fix: case-insensitive model family matching + compressor init logging

Two fixes for local model context detection:

1. Hardcoded DEFAULT_CONTEXT_LENGTHS matching was case-sensitive.
   'qwen' didn't match 'Qwen3.5-9B-Q4_K_M.gguf' because of the
   capital Q. Now uses model.lower() for comparison.

2. Added compressor initialization logging showing the detected
   context_length, threshold, model, provider, and base_url.
   This makes turn-1 compression bugs diagnosable from logs —
   previously there was no log of what context length was detected.

agent/context_compressor.py

@@ -93,6 +93,14 @@ class ContextCompressor:
         )
         self.threshold_tokens = int(self.context_length * threshold_percent)
         self.compression_count = 0
+
+        if not quiet_mode:
+            logger.info(
+                "Context compressor initialized: model=%s context_length=%d "
+                "threshold=%d (%.0f%%) provider=%s base_url=%s",
+                model, self.context_length, self.threshold_tokens,
+                threshold_percent * 100, provider or "none", base_url or "none",
+            )
         self._context_probed = False  # True after a step-down from context error
 
         self.last_prompt_tokens = 0

agent/model_metadata.py

@@ -855,10 +855,11 @@ def get_model_context_length(
     # Only check `default_model in model` (is the key a substring of the input).
     # The reverse (`model in default_model`) causes shorter names like
     # "claude-sonnet-4" to incorrectly match "claude-sonnet-4-6" and return 1M.
+    model_lower = model.lower()
     for default_model, length in sorted(
         DEFAULT_CONTEXT_LENGTHS.items(), key=lambda x: len(x[0]), reverse=True
     ):
-        if default_model in model:
+        if default_model in model_lower:
             return length
 
     # 9. Query local server as last resort