v = viewport(10, 0);
+        v.half_page_down(1);
+        assert_eq!(v.cursor(), 0);
+        v.half_page_up(1);
+        assert_eq!(v.cursor(), 0);
+    }
 }
diff --git a/crates/pikl-core/src/query/pipeline.rs b/crates/pikl-core/src/query/pipeline.rs
new file mode 100644
index 0000000..69344df
--- /dev/null
+++ b/crates/pikl-core/src/query/pipeline.rs
@@ -0,0 +1,617 @@
+//! Filter pipeline with `|` chaining. Splits a query into
+//! segments, applies the appropriate filter strategy to each,
+//! and chains results through stages. Supports incremental
+//! caching: unchanged stages keep their results.
+
+use super::filter::{Filter, FuzzyFilter};
+use super::strategy::{self, FilterKind};
+
+/// A multi-stage filter pipeline. Each `|` in the query
+/// creates a new stage that filters the previous stage's
+/// output. Implements [`Filter`] so it can be used as a
+/// drop-in replacement for a single filter.
+pub struct FilterPipeline {
+    /// Master item list: (original index, label).
+    items: Vec<(usize, String)>,
+    /// Pipeline stages, one per `|`-separated segment.
+    stages: Vec<PipelineStage>,
+    /// The last raw query string, used for diffing.
+    last_raw_query: String,
+}
+
+struct PipelineStage {
+    /// The raw segment text (including prefix chars).
+    raw_segment: String,
+    kind: FilterKind,
+    inverse: bool,
+    /// The query text after prefix stripping.
+    query_text: String,
+    /// The strategy-specific filter (only used for fuzzy stages).
+    fuzzy: Option<FuzzyFilter>,
+    /// Items passing this stage (indices into master list).
+    cached_indices: Vec<usize>,
+    dirty: bool,
+}
+
+/// Split a raw query on unescaped `|` characters, respecting
+/// regex delimiters (`/pattern/` and `!/pattern/`). Returns
+/// the segments with `\|` unescaped to literal `|`.
+fn split_pipeline(query: &str) -> Vec<String> {
+    let mut segments = Vec::new();
+    let mut current = String::new();
+    let chars: Vec<char> = query.chars().collect();
+    let len = chars.len();
+    let mut i = 0;
+    let mut in_regex = false;
+    // Position of the opening `/` in current segment (char count into current)
+    let mut regex_open_pos: usize = 0;
+
+    while i < len {
+        let c = chars[i];
+
+        // Escaped pipe: always produce literal `|`
+        if c == '\\' && i + 1 < len && chars[i + 1] == '|' {
+            current.push('|');
+            i += 2;
+            continue;
+        }
+
+        // Detect regex opening: `/` or `!/` at start of a segment
+        // (current is empty or whitespace-only after a previous pipe)
+        if !in_regex {
+            let trimmed = current.trim();
+            // `/pattern/`
+            if c == '/' && (trimmed.is_empty() || trimmed == "!") {
+                in_regex = true;
+                regex_open_pos = current.len();
+                current.push(c);
+                i += 1;
+                continue;
+            }
+        }
+
+        // Detect regex closing: `/` that is not the opening slash
+        if in_regex && c == '/' {
+            if current.len() > regex_open_pos {
+                // This is the closing slash
+                in_regex = false;
+            }
+            current.push(c);
+            i += 1;
+            continue;
+        }
+
+        // Unescaped pipe outside regex: split here
+        if c == '|' && !in_regex {
+            segments.push(current.trim().to_string());
+            current = String::new();
+            i += 1;
+            continue;
+        }
+
+        current.push(c);
+        i += 1;
+    }
+
+    segments.push(current.trim().to_string());
+
+    // Filter out empty segments
+    segments.into_iter().filter(|s| !s.is_empty()).collect()
+}
+
+impl Default for FilterPipeline {
+    fn default() -> Self {
+        Self::new()
+    }
+}
+
+impl FilterPipeline {
+    pub fn new() -> Self {
+        Self {
+            items: Vec::new(),
+            stages: Vec::new(),
+            last_raw_query: String::new(),
+        }
+    }
+
+    /// Evaluate all dirty stages in order. Each stage filters
+    /// against the previous stage's cached_indices.
+    fn evaluate(&mut self) {
+        for stage_idx in 0..self.stages.len() {
+            if !self.stages[stage_idx].dirty {
+                continue;
+            }
+
+            let input_indices: Vec<usize> = if stage_idx == 0 {
+                self.items.iter().map(|(idx, _)| *idx).collect()
+            } else {
+                self.stages[stage_idx - 1].cached_indices.clone()
+            };
+
+            let stage = &mut self.stages[stage_idx];
+
+            let result = match stage.kind {
+                FilterKind::Fuzzy => Self::eval_fuzzy(stage, &input_indices, stage_idx),
+                FilterKind::Exact => {
+                    Self::eval_simple(stage, &input_indices, &self.items, |label, query| {
+                        label.to_lowercase().contains(&query.to_lowercase())
+                    })
+                }
+                FilterKind::Regex => {
+                    let re = fancy_regex::Regex::new(&stage.query_text).ok();
+                    Self::eval_simple(stage, &input_indices, &self.items, |label, _query| {
+                        match &re {
+                            Some(r) => r.is_match(label).unwrap_or(false),
+                            None => true, // invalid regex matches everything
+                        }
+                    })
+                }
+            };
+
+            self.stages[stage_idx].cached_indices = result;
+            self.stages[stage_idx].dirty = false;
+        }
+    }
+
+    fn eval_fuzzy(
+        stage: &mut PipelineStage,
+        input_indices: &[usize],
+        stage_idx: usize,
+    ) -> Vec<usize> {
+        let Some(fuzzy) = stage.fuzzy.as_mut() else {
+            return Vec::new();
+        };
+        fuzzy.set_query(&stage.query_text);
+        let fuzzy_results: Vec<usize> = (0..fuzzy.matched_count())
+            .filter_map(|i| fuzzy.matched_index(i))
+            .collect();
+        if stage.inverse {
+            let fuzzy_set: std::collections::HashSet<usize> = fuzzy_results.into_iter().collect();
+            input_indices
+                .iter()
+                .copied()
+                .filter(|idx| !fuzzy_set.contains(idx))
+                .collect()
+        } else if stage_idx == 0 {
+            fuzzy_results
+        } else {
+            let input_set: std::collections::HashSet<usize> =
+                input_indices.iter().copied().collect();
+            fuzzy_results
+                .into_iter()
+                .filter(|idx| input_set.contains(idx))
+                .collect()
+        }
+    }
+
+    fn eval_simple(
+        stage: &PipelineStage,
+        input_indices: &[usize],
+        items: &[(usize, String)],
+        matcher: impl Fn(&str, &str) -> bool,
+    ) -> Vec<usize> {
+        if stage.query_text.is_empty() {
+            return input_indices.to_vec();
+        }
+        if stage.inverse {
+            input_indices
+                .iter()
+                .copied()
+                .filter(|&idx| !matcher(&items[idx].1, &stage.query_text))
+                .collect()
+        } else {
+            input_indices
+                .iter()
+                .copied()
+                .filter(|&idx| matcher(&items[idx].1, &stage.query_text))
+                .collect()
+        }
+    }
+}
+
+impl Filter for FilterPipeline {
+    fn push(&mut self, index: usize, label: &str) {
+        self.items.push((index, label.to_string()));
+        // Push to any existing fuzzy filters in stages
+        for stage in &mut self.stages {
+            if let Some(ref mut fuzzy) = stage.fuzzy {
+                fuzzy.push(index, label);
+            }
+            stage.dirty = true;
+        }
+    }
+
+    fn set_query(&mut self, query: &str) {
+        self.last_raw_query = query.to_string();
+        let segments = split_pipeline(query);
+
+        // Reconcile stages with new segments
+        let mut new_len = segments.len();
+
+        // If query is empty, clear everything
+        if segments.is_empty() {
+            self.stages.clear();
+            new_len = 0;
+        }
+
+        // Compare position-by-position
+        for (i, seg) in segments.iter().enumerate() {
+            if i < self.stages.len() {
+                if self.stages[i].raw_segment == *seg {
+                    // Unchanged: keep cache
+                    continue;
+                }
+                // Changed: update this stage, mark dirty
+                let parsed = strategy::parse_segment(seg);
+                self.stages[i].raw_segment = seg.clone();
+                self.stages[i].kind = parsed.kind;
+                self.stages[i].inverse = parsed.inverse;
+                self.stages[i].query_text = parsed.query.to_string();
+                self.stages[i].dirty = true;
+                // Mark all downstream stages dirty too
+                for j in (i + 1)..self.stages.len() {
+                    self.stages[j].dirty = true;
+                }
+            } else {
+                // New stage
+                let parsed = strategy::parse_segment(seg);
+                let fuzzy = if parsed.kind == FilterKind::Fuzzy {
+                    let mut f = FuzzyFilter::new();
+                    for (idx, label) in &self.items {
+                        f.push(*idx, label);
+                    }
+                    Some(f)
+                } else {
+                    None
+                };
+                self.stages.push(PipelineStage {
+                    raw_segment: seg.clone(),
+                    kind: parsed.kind,
+                    inverse: parsed.inverse,
+                    query_text: parsed.query.to_string(),
+                    fuzzy,
+                    cached_indices: Vec::new(),
+                    dirty: true,
+                });
+            }
+        }
+
+        // Truncate extra stages
+        self.stages.truncate(new_len);
+
+        // Evaluate dirty stages
+        self.evaluate();
+    }
+
+    fn matched_count(&self) -> usize {
+        match self.stages.last() {
+            Some(stage) => stage.cached_indices.len(),
+            None => self.items.len(),
+        }
+    }
+
+    fn matched_index(&self, match_position: usize) -> Option<usize> {
+        match self.stages.last() {
+            Some(stage) => stage.cached_indices.get(match_position).copied(),
+            None => self.items.get(match_position).map(|(idx, _)| *idx),
+        }
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    fn push_items(p: &mut FilterPipeline, labels: &[&str]) {
+        for (i, label) in labels.iter().enumerate() {
+            p.push(i, label);
+        }
+    }
+
+    fn matched_labels<'a>(p: &FilterPipeline, labels: &'a [&str]) -> Vec<&'a str> {
+        (0..p.matched_count())
+            .filter_map(|i| p.matched_index(i))
+            .map(|idx| labels[idx])
+            .collect()
+    }
+
+    #[test]
+    fn empty_query_returns_all() {
+        let mut p = FilterPipeline::new();
+        let labels = &["apple", "banana", "cherry"];
+        push_items(&mut p, labels);
+        p.set_query("");
+        assert_eq!(p.matched_count(), 3);
+    }
+
+    #[test]
+    fn single_fuzzy_stage() {
+        let mut p = FilterPipeline::new();
+        let labels = &["apple", "banana", "cherry"];
+        push_items(&mut p, labels);
+        p.set_query("ban");
+        let result = matched_labels(&p, labels);
+        assert_eq!(result, vec!["banana"]);
+    }
+
+    #[test]
+    fn single_exact_stage() {
+        let mut p = FilterPipeline::new();
+        let labels = &["apple", "pineapple", "cherry"];
+        push_items(&mut p, labels);
+        p.set_query("'apple");
+        let result = matched_labels(&p, labels);
+        assert!(result.contains(&"apple"));
+        assert!(result.contains(&"pineapple"));
+        assert!(!result.contains(&"cherry"));
+    }
+
+    #[test]
+    fn two_stage_pipeline() {
+        let mut p = FilterPipeline::new();
+        let labels = &["error_log", "warning_temp", "info_log", "debug_temp"];
+        push_items(&mut p, labels);
+        p.set_query("'log | !temp");
+        let result = matched_labels(&p, labels);
+        assert!(result.contains(&"error_log"));
+        assert!(result.contains(&"info_log"));
+        assert!(!result.contains(&"warning_temp"));
+        assert!(!result.contains(&"debug_temp"));
+    }
+
+    #[test]
+    fn three_stage_pipeline() {
+        let mut p = FilterPipeline::new();
+        let labels = &[
+            "error_log_123",
+            "warning_temp_456",
+            "info_log_789",
+            "debug_temp_012",
+        ];
+        push_items(&mut p, labels);
+        p.set_query("'log | !temp | /[0-9]+/");
+        let result = matched_labels(&p, labels);
+        assert!(result.contains(&"error_log_123"));
+        assert!(result.contains(&"info_log_789"));
+        assert_eq!(result.len(), 2);
+    }
+
+    #[test]
+    fn incremental_stage_1_preserved() {
+        let mut p = FilterPipeline::new();
+        let labels = &["error_log", "warning_temp", "info_log", "debug_temp"];
+        push_items(&mut p, labels);
+        // First query
+        p.set_query("'log | !error");
+        let result = matched_labels(&p, labels);
+        assert_eq!(result, vec!["info_log"]);
+
+        // Edit stage 2 only: stage 1 cache should be preserved
+        p.set_query("'log | !info");
+        let result = matched_labels(&p, labels);
+        assert_eq!(result, vec!["error_log"]);
+    }
+
+    #[test]
+    fn pop_stage_on_backspace() {
+        let mut p = FilterPipeline::new();
+        let labels = &["error_log", "warning_temp", "info_log"];
+        push_items(&mut p, labels);
+        p.set_query("'log | !error");
+        assert_eq!(matched_labels(&p, labels), vec!["info_log"]);
+
+        // Backspace over the pipe: now just "'log"
+        p.set_query("'log");
+        let result = matched_labels(&p, labels);
+        assert!(result.contains(&"error_log"));
+        assert!(result.contains(&"info_log"));
+        assert_eq!(result.len(), 2);
+    }
+
+    #[test]
+    fn empty_segments_skipped() {
+        let mut p = FilterPipeline::new();
+        let labels = &["apple", "banana"];
+        push_items(&mut p, labels);
+        p.set_query("apple | | banana");
+        // Middle empty segment should be ignored
+        // This should be equivalent to "apple | banana"
+        // which is fuzzy "apple" then fuzzy "banana".
+        // "apple" matches apple, "banana" matches banana.
+        // Pipeline: first stage matches apple, second stage filters that for banana.
+        // Neither "apple" nor "banana" matches both, so 0 results.
+        assert_eq!(p.matched_count(), 0);
+    }
+
+    #[test]
+    fn escaped_pipe() {
+        let mut p = FilterPipeline::new();
+        let labels = &["foo|bar", "foobar", "baz"];
+        push_items(&mut p, labels);
+        p.set_query("'foo\\|bar");
+        let result = matched_labels(&p, labels);
+        assert_eq!(result, vec!["foo|bar"]);
+    }
+
+    #[test]
+    fn pipe_inside_regex_not_split() {
+        let mut p = FilterPipeline::new();
+        let labels = &["foo", "bar", "baz"];
+        push_items(&mut p, labels);
+        p.set_query("/foo|bar/");
+        let result = matched_labels(&p, labels);
+        assert!(result.contains(&"foo"));
+        assert!(result.contains(&"bar"));
+        assert!(!result.contains(&"baz"));
+    }
+
+    #[test]
+    fn inverse_exact() {
+        let mut p = FilterPipeline::new();
+        let labels = &["apple", "banana", "cherry"];
+        push_items(&mut p, labels);
+        p.set_query("!'banana");
+        let result = matched_labels(&p, labels);
+        assert!(result.contains(&"apple"));
+        assert!(result.contains(&"cherry"));
+        assert!(!result.contains(&"banana"));
+    }
+
+    #[test]
+    fn inverse_regex() {
+        let mut p = FilterPipeline::new();
+        let labels = &["item-001", "item-abc", "item-123"];
+        push_items(&mut p, labels);
+        p.set_query("!/[0-9]+/");
+        let result = matched_labels(&p, labels);
+        assert_eq!(result, vec!["item-abc"]);
+    }
+
+    #[test]
+    fn add_items_picked_up() {
+        let mut p = FilterPipeline::new();
+        let labels = &["apple", "banana"];
+        push_items(&mut p, labels);
+        p.set_query("'cherry");
+        assert_eq!(p.matched_count(), 0);
+
+        // Add new item
+        p.push(2, "cherry");
+        // Re-evaluate with same query
+        p.set_query("'cherry");
+        assert_eq!(p.matched_count(), 1);
+        assert_eq!(p.matched_index(0), Some(2));
+    }
+
+    #[test]
+    fn split_pipeline_basic() {
+        let segs = split_pipeline("foo | bar");
+        assert_eq!(segs, vec!["foo", "bar"]);
+    }
+
+    #[test]
+    fn split_pipeline_escaped() {
+        let segs = split_pipeline("foo\\|bar");
+        assert_eq!(segs, vec!["foo|bar"]);
+    }
+
+    #[test]
+    fn split_pipeline_regex() {
+        let segs = split_pipeline("/foo|bar/ | baz");
+        assert_eq!(segs, vec!["/foo|bar/", "baz"]);
+    }
+
+    #[test]
+    fn split_pipeline_empty_segments() {
+        let segs = split_pipeline("foo | | bar");
+        assert_eq!(segs, vec!["foo", "bar"]);
+    }
+
+    #[test]
+    fn split_pipeline_inverse_regex() {
+        let segs = split_pipeline("!/foo|bar/ | baz");
+        assert_eq!(segs, vec!["!/foo|bar/", "baz"]);
+    }
+
+    // -- Pipeline edge case tests --
+
+    #[test]
+    fn fuzzy_as_second_stage() {
+        let mut p = FilterPipeline::new();
+        let labels = &["error_log", "warning_temp", "info_log", "debug_log"];
+        push_items(&mut p, labels);
+        // Exact first, then fuzzy second
+        p.set_query("'log | debug");
+        let result = matched_labels(&p, labels);
+        assert_eq!(result, vec!["debug_log"]);
+    }
+
+    #[test]
+    fn three_stage_edit_stage_one() {
+        let mut p = FilterPipeline::new();
+        let labels = &[
+            "error_log_123",
+            "warning_temp_456",
+            "info_log_789",
+            "debug_temp_012",
+        ];
+        push_items(&mut p, labels);
+        p.set_query("'log | !error | /[0-9]+/");
+        assert_eq!(matched_labels(&p, labels), vec!["info_log_789"]);
+
+        // Edit stage 1: now match "temp" instead of "log"
+        p.set_query("'temp | !error | /[0-9]+/");
+        let result = matched_labels(&p, labels);
+        assert!(result.contains(&"warning_temp_456"));
+        assert!(result.contains(&"debug_temp_012"));
+        assert!(!result.contains(&"error_log_123"));
+    }
+
+    #[test]
+    fn invalid_regex_in_pipeline() {
+        let mut p = FilterPipeline::new();
+        let labels = &["apple", "banana", "cherry"];
+        push_items(&mut p, labels);
+        // Invalid regex: unclosed bracket. Should match everything (graceful degradation).
+        p.set_query("/[invalid/");
+        assert_eq!(p.matched_count(), 3);
+    }
+
+    #[test]
+    fn same_query_twice_stable() {
+        let mut p = FilterPipeline::new();
+        let labels = &["apple", "banana", "cherry"];
+        push_items(&mut p, labels);
+        p.set_query("ban");
+        let first = matched_labels(&p, labels);
+        p.set_query("ban");
+        let second = matched_labels(&p, labels);
+        assert_eq!(first, second);
+    }
+
+    #[test]
+    fn query_shrink_to_single() {
+        let mut p = FilterPipeline::new();
+        let labels = &["apple", "banana", "cherry"];
+        push_items(&mut p, labels);
+        p.set_query("'ban | !x");
+        let result = matched_labels(&p, labels);
+        assert_eq!(result, vec!["banana"]);
+
+        // Shrink back to single stage
+        p.set_query("'ban");
+        let result = matched_labels(&p, labels);
+        assert_eq!(result, vec!["banana"]);
+    }
+
+    #[test]
+    fn all_items_excluded() {
+        let mut p = FilterPipeline::new();
+        let labels = &["apple", "banana"];
+        push_items(&mut p, labels);
+        p.set_query("xyz");
+        assert_eq!(p.matched_count(), 0);
+    }
+
+    #[test]
+    fn single_regex_stage() {
+        let mut p = FilterPipeline::new();
+        let labels = &["item-001", "item-abc", "item-123"];
+        push_items(&mut p, labels);
+        p.set_query("/[0-9]+/");
+        let result = matched_labels(&p, labels);
+        assert_eq!(result, vec!["item-001", "item-123"]);
+    }
+
+    #[test]
+    fn inverse_fuzzy_stage() {
+        let mut p = FilterPipeline::new();
+        let labels = &["apple", "banana", "cherry"];
+        push_items(&mut p, labels);
+        p.set_query("!ban");
+        let result = matched_labels(&p, labels);
+        assert!(result.contains(&"apple"));
+        assert!(result.contains(&"cherry"));
+        assert!(!result.contains(&"banana"));
+    }
+}
diff --git a/crates/pikl-core/src/query/regex_filter.rs b/crates/pikl-core/src/query/regex_filter.rs
new file mode 100644
index 0000000..eb59508
--- /dev/null
+++ b/crates/pikl-core/src/query/regex_filter.rs
@@ -0,0 +1,201 @@
+//! Regex filter using fancy-regex. Gracefully degrades on
+//! invalid patterns (matches everything) so the user can
+//! type patterns incrementally without errors.
+
+use fancy_regex::Regex;
+
+use crate::filter::Filter;
+
+/// Regex filter. Case-sensitive by default; use `(?i)` in
+/// the pattern for case-insensitive matching. Invalid
+/// patterns match everything (graceful degradation while
+/// typing). Results in insertion order.
+pub struct RegexFilter {
+    items: Vec<(usize, String)>,
+    pattern: Option<Regex>,
+    results: Vec<usize>,
+}
+
+impl Default for RegexFilter {
+    fn default() -> Self {
+        Self::new()
+    }
+}
+
+impl RegexFilter {
+    pub fn new() -> Self {
+        Self {
+            items: Vec::new(),
+            pattern: None,
+            results: Vec::new(),
+        }
+    }
+}
+
+impl Filter for RegexFilter {
+    fn push(&mut self, index: usize, label: &str) {
+        self.items.push((index, label.to_string()));
+    }
+
+    fn set_query(&mut self, query: &str) {
+        if query.is_empty() {
+            self.pattern = None;
+            self.results = self.items.iter().map(|(idx, _)| *idx).collect();
+            return;
+        }
+
+        // Compile pattern. If invalid, match everything.
+        self.pattern = Regex::new(query).ok();
+
+        match &self.pattern {
+            Some(re) => {
+                self.results = self
+                    .items
+                    .iter()
+                    .filter(|(_, label)| re.is_match(label).unwrap_or(false))
+                    .map(|(idx, _)| *idx)
+                    .collect();
+            }
+            None => {
+                // Invalid pattern: match everything
+                self.results = self.items.iter().map(|(idx, _)| *idx).collect();
+            }
+        }
+    }
+
+    fn matched_count(&self) -> usize {
+        self.results.len()
+    }
+
+    fn matched_index(&self, match_position: usize) -> Option<usize> {
+        self.results.get(match_position).copied()
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    fn push_items(f: &mut RegexFilter, labels: &[&str]) {
+        for (i, label) in labels.iter().enumerate() {
+            f.push(i, label);
+        }
+    }
+
+    #[test]
+    fn empty_query_returns_all() {
+        let mut f = RegexFilter::new();
+        push_items(&mut f, &["apple", "banana", "cherry"]);
+        f.set_query("");
+        assert_eq!(f.matched_count(), 3);
+    }
+
+    #[test]
+    fn valid_pattern() {
+        let mut f = RegexFilter::new();
+        push_items(&mut f, &["item-001", "item-abc", "item-123"]);
+        f.set_query("[0-9]+");
+        assert_eq!(f.matched_count(), 2);
+        assert_eq!(f.matched_index(0), Some(0));
+        assert_eq!(f.matched_index(1), Some(2));
+    }
+
+    #[test]
+    fn invalid_pattern_returns_all() {
+        let mut f = RegexFilter::new();
+        push_items(&mut f, &["apple", "banana"]);
+        f.set_query("[invalid");
+        assert_eq!(f.matched_count(), 2);
+    }
+
+    #[test]
+    fn case_sensitive_by_default() {
+        let mut f = RegexFilter::new();
+        push_items(&mut f, &["Apple", "apple", "APPLE"]);
+        f.set_query("^apple$");
+        assert_eq!(f.matched_count(), 1);
+        assert_eq!(f.matched_index(0), Some(1));
+    }
+
+    #[test]
+    fn case_insensitive_flag() {
+        let mut f = RegexFilter::new();
+        push_items(&mut f, &["Apple", "apple", "APPLE"]);
+        f.set_query("(?i)^apple$");
+        assert_eq!(f.matched_count(), 3);
+    }
+
+    #[test]
+    fn results_in_insertion_order() {
+        let mut f = RegexFilter::new();
+        push_items(&mut f, &["log-3", "log-1", "log-2"]);
+        f.set_query("log-[0-9]");
+        assert_eq!(f.matched_count(), 3);
+        assert_eq!(f.matched_index(0), Some(0));
+        assert_eq!(f.matched_index(1), Some(1));
+        assert_eq!(f.matched_index(2), Some(2));
+    }
+
+    #[test]
+    fn no_match() {
+        let mut f = RegexFilter::new();
+        push_items(&mut f, &["apple", "banana"]);
+        f.set_query("^xyz$");
+        assert_eq!(f.matched_count(), 0);
+    }
+
+    #[test]
+    fn empty_items() {
+        let mut f = RegexFilter::new();
+        f.set_query("test");
+        assert_eq!(f.matched_count(), 0);
+    }
+
+    #[test]
+    fn alternation_in_pattern() {
+        let mut f = RegexFilter::new();
+        push_items(&mut f, &["foo", "bar", "baz"]);
+        f.set_query("foo|bar");
+        assert_eq!(f.matched_count(), 2);
+        assert_eq!(f.matched_index(0), Some(0));
+        assert_eq!(f.matched_index(1), Some(1));
+    }
+
+    // -- State transition and fancy-regex tests --
+
+    #[test]
+    fn requery_valid_invalid_valid() {
+        let mut f = RegexFilter::new();
+        push_items(&mut f, &["apple", "banana", "cherry"]);
+        // Valid pattern
+        f.set_query("^apple$");
+        assert_eq!(f.matched_count(), 1);
+        // Invalid pattern: matches everything
+        f.set_query("[invalid");
+        assert_eq!(f.matched_count(), 3);
+        // Valid again
+        f.set_query("^cherry$");
+        assert_eq!(f.matched_count(), 1);
+        assert_eq!(f.matched_index(0), Some(2));
+    }
+
+    #[test]
+    fn anchored_match() {
+        let mut f = RegexFilter::new();
+        push_items(&mut f, &["apple", "pineapple"]);
+        f.set_query("^apple$");
+        assert_eq!(f.matched_count(), 1);
+        assert_eq!(f.matched_index(0), Some(0));
+    }
+
+    #[test]
+    fn lookbehind() {
+        let mut f = RegexFilter::new();
+        push_items(&mut f, &["log_error", "log_warning", "not_a_log"]);
+        // fancy-regex specific: positive lookbehind
+        f.set_query("(?<=log_)\\w+");
+        assert_eq!(f.matched_count(), 2);
+        assert_eq!(f.matched_index(0), Some(0));
+        assert_eq!(f.matched_index(1), Some(1));
+    }
+}
diff --git a/crates/pikl-core/src/query/strategy.rs b/crates/pikl-core/src/query/strategy.rs
new file mode 100644
index 0000000..9cca51c
--- /dev/null
+++ b/crates/pikl-core/src/query/strategy.rs
@@ -0,0 +1,231 @@
+//! Filter segment prefix parsing. Determines which filter
+//! strategy to use based on the query prefix.
+
+/// The type of filter to apply for a query segment.
+#[derive(Debug, Clone, Copy, PartialEq, Eq)]
+pub enum FilterKind {
+    Fuzzy,
+    Exact,
+    Regex,
+}
+
+/// A parsed filter segment with its kind, inversion flag,
+/// and the actual query text (prefix stripped).
+#[derive(Debug, PartialEq, Eq)]
+pub struct ParsedSegment<'a> {
+    pub kind: FilterKind,
+    pub inverse: bool,
+    pub query: &'a str,
+}
+
+/// Parse a single filter segment's prefix to determine
+/// the filter strategy and extract the query text.
+///
+/// Prefix rules (order matters):
+/// 1. `!/pattern/` -> Regex, inverse, inner pattern
+/// 2. `/pattern/`  -> Regex, inner pattern
+/// 3. `!'query`    -> Exact, inverse, after `!'`
+/// 4. `!query`     -> Fuzzy, inverse, after `!`
+/// 5. `'query`     -> Exact, after `'`
+/// 6. Everything else -> Fuzzy
+///
+/// A `/` with no closing slash is treated as fuzzy (user
+/// is still typing the regex delimiter).
+pub fn parse_segment(segment: &str) -> ParsedSegment<'_> {
+    // Check for inverse regex: !/pattern/
+    if let Some(rest) = segment.strip_prefix("!/") {
+        if let Some(inner) = rest.strip_suffix('/') {
+            return ParsedSegment {
+                kind: FilterKind::Regex,
+                inverse: true,
+                query: inner,
+            };
+        }
+        // No closing slash: treat the whole thing as fuzzy inverse
+        return ParsedSegment {
+            kind: FilterKind::Fuzzy,
+            inverse: true,
+            query: &segment[1..],
+        };
+    }
+
+    // Check for regex: /pattern/
+    if let Some(rest) = segment.strip_prefix('/') {
+        if let Some(inner) = rest.strip_suffix('/') {
+            return ParsedSegment {
+                kind: FilterKind::Regex,
+                inverse: false,
+                query: inner,
+            };
+        }
+        // No closing slash: treat as fuzzy (still typing)
+        return ParsedSegment {
+            kind: FilterKind::Fuzzy,
+            inverse: false,
+            query: segment,
+        };
+    }
+
+    // Check for inverse exact: !'query
+    if let Some(rest) = segment.strip_prefix("!'") {
+        return ParsedSegment {
+            kind: FilterKind::Exact,
+            inverse: true,
+            query: rest,
+        };
+    }
+
+    // Check for inverse fuzzy: !query
+    if let Some(rest) = segment.strip_prefix('!') {
+        return ParsedSegment {
+            kind: FilterKind::Fuzzy,
+            inverse: true,
+            query: rest,
+        };
+    }
+
+    // Check for exact: 'query
+    if let Some(rest) = segment.strip_prefix('\'') {
+        return ParsedSegment {
+            kind: FilterKind::Exact,
+            inverse: false,
+            query: rest,
+        };
+    }
+
+    // Default: fuzzy
+    ParsedSegment {
+        kind: FilterKind::Fuzzy,
+        inverse: false,
+        query: segment,
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    #[test]
+    fn plain_text_is_fuzzy() {
+        let p = parse_segment("hello");
+        assert_eq!(p.kind, FilterKind::Fuzzy);
+        assert!(!p.inverse);
+        assert_eq!(p.query, "hello");
+    }
+
+    #[test]
+    fn empty_is_fuzzy() {
+        let p = parse_segment("");
+        assert_eq!(p.kind, FilterKind::Fuzzy);
+        assert!(!p.inverse);
+        assert_eq!(p.query, "");
+    }
+
+    #[test]
+    fn exact_prefix() {
+        let p = parse_segment("'exact match");
+        assert_eq!(p.kind, FilterKind::Exact);
+        assert!(!p.inverse);
+        assert_eq!(p.query, "exact match");
+    }
+
+    #[test]
+    fn regex_delimiters() {
+        let p = parse_segment("/[0-9]+/");
+        assert_eq!(p.kind, FilterKind::Regex);
+        assert!(!p.inverse);
+        assert_eq!(p.query, "[0-9]+");
+    }
+
+    #[test]
+    fn inverse_fuzzy() {
+        let p = parse_segment("!temp");
+        assert_eq!(p.kind, FilterKind::Fuzzy);
+        assert!(p.inverse);
+        assert_eq!(p.query, "temp");
+    }
+
+    #[test]
+    fn inverse_exact() {
+        let p = parse_segment("!'temp");
+        assert_eq!(p.kind, FilterKind::Exact);
+        assert!(p.inverse);
+        assert_eq!(p.query, "temp");
+    }
+
+    #[test]
+    fn inverse_regex() {
+        let p = parse_segment("!/[0-9]+/");
+        assert_eq!(p.kind, FilterKind::Regex);
+        assert!(p.inverse);
+        assert_eq!(p.query, "[0-9]+");
+    }
+
+    #[test]
+    fn unclosed_regex_is_fuzzy() {
+        let p = parse_segment("/still typing");
+        assert_eq!(p.kind, FilterKind::Fuzzy);
+        assert!(!p.inverse);
+        assert_eq!(p.query, "/still typing");
+    }
+
+    #[test]
+    fn unclosed_inverse_regex_is_fuzzy_inverse() {
+        let p = parse_segment("!/still typing");
+        assert_eq!(p.kind, FilterKind::Fuzzy);
+        assert!(p.inverse);
+        assert_eq!(p.query, "/still typing");
+    }
+
+    #[test]
+    fn just_slash_is_fuzzy() {
+        let p = parse_segment("/");
+        assert_eq!(p.kind, FilterKind::Fuzzy);
+        assert!(!p.inverse);
+        assert_eq!(p.query, "/");
+    }
+
+    #[test]
+    fn empty_regex_pattern() {
+        let p = parse_segment("//");
+        assert_eq!(p.kind, FilterKind::Regex);
+        assert!(!p.inverse);
+        assert_eq!(p.query, "");
+    }
+
+    #[test]
+    fn just_exclamation() {
+        let p = parse_segment("!");
+        assert_eq!(p.kind, FilterKind::Fuzzy);
+        assert!(p.inverse);
+        assert_eq!(p.query, "");
+    }
+
+    #[test]
+    fn just_quote() {
+        let p = parse_segment("'");
+        assert_eq!(p.kind, FilterKind::Exact);
+        assert!(!p.inverse);
+        assert_eq!(p.query, "");
+    }
+
+    // -- Double-prefix edge cases --
+
+    #[test]
+    fn double_exclamation() {
+        // "!!query" -> first ! is inverse, rest is "!query" which is fuzzy inverse
+        let p = parse_segment("!!query");
+        assert_eq!(p.kind, FilterKind::Fuzzy);
+        assert!(p.inverse);
+        assert_eq!(p.query, "!query");
+    }
+
+    #[test]
+    fn inverse_exact_regex_like() {
+        // "!'[0-9]" -> exact inverse, query is "[0-9]" (not regex)
+        let p = parse_segment("!'[0-9]");
+        assert_eq!(p.kind, FilterKind::Exact);
+        assert!(p.inverse);
+        assert_eq!(p.query, "[0-9]");
+    }
+}
diff --git a/crates/pikl-core/src/runtime/json_menu.rs b/crates/pikl-core/src/runtime/json_menu.rs
index ee81d91..4d519a2 100644
--- a/crates/pikl-core/src/runtime/json_menu.rs
+++ b/crates/pikl-core/src/runtime/json_menu.rs
@@ -1,25 +1,27 @@
 //! JSON-backed menu implementation. Wraps `Vec<Item>` with
-//! fuzzy filtering via nucleo. This is the default backend
+//! pipeline filtering. This is the default backend
 //! for `ls | pikl` style usage.
 
-use crate::filter::{Filter, FuzzyFilter};
+use crate::filter::Filter;
 use crate::item::Item;
 use crate::model::traits::Menu;
+use crate::pipeline::FilterPipeline;
 
 /// A menu backed by a flat list of JSON items. Handles
-/// filtering internally using the [`Filter`] trait (fuzzy
-/// by default). The `label_key` controls which JSON key
-/// is used for display labels on object items.
+/// filtering internally using the [`FilterPipeline`] which
+/// supports fuzzy, exact, regex, and `|`-chained queries.
+/// The `label_key` controls which JSON key is used for
+/// display labels on object items.
 pub struct JsonMenu {
     items: Vec<Item>,
     label_key: String,
-    filter: Box<dyn Filter>,
+    filter: FilterPipeline,
 }
 
 impl JsonMenu {
     /// Create a new JSON menu with the given items and label key.
     pub fn new(items: Vec<Item>, label_key: String) -> Self {
-        let mut filter = Box::new(FuzzyFilter::new());
+        let mut filter = FilterPipeline::new();
         for (i, item) in items.iter().enumerate() {
             filter.push(i, item.label());
         }