diff --git a/README.md b/README.md
index ea5a95c..a824b62 100644
--- a/README.md
+++ b/README.md
@@ -394,7 +394,7 @@ Individually: `uv run ruff format`, `uv run ruff check --fix`,
 | Assume a reused `LogReducer` starts clean | Nothing -- `_reset_components()` rebuilds them per run | The dedup seen-set, both Drain3 miners and the fuzzy LSH accumulate per line. Carried into the next run they drop every line as already-seen and return empty (`core.py`) |
 | Share one deduplicator across hybrid's two passes | Rebuild it before the anomaly pass | The pattern pass consumes the seen-set, so the anomaly pass sees everything as seen and no anomalies survive. Hybrid silently degrades to pattern-only (`core.py`) |
 | Assume an unknown config keyword is ignored | Read the `ValueError` and fix the name | A silently dropped override means a user's tuning quietly does nothing (`core.py`) |
-| Read `LogPattern.template` as the final Drain3 template | Treat it as a first-seen snapshot until #5 lands | `extract_patterns` captures `cluster.get_template()` when a cluster FIRST appears, before later lines widen slots to `<*>`, so a varying cluster stores its raw first line. The `<*>`-count priority boost then runs on that stale snapshot (#5, open) |
+| Assume every template is the final Drain3 one | Allow for a cluster the `max_clusters` cap evicted | `extract_patterns` re-reads each template from the live cluster once the feed ends, so a varying cluster carries its `<*>` slots and the priority boost counts them. A cluster LRU-evicted mid-feed is gone by then and keeps the template it had when first seen (`patterns.py`) |
 | Hand-edit the version | Land a conventional commit and let semantic-release do it | The old regime wrote `VERSION` by hand and took five commits to get tagging working. CONTRIBUTING makes it a standing rule |
 
 ### Where this sits
diff --git a/SECURITY.md b/SECURITY.md
index 5414379..a51abeb 100644
--- a/SECURITY.md
+++ b/SECURITY.md
@@ -5,9 +5,10 @@
 If you discover a security vulnerability in this project, please report it
 responsibly. We take security seriously and will respond promptly.
 
-**Email**: security@hyperi.io
+**Email**: <security@hyperi.io>
 
 Please include:
+
 - A description of the vulnerability
 - The affected component or version
 - Steps to reproduce the issue
@@ -55,6 +56,6 @@ The following are generally out of scope:
 
 ## Contact
 
-**Security reports**: security@hyperi.io
+**Security reports**: <security@hyperi.io>
 
 For non-security issues, please use the project's issue tracker.
diff --git a/data/samples/README.md b/data/samples/README.md
index 52658c1..15811ba 100644
--- a/data/samples/README.md
+++ b/data/samples/README.md
@@ -11,7 +11,7 @@ demonstration and testing. If you use them, cite LogHub:
 
 > Jieming Zhu, Shilin He, Pinjia He, Jinyang Liu, Michael R. Lyu. "Loghub: A
 > Large Collection of System Log Datasets for AI-driven Log Analytics." ISSRE
-> 2023. https://github.com/logpai/loghub
+> 2023. <https://github.com/logpai/loghub>
 
 Some datasets originate from public sources - the BGL and Thunderbird traces
 come from the USENIX CFDR computer failure data repository (Sandia National
diff --git a/pyproject.toml b/pyproject.toml
index 6c5b38d..e009003 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -37,13 +37,13 @@ dependencies = [
     "loguru>=0.7.3",
     "numpy>=2.0.0",
     "scikit-learn>=1.5.0",  # imports as sklearn; >=1.5 for numpy 2 support
-    "typer>=0.25.0",        # CLI
+    "typer>=0.27.3",        # CLI
 ]
 
 [project.optional-dependencies]
 enhanced = [
-    "xxhash>=3.0.0",      # Fast xxh64 dedup hashing (memory.BoundedDeduplicator)
-    "datasketch>=1.5.0",  # MinHash/LSH similarity in fuzzy dedup
+    "xxhash>=4.0.1",      # Fast xxh64 dedup hashing (memory.BoundedDeduplicator)
+    "datasketch>=2.0.0",  # MinHash/LSH similarity in fuzzy dedup
 ]
 
 # IO adapters - thin OPTIONAL conveniences over the Source/Sink abstraction.
@@ -110,12 +110,26 @@ ignore = [
 fixable = ["ALL"]
 unfixable = []
 dummy-variable-rgx = "^(_+|(_+[a-zA-Z0-9_]*[a-zA-Z0-9]+?))$"
+# vulture's own codes, which it reads from `# noqa`.
+external = ["V"]
 
 [tool.ruff.lint.per-file-ignores]
 "tests/**" = [
     "S101", "S105", "S106", "S108", "F541", "RUF013",
     "PT017", "PT011", "PT012", "RUF043",
 ]
+# The quality gate's S and D passes select their rules on the command line,
+# which drops the ignore list above, so their exemptions live here.
+# The class docstring documents construction and the dunder protocol methods.
+"src/**" = ["D105", "D107"]
+# The samplers wrap SQL the caller wrote, by design: identifiers are quoted and
+# every interpolated number goes through int() or float().
+"src/logreducer/sampling.py" = ["S608"]
+"src/logreducer/clickhouse.py" = ["S608"]
+# Sampling and jitter, never anything secret.
+"src/logreducer/core.py" = ["S311"]
+"src/logreducer/memory.py" = ["S311"]
+"src/logreducer/target.py" = ["S311"]
 
 [tool.ruff.lint.pydocstyle]
 convention = "google"
@@ -201,6 +215,10 @@ skips = ["B101", "B603"]
 # when transitive deps pin older lower bounds; revisit each /deps pass.
 [tool.uv]
 index-strategy = "unsafe-best-match"
+# Supply-chain cooldown (standards/universal/ci.md): never resolve a package
+# version published in the last 7 days. A CVE fix bypasses it through a
+# temporary per-package exclude-newer-package entry, not by lowering this.
+exclude-newer = "7 days"
 override-dependencies = []
 
 [[tool.uv.index]]
@@ -215,6 +233,11 @@ python-version = "3.12"
 [tool.ty.src]
 exclude = ["examples/", "docs/", "scripts/"]
 
+# Below 80 vulture reports the library's public API and attributes set on
+# third-party config objects, which buries a real leftover.
+[tool.vulture]
+min_confidence = 80
+
 # vermin: verify no syntax/features newer than the minimum Python.
 [tool.vermin]
 targets = ["3.12"]
@@ -233,7 +256,7 @@ skips = ["*test*.py", "*tests*.py"]
 dev = [
     "pytest>=9.0.0",         # Test framework (9.0 changed warning/path semantics)
     "pytest-cov>=7.0.0",     # Coverage reporting
-    "ruff>=0.15.0",          # Lint + format (replaces black/flake8/isort)
+    "ruff>=0.16.10",         # Lint + format (replaces black/flake8/isort)
     "ty>=0.0.34",            # Astral type checker (runs alongside mypy)
     "mypy>=2.0",             # Static type checking (strict; 2.0 flipped defaults)
     "bandit[toml]>=1.7.0",   # Security linting
@@ -245,7 +268,7 @@ dev = [
     "sqlalchemy>=2.0.30",         # SQLSource against SQLite (real, no server)
     "clickhouse-connect>=1.0",    # ClickHouseSource (local cluster or docker)
     "confluent-kafka>=2.14.0",    # KafkaSource/KafkaSink
-    "testcontainers[clickhouse,kafka,postgres,mysql]>=4.14.0",  # docker fallback (Redpanda module ships in base)
+    "testcontainers[clickhouse,kafka,postgres,mysql]>=4.15.0",  # docker fallback; modules under testcontainers.community
     "psycopg[binary]>=3.2",       # PostgreSQL driver (real TABLESAMPLE/setseed sampling tests)
     "pymysql>=1.1.0",             # MySQL driver (real RAND(seed) sampling tests)
     "python-dotenv>=1.0.0",       # load the local .env (CLICKHOUSE_*) in tests
diff --git a/renovate.json b/renovate.json
index 381b9da..a60c643 100644
--- a/renovate.json
+++ b/renovate.json
@@ -5,12 +5,14 @@
     {
       "description": "pytest and its plugins version together to avoid plugin/core API mismatches.",
       "matchPackageNames": ["pytest", "/^pytest-/"],
-      "groupName": "pytest"
+      "groupName": "pytest",
+      "minimumReleaseAge": "7 days"
     },
     {
       "description": "Scientific stack (numpy, scipy, scikit-learn) tends to move together; group to catch ABI mismatches in one PR.",
       "matchPackageNames": ["numpy", "scipy", "scikit-learn"],
-      "groupName": "scientific"
+      "groupName": "scientific",
+      "minimumReleaseAge": "7 days"
     }
   ]
 }
diff --git a/src/logreducer/anomaly.py b/src/logreducer/anomaly.py
index cf019bc..5683393 100644
--- a/src/logreducer/anomaly.py
+++ b/src/logreducer/anomaly.py
@@ -1,6 +1,4 @@
-"""
-Anomaly detection utilities
-"""
+"""Anomaly detection utilities."""
 
 from loguru import logger
 
@@ -15,7 +13,7 @@
 
 
 class AnomalyDetector:
-    """Detect anomalous log lines"""
+    """Detect anomalous log lines."""
 
     def __init__(self, contamination: float = 0.1):
         self.contamination = contamination
@@ -25,8 +23,7 @@ def __init__(self, contamination: float = 0.1):
             logger.warning("scikit-learn not available, anomaly detection disabled")
 
     def detect_anomalies(self, lines: list[str]) -> tuple[list[str], list[str]]:
-        """
-        Separate anomalous and normal lines
+        """Separate anomalous and normal lines.
 
         Returns:
             (anomalous_lines, normal_lines)
diff --git a/src/logreducer/core.py b/src/logreducer/core.py
index 35d84da..6a6d583 100644
--- a/src/logreducer/core.py
+++ b/src/logreducer/core.py
@@ -1,6 +1,4 @@
-"""
-Core LogReducer implementation
-"""
+"""Core LogReducer implementation."""
 
 import json
 import os
@@ -10,7 +8,7 @@
 from datetime import datetime
 from enum import Enum
 from pathlib import Path
-from typing import Any
+from typing import Any, Literal, overload
 
 from .anomaly import AnomalyDetector
 from .config import BigDialConfig, OutputFormat, ProcessingLevel, ProcessingMode, get_preset_config
@@ -24,8 +22,7 @@
 
 
 class LogReducer:
-    """
-    Main log reduction class
+    """Main log reduction class.
 
     Example:
         reducer = LogReducer(level="enhanced")
@@ -41,8 +38,7 @@ def __init__(
         config: BigDialConfig | None = None,
         **kwargs: Any,
     ) -> None:
-        """
-        Initialize LogReducer
+        """Initialize LogReducer.
 
         Args:
             level: Processing level (standard/enhanced/maximum)
@@ -134,13 +130,41 @@ def _reset_components(self) -> None:
         else:
             self.temporal_processor = None
 
+    @overload
+    def reduce(
+        self,
+        source: Source,
+        output_file: str | None = None,
+        return_metadata: Literal[False] = False,
+        sink: Sink | None = None,
+    ) -> list[str]: ...
+
+    @overload
+    def reduce(
+        self,
+        source: Source,
+        output_file: str | None = None,
+        *,
+        return_metadata: Literal[True],
+        sink: Sink | None = None,
+    ) -> dict[str, Any]: ...
+
+    @overload
     def reduce(
         self,
         source: Source,
         output_file: str | None = None,
         return_metadata: bool = False,
         sink: Sink | None = None,
-    ) -> list[str] | dict:
+    ) -> list[str] | dict[str, Any]: ...
+
+    def reduce(
+        self,
+        source: Source,
+        output_file: str | None = None,
+        return_metadata: bool = False,
+        sink: Sink | None = None,
+    ) -> list[str] | dict[str, Any]:
         """Reduce a source of log lines to a representative sample.
 
         This is the core entry point: it operates on an abstraction, not on IO.
@@ -241,12 +265,37 @@ def reduce(
             }
         return result_lines
 
+    @overload
+    def process_file(
+        self,
+        input_file: str,
+        output_file: str | None = None,
+        return_metadata: Literal[False] = False,
+    ) -> list[str]: ...
+
+    @overload
+    def process_file(
+        self,
+        input_file: str,
+        output_file: str | None = None,
+        *,
+        return_metadata: Literal[True],
+    ) -> dict[str, Any]: ...
+
+    @overload
+    def process_file(
+        self,
+        input_file: str,
+        output_file: str | None = None,
+        return_metadata: bool = False,
+    ) -> list[str] | dict[str, Any]: ...
+
     def process_file(
         self,
         input_file: str,
         output_file: str | None = None,
         return_metadata: bool = False,
-    ) -> list[str] | dict:
+    ) -> list[str] | dict[str, Any]:
         """Reduce a log file - convenience wrapper over reduce() + FileSource.
 
         Args:
@@ -302,7 +351,7 @@ def _cap_for_anomaly(self, unique_lines: list[str]) -> list[str]:
         return unique_lines
 
     def _process_anomaly_mode(self, source: Source) -> list[str]:
-        """Process using anomaly detection"""
+        """Process using anomaly detection."""
         if not self.anomaly_detector:
             if self.config.enable_logging:
                 self.logger.warning("Anomaly detector not available, falling back to pattern mode")
@@ -329,7 +378,7 @@ def _process_anomaly_mode(self, source: Source) -> list[str]:
         return result
 
     def _process_temporal_mode(self, source: Source) -> list[str]:
-        """Process using temporal analysis"""
+        """Process using temporal analysis."""
         if not self.temporal_processor:
             if self.config.enable_logging:
                 self.logger.warning("Temporal processor not available, falling back to pattern mode")
@@ -356,7 +405,7 @@ def _process_temporal_mode(self, source: Source) -> list[str]:
         return result
 
     def _process_hybrid_mode(self, source: Source) -> list[str]:
-        """Process using combined approach"""
+        """Process using combined approach."""
         if self.config.enable_logging:
             self.logger.info("Hybrid mode: combining pattern and anomaly detection")
 
@@ -400,7 +449,7 @@ def _config_as_dict(self) -> dict[str, Any]:
         }
 
     def _save_output(self, lines: list[str], output_file: str) -> None:
-        """Save output to file in specified format"""
+        """Save output to file in specified format."""
         output_path = Path(output_file)
         output_path.parent.mkdir(parents=True, exist_ok=True)
 
@@ -453,7 +502,7 @@ def _save_output(self, lines: list[str], output_file: str) -> None:
                 self.logger.info(f"Metadata saved to {meta_file}")
 
     def _print_summary(self) -> None:
-        """Log processing summary"""
+        """Log processing summary."""
         self.logger.info("\n" + "=" * 60)
         self.logger.info("LOG REDUCTION SUMMARY")
         self.logger.info("=" * 60)
@@ -474,7 +523,7 @@ def _print_summary(self) -> None:
         self.logger.info("=" * 60)
 
     def estimate_processing(self, file_path: str) -> dict:
-        """Estimate processing requirements before running"""
+        """Estimate processing requirements before running."""
         file_size = os.path.getsize(file_path)
         file_size_gb = file_size / (1024**3)
 
diff --git a/src/logreducer/logging_config.py b/src/logreducer/logging_config.py
index 0cb1480..794e0c3 100644
--- a/src/logreducer/logging_config.py
+++ b/src/logreducer/logging_config.py
@@ -26,7 +26,8 @@
 from loguru import logger
 
 if TYPE_CHECKING:
-    from loguru import Logger
+    # Read by get_logger's quoted return annotation, which vulture does not parse.
+    from loguru import Logger  # noqa: V104
 
 # Solarized palette (https://ethanschoonover.com/solarized/) for the console
 # sink - readable on both light and dark terminal backgrounds.
diff --git a/src/logreducer/memory.py b/src/logreducer/memory.py
index 953877c..e3b714f 100644
--- a/src/logreducer/memory.py
+++ b/src/logreducer/memory.py
@@ -1,6 +1,4 @@
-"""
-Memory management and monitoring utilities
-"""
+"""Memory management and monitoring utilities."""
 
 import gc
 import os
@@ -13,7 +11,7 @@
 
 
 class MemoryMonitor:
-    """Monitor and control memory usage during processing"""
+    """Monitor and control memory usage during processing."""
 
     def __init__(self, max_memory_gb: float = 1.0):
         self.max_memory_gb = max_memory_gb
@@ -57,7 +55,7 @@ def check_memory(self) -> tuple[float, bool]:
         return current_gb, is_safe
 
     def get_current_usage_gb(self) -> float:
-        """Get current memory usage in GB"""
+        """Get current memory usage in GB."""
         current = self.process.memory_info().rss
         # Update peak usage
         if current > self.peak_usage_bytes:
@@ -65,7 +63,7 @@ def get_current_usage_gb(self) -> float:
         return float(current / (1024**3))
 
     def get_peak_usage_gb(self) -> float:
-        """Get peak memory usage in GB"""
+        """Get peak memory usage in GB."""
         # Update current peak if needed
         current = self.process.memory_info().rss
         if current > self.peak_usage_bytes:
@@ -84,12 +82,12 @@ def is_limit_exceeded(self) -> bool:
         return bool(current > self.max_memory_bytes)
 
     def reset(self) -> None:
-        """Reset peak memory tracking"""
+        """Reset peak memory tracking."""
         current_usage = self.process.memory_info().rss
         self.peak_usage_bytes = current_usage
 
     def estimate_file_strategy(self, file_size_bytes: int) -> str:
-        """Determine processing strategy"""
+        """Determine processing strategy."""
         file_size_gb = file_size_bytes / (1024**3)
 
         if file_size_gb < self.max_memory_gb * 0.2:
@@ -101,14 +99,14 @@ def estimate_file_strategy(self, file_size_bytes: int) -> str:
 
 
 class StreamingProcessor:
-    """Process large files with constant memory usage"""
+    """Process large files with constant memory usage."""
 
     def __init__(self, memory_monitor: MemoryMonitor):
         self.memory_monitor = memory_monitor
         self.chunk_size = memory_monitor.safe_chunk_size
 
     def read_file_streaming(self, file_path: str) -> Iterator[str]:
-        """Read file with minimal memory usage"""
+        """Read file with minimal memory usage."""
         file_size = os.path.getsize(file_path)
         strategy = self.memory_monitor.estimate_file_strategy(file_size)
 
@@ -223,7 +221,7 @@ def __init__(self, max_cache_size: int = 100000, hash_algorithm: str = "xxhash")
         self.stats = {"total": 0, "unique": 0, "duplicates": 0}
 
     def is_duplicate(self, line: str) -> bool:
-        """Check if line is duplicate"""
+        """Check if line is duplicate."""
         self.stats["total"] += 1
         line_hash = self.hash_func(line)
 
@@ -241,7 +239,7 @@ def is_duplicate(self, line: str) -> bool:
         return False
 
     def deduplicate_lines(self, lines: Iterable[str]) -> Iterator[str]:
-        """Deduplicate a stream of lines"""
+        """Deduplicate a stream of lines."""
         for line in lines:
             if not self.is_duplicate(line):
                 yield line
diff --git a/src/logreducer/patterns.py b/src/logreducer/patterns.py
index f6137fe..cfa89a2 100644
--- a/src/logreducer/patterns.py
+++ b/src/logreducer/patterns.py
@@ -121,6 +121,14 @@ def extract_patterns(self, lines: Iterable[str]) -> list[LogPattern]:
             if len(pattern.examples) < self.config.examples_per_pattern:
                 pattern.examples.append(line)
 
+        # Later lines widen a cluster's slots to <*>, so the stored template is
+        # re-read once the feed ends; an LRU-evicted cluster keeps its snapshot.
+        clusters = self.miner.drain.id_to_cluster
+        for cluster_id, pattern in pattern_map.items():
+            cluster = clusters.get(cluster_id)
+            if cluster is not None:
+                pattern.template = cluster.get_template()
+
         patterns = list(pattern_map.values())
 
         # Apply filters
diff --git a/src/logreducer/sinks.py b/src/logreducer/sinks.py
index b92d82e..f950fc6 100644
--- a/src/logreducer/sinks.py
+++ b/src/logreducer/sinks.py
@@ -30,7 +30,8 @@ class Sink(Protocol):
     iterate lazily rather than materialising the whole batch.
     """
 
-    def write(self, lines: Iterable[str]) -> int: ...
+    def write(self, lines: Iterable[str]) -> int:
+        """Write ``lines`` to the destination and return how many were written."""
 
 
 class FileSink:
@@ -54,6 +55,14 @@ def __init__(self, path: str | os.PathLike[str], *, output_format: str = "line")
         self.output_format = fmt
 
     def write(self, lines: Iterable[str]) -> int:
+        """Write ``lines`` to ``path`` in the configured format, replacing the file.
+
+        Args:
+            lines: The reduced lines, consumed once.
+
+        Returns:
+            The number of lines written.
+        """
         output_path = Path(self.path)
         output_path.parent.mkdir(parents=True, exist_ok=True)
 
diff --git a/src/logreducer/temporal.py b/src/logreducer/temporal.py
index 3518adc..17d54b6 100644
--- a/src/logreducer/temporal.py
+++ b/src/logreducer/temporal.py
@@ -1,6 +1,4 @@
-"""
-Temporal processing and time-aware pattern extraction
-"""
+"""Temporal processing and time-aware pattern extraction."""
 
 import re
 from collections import defaultdict
@@ -13,7 +11,7 @@
 
 @dataclass
 class LogEntry:
-    """Parsed log entry with timestamp"""
+    """Parsed log entry with timestamp."""
 
     raw_line: str
     timestamp: datetime | None = None
@@ -22,7 +20,7 @@ class LogEntry:
 
 
 class TimestampParser:
-    """Parse timestamps from various formats"""
+    """Parse timestamps from various formats."""
 
     PATTERNS = [
         (r"\d{4}-\d{2}-\d{2}[T\s]\d{2}:\d{2}:\d{2}", "%Y-%m-%d %H:%M:%S"),
@@ -34,7 +32,7 @@ class TimestampParser:
     LEVEL_PATTERN = re.compile(r"\b(DEBUG|INFO|WARN|ERROR|CRITICAL)\b", re.I)
 
     def parse_line(self, line: str, line_number: int = 0) -> LogEntry:
-        """Parse log line"""
+        """Parse log line."""
         entry = LogEntry(raw_line=line.strip(), line_number=line_number)
 
         # Extract timestamp
@@ -61,7 +59,7 @@ def parse_line(self, line: str, line_number: int = 0) -> LogEntry:
 
 
 class TemporalProcessor:
-    """Time-aware log processing"""
+    """Time-aware log processing."""
 
     def __init__(self, window_minutes: int = 60):
         self.window_minutes = window_minutes
@@ -69,7 +67,7 @@ def __init__(self, window_minutes: int = 60):
         self.miners_by_window: dict[int, TemplateMiner] = {}
 
     def process_temporal(self, lines: list[str]) -> dict:
-        """Process with temporal awareness"""
+        """Process with temporal awareness."""
         entries = [self.parser.parse_line(line, i) for i, line in enumerate(lines)]
 
         timed = [e for e in entries if e.timestamp]
@@ -91,7 +89,7 @@ def process_temporal(self, lines: list[str]) -> dict:
         return results
 
     def _extract_temporal_patterns(self, entries: list[LogEntry]) -> list[dict]:
-        """Extract patterns with time context"""
+        """Extract patterns with time context."""
         patterns = []
         windows = defaultdict(list)
 
@@ -112,11 +110,10 @@ def _extract_temporal_patterns(self, entries: list[LogEntry]) -> list[dict]:
                 self.miners_by_window[window_key] = TemplateMiner(config=config)
 
             miner = self.miners_by_window[window_key]
+            cluster_ids = [miner.add_log_message(entry.raw_line)["cluster_id"] for entry in window_entries]
 
-            for entry in window_entries:
-                result = miner.add_log_message(entry.raw_line)
-                cluster_id = result["cluster_id"]
-
+            # Templates are read once the window is fed, after later lines have widened their slots.
+            for entry, cluster_id in zip(window_entries, cluster_ids, strict=True):
                 patterns.append(
                     {
                         "template": miner.drain.id_to_cluster[cluster_id].get_template(),
@@ -129,29 +126,26 @@ def _extract_temporal_patterns(self, entries: list[LogEntry]) -> list[dict]:
         return patterns
 
     def _extract_timeless_patterns(self, entries: list[LogEntry]) -> list[dict]:
-        """Extract patterns without timestamps"""
+        """Extract patterns without timestamps."""
         from drain3.template_miner_config import TemplateMinerConfig
 
         config = TemplateMinerConfig()
         config.snapshot_interval_minutes = 0  # Disable snapshots
         config.snapshot_compress_state = False
         miner = TemplateMiner(config=config)
-        patterns = []
+        cluster_ids = [miner.add_log_message(entry.raw_line)["cluster_id"] for entry in entries]
 
-        for entry in entries:
-            result = miner.add_log_message(entry.raw_line)
-            cluster_id = result["cluster_id"]
-            patterns.append(
-                {
-                    "template": miner.drain.id_to_cluster[cluster_id].get_template(),
-                    "example": entry.raw_line,
-                }
-            )
-
-        return patterns
+        # Templates are read once every entry is fed, after later lines have widened their slots.
+        return [
+            {
+                "template": miner.drain.id_to_cluster[cluster_id].get_template(),
+                "example": entry.raw_line,
+            }
+            for entry, cluster_id in zip(entries, cluster_ids, strict=True)
+        ]
 
     def _analyze_distribution(self, entries: list[LogEntry]) -> dict:
-        """Analyze time distribution"""
+        """Analyze time distribution."""
         dist: dict[str, Any] = {"hourly": defaultdict(int), "levels": defaultdict(int)}
 
         for entry in entries:
diff --git a/tests/integration/conftest.py b/tests/integration/conftest.py
index 6dcda08..9b34934 100644
--- a/tests/integration/conftest.py
+++ b/tests/integration/conftest.py
@@ -134,13 +134,16 @@ def _clickhouse_from_docker() -> tuple[Any, Any] | None:
     """
     try:
         from testcontainers.core.container import DockerContainer
-        from testcontainers.core.waiting_utils import wait_for_logs
+        from testcontainers.core.wait_strategies import LogMessageWaitStrategy
     except ImportError:
         return None
     try:
-        container = DockerContainer("clickhouse/clickhouse-server:24.8.14").with_exposed_ports(8123)
+        container = (
+            DockerContainer("clickhouse/clickhouse-server:24.8.14")
+            .with_exposed_ports(8123)
+            .waiting_for(LogMessageWaitStrategy("Ready for connections").with_startup_timeout(60))
+        )
         container.start()
-        wait_for_logs(container, "Ready for connections", timeout=60)
         # Inside the try: if the HTTP probe times out, the container must
         # still be stopped rather than leaked as a fixture ERROR.
         host = container.get_container_host_ip()
@@ -235,7 +238,7 @@ def _redpanda_from_docker() -> tuple[str, Any] | None:
     unchanged.
     """
     try:
-        from testcontainers.kafka import RedpandaContainer
+        from testcontainers.community.kafka import RedpandaContainer
     except ImportError:
         return None
     try:
@@ -295,7 +298,7 @@ def pg_engine() -> Iterator[Any]:
     """A bare PostgreSQL engine on a throwaway container (docker, else skip)."""
     try:
         from sqlalchemy import create_engine
-        from testcontainers.postgres import PostgresContainer
+        from testcontainers.community.postgres import PostgresContainer
     except ImportError:
         pytest.skip("PostgreSQL integration deps not installed")
     try:
@@ -317,7 +320,7 @@ def mysql_engine() -> Iterator[Any]:
     """A bare MySQL engine on a throwaway container (docker, else skip)."""
     try:
         from sqlalchemy import create_engine
-        from testcontainers.mysql import MySqlContainer
+        from testcontainers.community.mysql import MySqlContainer
     except ImportError:
         pytest.skip("MySQL integration deps not installed")
     try:
diff --git a/tests/integration/test_end_to_end.py b/tests/integration/test_end_to_end.py
index ce49f26..f09a68f 100644
--- a/tests/integration/test_end_to_end.py
+++ b/tests/integration/test_end_to_end.py
@@ -3,6 +3,7 @@
 """
 
 from pathlib import Path
+from typing import Any
 
 import pytest
 
@@ -293,7 +294,7 @@ def test_benchmark_processing_levels(self, samples_dir):
             ("hdfs_system.log", "distributed_system"),
         ]
 
-        benchmark_results = []
+        benchmark_results: list[dict[str, Any]] = []
 
         for sample_file, log_type in test_files:
             input_file = samples_dir / sample_file
diff --git a/tests/testdata/build.py b/tests/testdata/build.py
index b1286a6..fd86d28 100644
--- a/tests/testdata/build.py
+++ b/tests/testdata/build.py
@@ -28,7 +28,6 @@
 import argparse
 import gzip
 import hashlib
-import io
 import ipaddress
 import json
 import re
@@ -339,8 +338,8 @@ def _raw_lines(spec: dict, blob: Path) -> Iterator[str]:
             yield from _decode(fh)
 
 
-def _decode(fh: io.BufferedReader | object) -> Iterator[str]:
-    for raw in fh:  # type: ignore[union-attr]
+def _decode(fh: Iterable[bytes]) -> Iterator[str]:
+    for raw in fh:
         # errors="replace": keep the line even if the source has bad bytes -
         # that messiness is exactly what we want the reducer to survive.
         yield raw.decode("utf-8", errors="replace").rstrip("\n").rstrip("\r")
diff --git a/tests/unit/test_core.py b/tests/unit/test_core.py
index 574b23f..8646cd7 100644
--- a/tests/unit/test_core.py
+++ b/tests/unit/test_core.py
@@ -341,7 +341,7 @@ def test_reducer_is_reusable(self):
         assert first  # non-empty
         assert second == first  # reuse yields the same result, not an empty one
 
-    def test_hybrid_anomaly_pass_sees_deduped_input(self):
+    def test_hybrid_anomaly_pass_sees_deduped_input(self, monkeypatch):
         """Hybrid's anomaly pass must get a fresh dedup, not an exhausted one.
 
         Regression: the pattern pass populated the shared deduplicator's
@@ -351,14 +351,16 @@ def test_hybrid_anomaly_pass_sees_deduped_input(self):
         reducer = LogReducer(level="enhanced", mode="hybrid")
         lines = [f"INFO request {i} handled in 12ms" for i in range(60)] + ["FATAL kernel panic"]
 
+        detector = reducer.anomaly_detector
+        assert detector is not None  # hybrid mode always builds one
         seen_counts = []
-        real_detect = reducer.anomaly_detector.detect_anomalies
+        real_detect = detector.detect_anomalies
 
         def spy(unique_lines):
             seen_counts.append(len(unique_lines))
             return real_detect(unique_lines)
 
-        reducer.anomaly_detector.detect_anomalies = spy
+        monkeypatch.setattr(detector, "detect_anomalies", spy)
         reducer.reduce(lines)
 
         assert seen_counts  # the anomaly pass ran
diff --git a/tests/unit/test_patterns.py b/tests/unit/test_patterns.py
index a55f350..74ffcf8 100644
--- a/tests/unit/test_patterns.py
+++ b/tests/unit/test_patterns.py
@@ -4,6 +4,8 @@
 
 from unittest.mock import Mock, patch
 
+import pytest
+
 from logreducer.config import BigDialConfig
 from logreducer.patterns import FuzzyDeduplicator, LogPattern, PatternExtractor
 
@@ -263,18 +265,30 @@ class TestTypedMasking:
     ]
 
     def test_default_ip_lines_use_bare_wildcard(self):
-        """Off by default: the IP slot is a bare <*>, never a typed mask.
+        """Off by default: the IP slot is a bare <*>, never a typed mask."""
+        extractor = PatternExtractor(BigDialConfig())
+        patterns = extractor.extract_patterns(self.IP_LINES)
+        assert len(patterns) == 1
+        template = patterns[0].template
+        assert "<*>" in template
+        assert "<IP>" not in template
 
-        Asserted on the live Drain cluster template - LogPattern.template is a
-        first-seen snapshot, taken before later lines widen any slot to <*>.
-        """
+    def test_template_is_the_final_cluster_template(self):
+        """The stored template is the one Drain3 ends on, not the first line seen."""
         extractor = PatternExtractor(BigDialConfig())
-        extractor.extract_patterns(self.IP_LINES)
+        patterns = extractor.extract_patterns(self.IP_LINES)
         clusters = list(extractor.miner.drain.clusters)
+        assert len(patterns) == 1
         assert len(clusters) == 1
-        template = clusters[0].get_template()
-        assert "<*>" in template
-        assert "<IP>" not in template
+        assert patterns[0].template == clusters[0].get_template()
+        assert patterns[0].template == "Accepted connection from <*> port 22"
+
+    def test_priority_reads_the_final_template(self):
+        """The <*> boost counts the widened slot, which the first line lacks."""
+        extractor = PatternExtractor(BigDialConfig())
+        patterns = extractor.extract_patterns(self.IP_LINES)
+        # 3 lines; one <*> slot boosts x1.5; six words boost x1.6.
+        assert patterns[0].priority == pytest.approx(3 * 1.5 * 1.6)
 
     def test_default_configures_no_masking_instructions(self):
         """Off by default: the miner carries zero masking instructions."""
diff --git a/tests/unit/test_sql_source.py b/tests/unit/test_sql_source.py
index f82588d..d2cf450 100644
--- a/tests/unit/test_sql_source.py
+++ b/tests/unit/test_sql_source.py
@@ -66,7 +66,7 @@ def test_reduce_over_sqlsource(sqlite_url):
 
 def test_sqlsource_rejects_bad_connectable():
     with pytest.raises(TypeError):
-        SQLSource(1234, "SELECT 1")  # not an Engine or URL string
+        SQLSource(1234, "SELECT 1")  # ty: ignore[invalid-argument-type]  # not an Engine or URL string
 
 
 def test_sqlsource_sample_returns_subset(sqlite_url):
diff --git a/tests/unit/test_temporal.py b/tests/unit/test_temporal.py
index 43c1d90..9d4f8c0 100644
--- a/tests/unit/test_temporal.py
+++ b/tests/unit/test_temporal.py
@@ -180,3 +180,22 @@ def test_process_temporal_no_timestamps(self):
 
         # Should not have temporal patterns
         assert len(result["temporal_patterns"]) == 0
+
+    def test_timeless_entries_carry_the_final_template(self):
+        """Every entry of one cluster reports the template its window ends on."""
+        processor = TemporalProcessor()
+        result = processor.process_temporal(["user alice logged in", "user bob logged in"])
+        templates = [p["template"] for p in result["timeless_patterns"]]
+        assert templates == ["user <*> logged in", "user <*> logged in"]
+
+    def test_timed_entries_carry_the_final_template(self):
+        """The first entry of a window is not left with its pre-widening template."""
+        processor = TemporalProcessor()
+        lines = [
+            "2024-01-15 14:30:25 INFO user alice logged in",
+            "2024-01-15 14:30:26 INFO user bob logged in",
+        ]
+        result = processor.process_temporal(lines)
+        templates = {p["template"] for p in result["temporal_patterns"]}
+        assert len(templates) == 1
+        assert "<*>" in templates.pop()
diff --git a/uv.lock b/uv.lock
index d83d86e..e8384df 100644
--- a/uv.lock
+++ b/uv.lock
@@ -6,54 +6,81 @@ resolution-markers = [
     "python_full_version < '3.15'",
 ]
 
+[options]
+exclude-newer = "0001-01-01T00:00:00Z" # This has no effect and is included for backwards compatibility when using relative exclude-newer values.
+exclude-newer-span = "P7D"
+
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 [[package]]
@@ -602,15 +758,15 @@ dev = [
 requires-dist = [
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     { name = "confluent-kafka", marker = "extra == 'kafka'", specifier = ">=2.14.0" },
-    { name = "datasketch", marker = "extra == 'enhanced'", specifier = ">=1.5.0" },
+    { name = "datasketch", marker = "extra == 'enhanced'", specifier = ">=2.0.0" },
     { name = "drain3", specifier = ">=0.9.0" },
     { name = "loguru", specifier = ">=0.7.3" },
     { name = "numpy", specifier = ">=2.0.0" },
     { name = "psutil", specifier = ">=7.2.0" },
     { name = "scikit-learn", specifier = ">=1.5.0" },
     { name = "sqlalchemy", marker = "extra == 'sql'", specifier = ">=2.0.30" },
-    { name = "typer", specifier = ">=0.25.0" },
-    { name = "xxhash", marker = "extra == 'enhanced'", specifier = ">=3.0.0" },
+    { name = "typer", specifier = ">=0.27.3" },
+    { name = "xxhash", marker = "extra == 'enhanced'", specifier = ">=4.0.1" },
 ]
 provides-extras = ["enhanced", "sql", "clickhouse", "kafka"]
 
@@ -626,9 +782,9 @@ dev = [
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