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▚ MODEL AUDIT // 6-bit

// Qwen3 Coder 30B

CRIT — Critical Bugs 50/100 tests: CRASH
tok/sec72.70
tokens2779
TTFT0.90s

▮ PILLAR BREAKDOWN

Complexity (O(1))
15/20
Concurrency / Races
9/20
Tx Isolation
11/20
Memory & Edges
11/20
Test Integrity
4/20

✓ WENT RIGHT

  • No pillar reached 16+ — no standout strengths.

✗ WENT WRONG

  • Tx Isolation (11/20)
  • Memory & Edges (11/20)
  • Concurrency / Races (9/20)
  • Test Integrity (4/20)

▮ CRITICAL BUGS

▮ RECOMMENDED USE

Not usable as-is — transactions crash immediately due to an async/sync lock mismatch. The coder-specialist produced terse, fast output (2779 tok, 72.7 t/s) with competent freq-bucket structure, but fumbled the async primitive. Fix the one lock bug and it would likely score 70+.

▮ REFACTORED PATCH

# FIX 1 (the fatal crash): make begin_transaction async and use async with.
async def begin_transaction(self) -> 'Transaction':
    async with self._transaction_lock:
        self._transaction_counter += 1
        tx = Transaction(self)
        self._transactions[self._transaction_counter] = tx
    return tx
# (and update callers: `tx = await cache.begin_transaction()`)
# Alternative if sync creation is required: use threading.Lock for the
# counter, but that is wrong in an asyncio codebase — go async.

# FIX 2: remove unused `import threading` and `import weakref`.
# FIX 3: time.time() -> time.monotonic() everywhere.
# FIX 4: add __slots__ to all classes.
# FIX 5: drop the redundant FrequencyBucket.nodes dict; the DLL already
# tracks membership, so the dict is duplicate storage.