diff --git a/crates/g3-core/src/pending_research.rs b/crates/g3-core/src/pending_research.rs
index 0b3e9ee..4a9a44b 100644
--- a/crates/g3-core/src/pending_research.rs
+++ b/crates/g3-core/src/pending_research.rs
@@ -139,12 +139,15 @@ impl PendingResearchManager {
     /// Generate a unique research ID
     pub fn generate_id() -> ResearchId {
         use std::time::{SystemTime, UNIX_EPOCH};
+        use std::sync::atomic::{AtomicU32, Ordering};
+        static COUNTER: AtomicU32 = AtomicU32::new(0);
+        
         let timestamp = SystemTime::now()
             .duration_since(UNIX_EPOCH)
             .unwrap()
             .as_millis();
-        // Use timestamp + random suffix for uniqueness
-        format!("research_{:x}_{:04x}", timestamp, rand::random::<u16>())
+        let counter = COUNTER.fetch_add(1, Ordering::Relaxed);
+        format!("research_{:x}_{:08x}", timestamp, counter)
     }
 
     /// Register a new research task
diff --git a/crates/g3-providers/src/embedded/adapters/glm.rs b/crates/g3-providers/src/embedded/adapters/glm.rs
index f489245..a9f0db7 100644
--- a/crates/g3-providers/src/embedded/adapters/glm.rs
+++ b/crates/g3-providers/src/embedded/adapters/glm.rs
@@ -61,8 +61,6 @@ pub struct GlmToolAdapter {
     buffer: String,
     /// Buffer for current line (to detect code fences)
     line_buffer: String,
-    /// Whether we're currently inside a code fence
-    in_code_fence: bool,
     /// Current parse state
     state: ParseState,
     /// JSON parsing state (when in InToolJson)
@@ -78,7 +76,6 @@ impl GlmToolAdapter {
         Self {
             buffer: String::new(),
             line_buffer: String::new(),
-            in_code_fence: false,
             state: ParseState::Prose,
             json_state: JsonState::Normal,
             json_depth: 0,
@@ -457,7 +454,6 @@ impl ToolFormatAdapter for GlmToolAdapter {
     fn reset(&mut self) {
         self.buffer.clear();
         self.line_buffer.clear();
-        self.in_code_fence = false;
         self.state = ParseState::Prose;
         self.json_state = JsonState::Normal;
         self.json_depth = 0;
@@ -696,7 +692,6 @@ Second:<|assistant|>read_file
         assert_eq!(output.emit, "Normal text");
         assert!(!output.has_tool_call);
     }
-}
 
     #[test]
     fn test_strip_code_fences() {
@@ -731,3 +726,4 @@ Second:<|assistant|>read_file
         assert!(!full.contains("```"));
         assert!(full.contains("{\"tool\": \"shell\""));
     }
+}