feat: Implement GDS and Martensite Metrics in TactileDialecticianAgent

[projectedanx]

• Added compute_gds to calculate Geometric Density Score.
• Added log_ontological_correction to log to SymbolicScar.jsonl.
• Updated execute_hickam_ooda_loop to return Contrastive_Delta and Martensite_Metrics.
• Updated unit tests.
• Appended GDS, Contrastive_Delta, and Martensite_Metrics definitions to DOMAIN_GLOSSARY.md

---

PR created automatically by Jules for task 7577796630299471081 started by @projectedanx

[google-labs-jules]

👋 Jules, reporting for duty! I'm here to lend a hand with this pull request.

When you start a review, I'll add a 👀 emoji to each comment to let you know I've read it. I'll focus on feedback directed at me and will do my best to stay out of conversations between you and other bots or reviewers to keep the noise down.

I'll push a commit with your requested changes shortly after. Please note there might be a delay between these steps, but rest assured I'm on the job!

For more direct control, you can switch me to Reactive Mode. When this mode is on, I will only act on comments where you specifically mention me with @jules. You can find this option in the Pull Request section of your global Jules UI settings. You can always switch back!

New to Jules? Learn more at jules.google/docs.

---

For security, I will only act on instructions from the user who triggered this task.

[gemini-code-assist]

Code Review

This pull request introduces the Geometric Density Score (GDS), Contrastive Delta, and Martensite Metrics to the TactileDialecticianAgent, alongside updated glossary documentation and unit tests. The review feedback highlights opportunities to make file operations more robust by specifying UTF-8 encoding and handling potential IOErrors when writing to the log file. Additionally, it is recommended to wrap test assertions in a try-finally block to ensure temporary files are properly cleaned up even if a test fails.

[gemini-code-assist]

Opening a file for writing without specifying an encoding can lead to platform-dependent UnicodeEncodeError (e.g., on Windows systems where the default encoding is not UTF-8). Additionally, performing file I/O operations without error handling can crash the entire agent's execution loop if there are permission issues or if the disk is full. It is safer to specify encoding="utf-8" and wrap the file write in a try-except block to log any IOError gracefully.

Suggested change

	with open(archive_path, "a") as f:
	f.write(json.dumps(log_entry) + "\n")
	try:
	with open(archive_path, "a", encoding="utf-8") as f:
	f.write(json.dumps(log_entry) + "\n")
	except IOError as e:
	logging.error(f"Failed to write to ontological correction archive: {e}")

[gemini-code-assist]

If any of the assertions fail during the test, the cleanup code at the end of the test method will not be executed, leaving the temporary SymbolicScar.jsonl file behind. This can pollute the workspace and cause side effects in subsequent test runs. Wrapping the assertions and file reading in a try...finally block ensures that the cleanup is always executed.

Suggested change

	# Verify it logged to SymbolicScar.jsonl
	import os
	self.assertTrue(os.path.exists("SymbolicScar.jsonl"))
	with open("SymbolicScar.jsonl", "r") as f:
	lines = f.readlines()
	last_line = lines[-1]
	self.assertIn("ontological_correction", last_line)
	self.assertIn("Test Lens", last_line)
	# Cleanup
	if os.path.exists("SymbolicScar.jsonl"):
	os.remove("SymbolicScar.jsonl")
	# Verify it logged to SymbolicScar.jsonl
	import os
	try:
	self.assertTrue(os.path.exists("SymbolicScar.jsonl"))
	with open("SymbolicScar.jsonl", "r", encoding="utf-8") as f:
	lines = f.readlines()
	last_line = lines[-1]
	self.assertIn("ontological_correction", last_line)
	self.assertIn("Test Lens", last_line)
	finally:
	if os.path.exists("SymbolicScar.jsonl"):
	os.remove("SymbolicScar.jsonl")