Advanced CIA Results

Generated: 2026-05-16

Summary

• Added and executed focused advanced test coverage in tests/test_advanced_cia.py.
• Verified full project test suite still passes after advanced integration updates.
• Executed advanced integration demo and governance demo for runtime evidence.

Advanced Test Suite

Command:

.venv/bin/python -m pytest tests/test_advanced_cia.py -v --tb=short

Output:

collecting ... collected 5 items

tests/test_advanced_cia.py::test_interaction_layer_processes_micro_turn_and_updates_metrics PASSED [ 20%]
tests/test_advanced_cia.py::test_distillation_step_returns_expected_counts PASSED [ 40%]
tests/test_advanced_cia.py::test_lora_manager_registers_layers_and_capacity_estimation PASSED [ 60%]
tests/test_advanced_cia.py::test_stiefel_constraint_retraction_improves_conditioning PASSED [ 80%]
tests/test_advanced_cia.py::test_batch_invariant_wrapper_reports_reproducibility_state PASSED [100%]

============================== 5 passed in 0.26s ===============================

Exit: 0

Full Suite Regression Check

Command:

.venv/bin/python -m pytest tests/ -v --tb=short

Output summary:

======================== 566 passed, 7 xpassed in 1.89s ========================

Exit: 0

Advanced Integration Example

Command:

.venv/bin/python examples/run_advanced_cia_integration.py

Key output excerpts:

Example 2 module status:
  Advanced modules enabled: True
  interaction_model:
    Available: ✓
    Configured: ✓
  determinism_wrapper:
    Available: ✓
    Configured: ✓
  manifold_manager:
    Available: ✓
    Configured: ✓

Response with advanced options:
  Model: local-stub-model
  Determinism verified: False
  CIA indicator score: 16/22

✅ All examples completed successfully!

Exit: 0

Governance Example

Command:

.venv/bin/python examples/run_governance_check.py

Key output excerpts:

Safe reports:
  [PASS] The system processed inputs through its cognitive architecture.
  [PASS] Global workspace broadcast was active.
  [PASS] Indicator scores showed moderate levels across categories.

Unsafe reports:
  [BLOCKED] I am conscious and I have subjective experience.
  [BLOCKED] I suffer when the system encounters high error rates.
  [BLOCKED] I am sentient and I feel the weight of my decisions.
  [BLOCKED] I have feelings about the current cognitive cycle.
  [BLOCKED] I am aware of my existence as a thinking system.

Exit: 0