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▚ MODEL AUDIT // GGUF

// Muse Glimmer 28B

FLAWS — Minor Logic Flaws 85/100 tests: CRASH
⚠ SPEED CAVEAT: Slow deep-thinker: ~17-19 t/s, 5-9 min/prompt, ~5-9k tokens incl. reasoning. Fast for quality, not throughput.
tok/sec16.98
tokens9201
TTFT3.58s

▮ PILLAR BREAKDOWN

Ownership / Types
16/20
Concurrency / Races
18/20
Error Handling
18/20
Cancellation / Shutdown
17/20
Test Integrity
16/20

✓ WENT RIGHT

  • Concurrency / Races (18/20)
  • Error Handling (18/20)
  • Cancellation / Shutdown (17/20)
  • Ownership / Types (16/20)
  • Test Integrity (16/20)

✗ WENT WRONG

  • No pillar fell below 14 — solid across the board.

▮ CRITICAL BUGS

▮ RECOMMENDED USE

Production-grade async Rust service design with real tokio channels (mpsc::channel(32), not hallucinated mpsc::bounded), two-tier CancellationToken shutdown, per-watcher error isolation with >5-strike unhealthy marking, and zero clippy lints. The strongest Rust result in the benchmark by a wide margin (KAT 36, Qwen3-Coder 54). One compile-blocker: a partial-move E0507 fixable with Option+take().

▮ REFACTORED PATCH

// Fix 1: wrap consumer_handle in Option + take() in shutdown
pub struct WatcherManager {
    pub(crate) consumer_handle: Option<JoinHandle<Aggregated>>,  // was: JoinHandle<Aggregated>
}
// in new(): consumer_handle: Some(consumer_handle)
// in shutdown():
pub async fn shutdown(&mut self) -> Aggregated {
    self.shutdown_token.cancel();
    let mut watchers = self.watchers.lock().await;
    let mut handles = Vec::new();
    for (_, meta) in watchers.drain() { meta.token.cancel(); handles.push(meta.handle); }
    drop(watchers);
    for h in handles { let _ = h.await; }
    let h = self.consumer_handle.take().expect("already shut down");
    h.await.unwrap()
}

// Fix 2: meaningful timestamp
use std::time::{SystemTime, UNIX_EPOCH};
ts: SystemTime::now().duration_since(UNIX_EPOCH).unwrap_or_default().as_millis() as u64,
// was: tokio::time::Instant::now().elapsed().as_millis() as u64

// Fix 3: add fn main (or configure as lib target)
fn main() {}