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Copilot AI review requested due to automatic review settings March 14, 2026 23:28
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Review Summary by Qodo

Comprehensive Dashboard Expansion with Temporal Evolution, Adversarial Testing, Governance Layer, and JAX Optimization

✨ Enhancement 🧪 Tests 🐞 Bug fix

Grey Divider

Walkthroughs

Description
  **Major Dashboard and Model Expansion: Temporal Evolution, Adversarial Testing, and Governance**
• Comprehensive dashboard redesign from "Equity Localization Edition" to "Temporal Evolution
  Edition" with 9 tabs (up from 4), adding Spatial Equity, Adversarial Red-Teaming, Stakeholder
  Consensus, Interoperability, and Publication Narrative
• Implemented 10-year temporal evolution simulation with annual trajectory visualization and
  technology cost improvement modeling
• Added adversarial stress-testing engine using JAX/Optax for gradient-based policy robustness
  evaluation
• Integrated multi-persona governance layer (Agentic Auditor) with Delphi protocol for stakeholder
  consensus building
• Refactored parameter system from Pydantic to frozen dataclasses with JAX PyTree registration for
  automatic differentiation support
• Enhanced pipeline with temporal modeling (year, is_annual parameters), proof engine for
  equilibrium diagnostics, and economic sanity checking
• Migrated all scripts to structured logging via loguru with defensive import handling for
  optional dependencies
• Added comprehensive test suite: property-based tests (monotonicity, stability), economic invariant
  verification, temporal dynamics, and multi-page E2E navigation
• Implemented HTA export module for standardized JSON/Excel reporting and persona distiller for
  policy analysis
• Simplified Module D (proxy substitution) and Module E (enforcement) to focused, JAX-compatible
  implementations
• Enhanced sensitivity analysis with unified PSA/VOI/Sobol engine and Bayesian prior grounding for
  calibration
• Added citation validation, manuscript data sync/injection, and quality gate refactoring scripts
• Fixed JAX compatibility issues by removing static_argnames constraints and relaxing type hints
  to Any for tracer support
Diagram
flowchart LR
  A["Dashboard<br/>4 tabs"] -->|Redesign| B["Dashboard<br/>9 tabs"]
  B -->|Temporal| C["10-year<br/>Evolution"]
  B -->|Adversarial| D["JAX/Optax<br/>Red-Teaming"]
  B -->|Governance| E["Agentic Auditor<br/>Delphi Protocol"]
  F["Pydantic<br/>Parameters"] -->|Refactor| G["Dataclass<br/>PyTrees"]
  G -->|JAX Compatible| H["Auto-diff<br/>Support"]
  I["Pipeline"] -->|Enhance| J["Temporal<br/>Modeling"]
  J -->|Add| K["Proof Engine<br/>Sanity Checker"]
  L["Scripts"] -->|Migrate| M["Structured<br/>Logging"]
  M -->|Add| N["Defensive<br/>Imports"]
  O["Tests"] -->|Expand| P["Property-Based<br/>Tests"]
  P -->|Add| Q["Economic<br/>Invariants"]
Loading

Grey Divider

File Changes

1. streamlit_app/app.py ✨ Enhancement +592/-94

Comprehensive Dashboard Expansion: Temporal, Adversarial, and Stakeholder Features

• Updated dashboard title from "Equity Localization Edition" to "Temporal Evolution Edition"
 reflecting shift in focus
• Reorganized imports and added new modules (AdversarialEngine, AgenticAuditor, HTAExporter,
 PersonaDistiller)
• Expanded sidebar controls with new "Governance & Audit" toggle and temporal simulation parameters
 (taper_range, simulation_year)
• Increased tab structure from 4 to 9 tabs, adding Spatial Equity, Adversarial Red-Teaming,
 Stakeholder Consensus, Interoperability, and Publication Narrative
• Added 10-year temporal evolution simulation with annual trajectory visualization
• Implemented adversarial stress-testing interface with gradient-based optimization for policy
 robustness
• Added Delphi protocol for multi-persona stakeholder consensus building with teaching interface
• Integrated HTA export functionality (JSON dossier and Excel templates)
• Enhanced primary evaluation with technical proofs display and market indicator details

streamlit_app/app.py


2. src/model/pipeline.py ✨ Enhancement +174/-119

Pipeline Refactoring: Temporal Evolution and Proof Integration

• Refactored PolicyEvaluationResult into separate reporting_common module for better modularity
• Added year and is_annual parameters to evaluate_single_policy() for temporal modeling
• Implemented simulate_evolution() function for multi-year horizon analysis with aggregation
• Added include_proofs parameter and integrated proof_engine for mathematical verification
• Enhanced DCBA computation with explicit baseline parameters and temporal discounting logic
• Integrated EconomicSanityChecker for automated result validation
• Refactored compare_policies() to handle both dict and parameter modes with clearer delta metrics
• Improved generate_policy_summary() with formatted output and jurisdiction metadata

src/model/pipeline.py


3. src/model/parameters.py ✨ Enhancement +252/-94

Parameter System Overhaul: JAX PyTree Registration and Dataclass Migration

• Converted PolicyConfig and ModelParameters from Pydantic to frozen dataclasses for JAX
 compatibility
• Registered both classes as JAX PyTrees to enable automatic differentiation and vectorization
• Changed parameter types from strict floats to Any to accommodate JAX tracers without validation
 errors
• Added new parameters: taper_range, acc_deterrence_offset, pharmac_qaly_threshold,
 audit_intensity_*, remoteness_weight, time_horizon, tech_improvement_rate
• Implemented custom __hash__ and __eq__ methods to avoid TracerBoolConversionError in JAX
 contexts
• Added model_copy() compatibility method for Pydantic-style updates
• Simplified load_jurisdiction_parameters() with more robust path resolution

src/model/parameters.py


View more (167)
4. src/model/dcba_ledger.py ✨ Enhancement +108/-49

DCBA Ledger Enhancement: Temporal Aggregation and Type Flexibility

• Added is_annual parameter to all discount factor and component computation functions for
 single-year vs. cumulative discounting
• Enhanced type flexibility by accepting float | Array for all numeric parameters to support JAX
 tracers
• Implemented aggregate_temporal_results() function to sum annual DCBAResult objects into
 aggregate welfare metrics
• Improved PPP normalization logic to ensure arithmetic consistency under float32 precision
• Added explicit value_per_qaly, cost_per_test, and setup_cost parameters to compute_dcba()
 for better control
• Fixed equity weighting calculation to apply factors only to people-centric outcomes (consumer +
 health)

src/model/dcba_ledger.py


5. src/model/module_a_behavior.py ✨ Enhancement +105/-54

Module A Enhancement: Temporal, Spatial, and Regulatory Complexity

• Added taper_function() for smooth protection factor computation under sum-insured caps
• Enhanced compute_perceived_penalty() with AU-specific audit intensity modeling (APRA/ASIC
 combined)
• Integrated remoteness_index and year parameters into compute_testing_utility() for spatial
 and temporal cost curves
• Added temporal cost multiplier (15% annual improvement rate) to reflect technology cost decline
• Extended compute_testing_uptake() with spatial remoteness and temporal evolution support
• Improved get_standard_policies() with explicit taper_range parameter for moratorium policy
• Refactored penalty computation to use JAX-compatible conditional logic instead of Python booleans

src/model/module_a_behavior.py


6. src/model/scenario_analysis.py ✨ Enhancement +37/-104

Scenario Analysis: Dataclass Migration and Equity Integration

• Converted from Pydantic to dataclass-based ScenarioResult for consistency with parameter
 refactoring
• Updated field types to Any to support JAX tracers in scenario evaluation
• Added equity_weighted_welfare field to ScenarioResult for equity-adjusted outcomes
• Refactored _build_model_parameters() to use dataclass fields() instead of Pydantic
 model_fields
• Simplified scenario comparison logic with more concise delta calculations
• Improved markdown table formatting in format_comparison_table()

src/model/scenario_analysis.py


7. src/model/adversarial_engine.py ✨ Enhancement +261/-0

New Adversarial Engine: JAX-Based Policy Stress Testing

• New module implementing gradient-based economic red-teaming using JAX and Optax
• Implements AdversarialEngine class for finding worst-case parameter combinations that collapse
 policy welfare
• Includes parameter_mapping() function to map unbounded optimizer variables to bounded model
 parameters
• Implements evaluate_welfare_pure() for differentiable welfare calculation compatible with JAX
 autodiff
• Provides AdversarialResult NamedTuple with optimization history and welfare comparisons
• Supports stress-testing of policies against baseline with configurable learning rate and
 optimization steps

src/model/adversarial_engine.py


8. streamlit_app/pages/2_Sensitivity.py ✨ Enhancement +121/-81

Sensitivity Page Overhaul: PSA, VOI, and Streamlined Tornado Analysis

• Restructured sensitivity analysis page with three-tab layout: PSA, VOI, and Tornado
• Integrated run_psa() for Monte Carlo uncertainty propagation with credible interval reporting
• Added run_full_voi_analysis() for Expected Value of Information (EVPI) and partial information
 value (EVPPI)
• Implemented probabilistic sensitivity analysis with histogram visualizations of uptake and welfare
 distributions
• Simplified tornado analysis interface with cleaner parameter selection and visualization
• Updated page title and description to reflect "Uncertainty Suite" focus

streamlit_app/pages/2_Sensitivity.py


9. src/model/module_d_proxy_substitution.py ✨ Enhancement +14/-129

Module D Simplification: Focused Proxy Potential Computation

• Simplified module from complex gradient descent re-optimization to focused proxy potential
 computation
• Removed toy linear risk score and constrained optimization logic
• Implemented compute_proxy_potential() as a simple JAX-compiled function for informational
 redundancy estimation
• Reduced complexity to focus on core proxy-genetic correlation modeling

src/model/module_d_proxy_substitution.py


10. streamlit_app/pages/3_Scenarios.py Miscellaneous +1/-1

Scenario Page: Minor Import Cleanup

• Minor import cleanup removing unused ModelParameters import
• Retained scenario analysis functionality with updated parameter system compatibility

streamlit_app/pages/3_Scenarios.py


11. src/model/uncertainty_engine.py ✨ Enhancement +215/-0

New Unified Sensitivity Engine with Bayesian Priors

• New module implementing unified sensitivity analysis (DSA, PSA, Sobol) with JAX vectorization
• Integrates Bayesian prior grounding for parameter sampling and uncertainty quantification
• Provides run_psa() for probabilistic sensitivity analysis and run_full_voi_analysis() for
 comprehensive value-of-information calculations
• Consolidates Monte Carlo evaluation with summary statistics computation

src/model/uncertainty_engine.py


12. tests/e2e/test_remote_app.py 🧪 Tests +92/-41

Enhanced E2E Tests with Multi-Page Navigation Verification

• Updated expected UI text and page titles to match new dashboard branding ("Genetic Discrimination:
 Global Policy Explorer")
• Refactored helper functions to handle both Page and Frame surfaces uniformly
• Added new test assertions for sensitivity analysis (PSA), scenarios, extended games, and fairness
 audit pages
• Improved error handling with FATAL_REMOTE_ERROR_TEXT constant and early failure on critical
 errors
• Fixed pytest marker syntax from @pytest.mark.slow() to @pytest.mark.slow

tests/e2e/test_remote_app.py


13. src/model/agentic_auditor.py ✨ Enhancement +213/-0

New Agentic Auditor with Multi-Persona Governance

• New module implementing multi-persona governance layer for policy auditing
• Loads stakeholder personas from YAML configs and computes persona-specific welfare verdicts
• Implements Delphi Protocol for consensus-building across divergent stakeholder perspectives
• Provides epistemic divergence metrics and dynamic persona teaching capability

src/model/agentic_auditor.py


14. tests/integration/test_pipeline.py 🧪 Tests +26/-157

Streamlined Integration Tests for Pipeline

• Simplified test suite by removing verbose docstrings and consolidating test cases
• Updated assertions to match new pipeline output structure (e.g., uptake_delta, welfare_delta)
• Removed tests for deprecated functions (run_full_evaluation, get_standard_policies)
• Reduced test count from ~20 to ~10 by focusing on core functionality

tests/integration/test_pipeline.py


15. scripts/run_uncertainty_decomposition_total.py Error handling +88/-65

Hardened Script with Defensive Imports and Logging

• Added defensive imports with fallback handling for missing sensitivity modules
• Integrated logging setup and project root path resolution
• Wrapped main calculation loop with null-check for optional dependencies
• Replaced print statements with structured logging via loguru

scripts/run_uncertainty_decomposition_total.py


16. scripts/generate_game_diagrams.py Formatting +30/-19

Migrated Print Statements to Structured Logging

• Added project root path resolution and logging setup
• Replaced all print() calls with loguru logger methods (logger.info(), logger.success())
• Improved output formatting with consistent logging levels

scripts/generate_game_diagrams.py


17. src/model/voi.py ✨ Enhancement +63/-61

Refactored VOI Calculations with JAX Optimization

• Refactored EVPI and EVPPI functions with JAX @jit decorators and type hints
• Renamed functions from evpi/evppi to compute_evpi/compute_evppi with backward-compatible
 aliases
• Improved EVPPI implementation using vectorized binning and JAX segment operations
• Enhanced documentation with clearer parameter descriptions

src/model/voi.py


18. scripts/create_nature_depth_track.py ✨ Enhancement +42/-24

Enhanced Track Creation Script with Path Resolution

• Added project root path resolution and logging setup
• Integrated resolve_path() utility for robust path handling
• Added defensive checks for missing template files and metadata
• Replaced print statements with structured logging
• Updated docstrings and comments to reflect "research track" terminology

scripts/create_nature_depth_track.py


19. streamlit_app/pages/5_Delta_View.py ✨ Enhancement +34/-58

Refactored Fairness Audit Page with Simplified Controls

• Simplified page configuration and removed redundant sidebar controls
• Updated fairness audit logic to use new audit_policy_fairness() interface
• Added equity-weighted welfare delta alongside utilitarian welfare in results table
• Streamlined scenario selection to hardcoded baseline and policy pairs

streamlit_app/pages/5_Delta_View.py


20. src/model/module_c_insurance_eq.py 🐞 Bug fix +29/-31

Relaxed JIT Constraints for Dynamic Parameter Handling

• Removed static_argnames from @jit decorators to allow dynamic parameter passing
• Changed type hints from Float[Array, ""] | float to Any for broader JAX compatibility
• Improved code formatting and removed unnecessary whitespace

src/model/module_c_insurance_eq.py


21. src/utils/hta_export.py ✨ Enhancement +142/-0

New HTA Export Module for Standardized Reporting

• New module providing standardized JSON and Excel export for health technology assessment dossiers
• Implements HTAExporter class with methods for JSON dossier export and Excel template generation
• Handles conversion of JAX/NumPy types to plain Python for JSON serialization
• Supports auditable replication and cross-platform integration

src/utils/hta_export.py


22. scripts/run_stress_tests.py Error handling +46/-27

Hardened Stress Test Script with Logging and Fallbacks

• Added project root path resolution and logging setup
• Improved parameter initialization with load_jurisdiction_parameters() fallback
• Replaced print statements with structured logging
• Added defensive .get() calls for insurance premium dictionary access
• Enhanced error handling with try-except for parameter loading

scripts/run_stress_tests.py


23. scripts/run_posterior_predictive.py Formatting +23/-30

Migrated Posterior Predictive Script to Structured Logging

• Added logging setup and improved parameter initialization using model_copy()
• Replaced print statements with structured logging via loguru
• Simplified parameter materialization logic
• Enhanced output formatting with consistent logging levels

scripts/run_posterior_predictive.py


24. tests/unit/test_sensitivity.py 🧪 Tests +52/-25

Updated Sensitivity Tests for New API

• Updated test functions to use new sensitivity analysis API (tornado_analysis,
 run_scenario_analysis)
• Simplified test cases and removed verbose docstrings
• Changed parameter initialization to use model_copy() pattern
• Reduced test count by consolidating related assertions

tests/unit/test_sensitivity.py


25. tests/model/test_hardening_baseline.py 🧪 Tests +102/-0

New Baseline Hardening Tests for Module D

• New test module covering proxy substitution, underwriting optimization, and risk scoring
• Tests branch coverage for Module D proxy logic including error paths
• Includes tests for multi-policy evaluation and enforcement strength variations
• Validates family history accuracy computation and parameter edge cases

tests/model/test_hardening_baseline.py


26. src/model/module_d_proxy.py ✨ Enhancement +40/-19

Enhanced Proxy Substitution with Temporal Dynamics

• Updated docstring to reference "Diamond Standard" and clarify proxy modeling
• Refactored compute_proxy_substitution_effect() with temporal dynamics and empirical grounding
• Added informational_redundancy and source_evidence_key to output dictionary
• Improved accuracy calculation with family history and medical marker components
• Added year parameter to support technology improvement rate modeling

src/model/module_d_proxy.py


27. src/model/module_b_clinical.py ✨ Enhancement +28/-13

JAX PyTree Registration for Clinical Module

• Registered DiseaseCohort as JAX PyTree for compatibility with JAX transforms
• Improved code formatting with consistent spacing and type hints
• Simplified cohort initialization with float literals instead of explicit conversions
• Added strict=True to zip() call for safety

src/model/module_b_clinical.py


28. tests/test_mod_d_logic.py 🧪 Tests +23/-57

Simplified Property-Based Tests for Module D

• Simplified property-based tests using hypothesis strategies
• Removed verbose test docstrings and consolidated test logic
• Updated tests to use actual policy objects from get_standard_policies()
• Reduced test count from 3 to 2 by removing criminal penalty test

tests/test_mod_d_logic.py


29. src/model/module_enforcement.py ✨ Enhancement +22/-14

JAX PyTree Registration and JIT Constraint Relaxation

• Registered DictObject as JAX PyTree for JAX transform compatibility
• Removed static_argnames from @jit decorators for dynamic parameter passing
• Changed type hints from float | Array to Any for broader compatibility
• Updated default enforcement_effectiveness from 0.5 to 1.0
• Improved JAX array handling with jnp.asarray() conversions

src/model/module_enforcement.py


30. tests/verification/test_economic_invariants.py 🧪 Tests +92/-0

New Economic Invariant Verification Tests

• New test module verifying fundamental economic identities (Conservation of Surplus, Actuarial
 Fairness)
• Tests policy monotonicity properties (uptake, health benefits, premiums)
• Validates mathematical invariants through formal proof-style assertions
• Ensures model maintains economic consistency across policy scenarios

tests/verification/test_economic_invariants.py


31. tests/model/test_pbt_monotonicity.py 🧪 Tests +85/-0

New Property-Based Monotonicity Tests

• New property-based test module using hypothesis for parameter space exploration
• Tests welfare and premium monotonicity across policy spectrum (SQ, Moratorium, Ban)
• Validates uptake and health benefit ordering under random parameter variations
• Ensures risk rating behavior is consistent with policy design

tests/model/test_pbt_monotonicity.py


32. src/model/sanity_checker.py ✨ Enhancement +82/-0

New Economic Sanity Checker Module

• New module implementing automated economic invariant enforcement
• Provides EconomicSanityChecker class with JAX-compatible verification methods
• Checks non-negativity, premium ordering, and welfare-uptake consistency
• Detects extreme values and policy sweep monotonicity violations

src/model/sanity_checker.py


33. scripts/run_evppi_by_group_from_run_dir.py Error handling +38/-20

Hardened EVPPI Script with Defensive Imports

• Added project root path resolution and logging setup
• Implemented defensive import handling for optional evppi_rff module
• Wrapped EVPPI calculation loop with null-check for missing dependencies
• Replaced print statements with structured logging

scripts/run_evppi_by_group_from_run_dir.py


34. scripts/run_uncertainty_decomposition.py Error handling +41/-25

Add robust logging and import error handling

• Added project root path insertion and loguru logger integration for improved logging
• Implemented graceful fallback for missing sobol_first_order_rff import with error handling
• Wrapped main computation loop with conditional check to skip if dependency unavailable
• Replaced print statements with structured logger calls (info/error levels)

scripts/run_uncertainty_decomposition.py


35. src/utils/persona_distiller.py ✨ Enhancement +90/-0

New persona distiller for policy analysis

• New module for LLM-driven organizational priority extraction from policy text
• Implements PersonaDistiller class with mock distillation heuristic for development
• Provides keyword-based weighting adjustment for five economic components (consumer/producer
 surplus, health, fiscal, research)
• Normalizes weights to sum to 1.0 and returns structured persona configuration

src/utils/persona_distiller.py


36. scripts/quality_gate.py ✨ Enhancement +50/-13

Refactor quality gate with dataclass and constants

• Refactored quality checks into reusable Check dataclass with command and name fields
• Extracted check targets and pytest args into module-level constants (RUFF_TARGETS,
 PYTEST_ARGS, MIN_COVERAGE)
• Consolidated check execution into require_success() function for DRY principle
• Added coverage threshold validation with configurable minimum via environment variable

scripts/quality_gate.py


37. src/model/fairness.py ✨ Enhancement +50/-29

Restructure fairness audit with typed results

• Introduced FairnessResult dataclass to replace dict return type with structured fields
• Refactored audit_policy_fairness() to use Any type for JAX tracer compatibility
• Implemented three-pillar fairness assessment (equity of access, economic efficiency, consumer
 protection)
• Changed verdict logic from narrative categories to quantitative scoring with FAIR/MARGINAL/UNFAIR
 outcomes

src/model/fairness.py


38. tests/model/test_pbt_policies.py 🧪 Tests +77/-0

Add property-based tests for policy stability

• New property-based testing module using Hypothesis for policy configuration validation
• Defines strategies for PolicyConfig and model parameters with safe randomization ranges
• Tests uptake stability (bounds checking) and equilibrium stability across parameter variations
• Validates that premiums remain positive and finite under random parameter draws

tests/model/test_pbt_policies.py


39. src/model/proof_engine.py ✨ Enhancement +88/-0

New proof engine for equilibrium diagnostics

• New module for equilibrium and enforcement fixed-point diagnostics
• Implements _pooling_profit_gap() to compute zero-profit residuals at candidate premiums
• Provides summarize_proofs() function computing lightweight diagnostics (jacobian, hessian,
 compliance residuals)
• Integrates with modules C (insurance) and E (enforcement) for proof verification

src/model/proof_engine.py


40. tests/integration/test_jurisdiction_matrix.py 🧪 Tests +23/-30

Simplify jurisdiction matrix tests

• Simplified test assertions by casting JAX arrays to float for compatibility
• Removed unused imports (jnp reference, jnp.isclose checks)
• Updated test logic to verify premium structure (high/low fields) instead of average premium
• Maintained parametrized jurisdiction testing across five jurisdictions

tests/integration/test_jurisdiction_matrix.py


41. tests/test_agentic_auditor.py 🧪 Tests +64/-0

Add agentic auditor tests

• New test module for AgenticAuditor class with stakeholder persona weighting
• Tests auditor initialization, audit logic with weighted welfare scoring, and Delphi consensus
 convergence
• Validates that persona-specific weightings produce expected subjective welfare scores
• Verifies divergence reduction across Delphi rounds

tests/test_agentic_auditor.py


42. tests/unit/test_au_localization.py 🧪 Tests +64/-0

Add Australia localization tests

• New test module for Australia-specific parameter localization
• Tests medicare_cost_share impact on testing utility and audit_intensity (ASIC/APRA) on
 perceived penalties
• Validates parameter loading for new jurisdiction-specific fields
• Confirms that higher audit intensity reduces perceived penalty

tests/unit/test_au_localization.py


43. src/inference/priors.py ✨ Enhancement +68/-0

New Bayesian prior suite for calibration

• New Bayesian prior grounding module for model calibration
• Implements BayesianPriorSuite with methods for sampling adverse selection, deterrence, and
 equity factor priors
• Provides jurisdiction-specific equity factor priors grounded in literature
• Exports sample_parameter_matrix() for generating full prior draws

src/inference/priors.py


44. scripts/run_module_c.py ✨ Enhancement +22/-12

Migrate module C script to structured logging

• Added project root path insertion and loguru logger setup
• Replaced all print statements with structured logger calls (info/success levels)
• Removed unused ModelParameters import
• Added logging configuration initialization

scripts/run_module_c.py


45. src/model/module_e_passthrough.py ✨ Enhancement +12/-43

Simplify module E to enforcement interface

• Simplified module from market structure scaffold to enforcement compliance interface
• Replaced complex pass-through simulation with lightweight compute_expected_penalty() function
• Removed PassThroughParams dataclass and simulate_pass_through() function
• Added JAX JIT decorator for performance optimization

src/model/module_e_passthrough.py


46. scripts/publish_pack_v2.py ✨ Enhancement +65/-0

New submission pack publisher script

• New script for consolidating public artifacts into reviewer-ready ZIP archive
• Gathers source code, configs, metadata, and documentation into single distribution
• Includes manifest, manuscript draft, and supplementary documentation
• Uses loguru for structured logging of archival process

scripts/publish_pack_v2.py


47. tests/unit/test_hta_export.py 🧪 Tests +60/-0

Add HTA export tests

• New test module for HTA (Health Technology Assessment) export functionality
• Tests JSON dossier export with metadata and outcomes structure
• Tests Excel template export with summary sheet validation
• Validates that exported data preserves policy names and welfare metrics

tests/unit/test_hta_export.py


48. tests/unit/test_dashboard_helpers.py 🧪 Tests +13/-40

Simplify dashboard helper tests

• Simplified test module by removing build_sandbox_policy and format_positive_share tests
• Kept core evaluate_sandbox_policy test with updated parameter values
• Removed parametrized test for formatting function
• Added docstring for remaining test

tests/unit/test_dashboard_helpers.py


49. src/model/reporting_common.py ✨ Enhancement +72/-0

New reporting common types module

• New module defining PolicyEvaluationResult dataclass for structured policy evaluation output
• Registers dataclass as JAX PyTree for compatibility with JAX transformations
• Provides helper properties for research participation and proxy effects
• Uses Any type for fields to support JAX tracers without type violations

src/model/reporting_common.py


50. scripts/validate_citations.py ✨ Enhancement +62/-0

New citation validation script

• New citation audit tool for verifying manuscript citations against BibTeX library
• Extracts citation keys from markdown using regex patterns
• Compares against BibTeX entries to identify missing and unused citations
• Uses loguru for structured logging of validation results

scripts/validate_citations.py


51. src/utils/logging_config.py ✨ Enhancement +17/-31

Simplify logging configuration

• Simplified logging configuration with consolidated console and file handlers
• Removed complex rotation/retention logic in favor of simpler 10MB rotation
• Removed file path construction in favor of parameter-based log file location
• Kept colorized console format and plain text file format

src/utils/logging_config.py


52. tests/e2e/test_dashboard_pages.py 🧪 Tests +18/-7

Update dashboard page tests for new UI

• Updated sensitivity page test to check for new "Comprehensive Sensitivity & VOI Suite" title
• Added new test for VOI metrics calculation with Monte Carlo draws
• Updated button labels to match new UI ("Run PSA Simulation", "Calculate VOI Metrics")
• Updated delta view page test to check for "Policy Fairness Audit" title

tests/e2e/test_dashboard_pages.py


53. tests/e2e/test_dashboard.py 🧪 Tests +15/-10

Update dashboard e2e tests

• Changed fixture decorator from @pytest.fixture() to @pytest.fixture
• Updated sidebar test to check for "Select Policy to Evaluate" selectbox label
• Renamed test from test_sidebar_present to test_primary_controls_present
• Updated metric assertions to check for specific labels in metric list

tests/e2e/test_dashboard.py


54. tests/unit/test_temporal_dynamics.py 🧪 Tests +44/-0

Add temporal dynamics tests

• New test module for temporal dynamics of proxy substitution and testing uptake
• Tests that proxy informational redundancy and accuracy improve over time
• Tests that testing uptake increases as technology costs drop
• Uses year parameter to simulate temporal evolution

tests/unit/test_temporal_dynamics.py


55. scripts/run_module_a.py ✨ Enhancement +19/-9

Migrate module A script to structured logging

• Added project root path insertion and loguru logger setup
• Replaced all print statements with structured logger calls (info/success levels)
• Removed unused ModelParameters import
• Added logging configuration initialization

scripts/run_module_a.py


56. scripts/validate_references.py ✨ Enhancement +24/-5

Enhance reference validation robustness

• Added project root path insertion and logging configuration
• Implemented skip logic for empty or "key" placeholder values in YAML patterns
• Added validation check in resolve_key() to skip invalid keys
• Expanded SKIP_PARTS to exclude additional directories (external, .tmp_streamlit_deploy_check,
 study, tests)

scripts/validate_references.py


57. scripts/self_correct.py ✨ Enhancement +17/-5

Migrate self-correct script to structured logging

• Added project root path insertion and loguru logger setup
• Replaced print statements with structured logger calls (info/success/warning/error levels)
• Added logging configuration initialization
• Improved error message formatting with logger methods

scripts/self_correct.py


58. tests/test_economic_logic.py 🧪 Tests +7/-23

Simplify economic logic property test

• Simplified property-based test by removing manual parameter construction
• Changed to use get_default_parameters() with model_copy for parameter variation
• Reduced number of randomized parameters from 10 to 1 (proportion_high)
• Updated test docstring to clarify fundamental identity being tested

tests/test_economic_logic.py


59. tests/model/test_scenario_analysis.py 🧪 Tests +4/-2

Add equity weighting to scenario tests

• Added equity_weighted_welfare field to test result creation and comparison table tests
• Removed penalty_type from policy overrides in mock result
• Updated mock result to use "civil" as default penalty type instead of "criminal"
• Maintained scenario analysis test structure with new field

tests/model/test_scenario_analysis.py


60. scripts/run_policy_sweep.py ✨ Enhancement +13/-7

Migrate policy sweep script to structured logging

• Added project root path insertion and loguru logger setup
• Replaced print statements with logger calls (info/success levels)
• Added defensive .get() calls with defaults for jurisdiction/domain access
• Added logging configuration initialization

scripts/run_policy_sweep.py


61. tests/unit/test_output_runners.py 🧪 Tests +8/-14

Simplify output runner tests

• Removed from __future__ import annotations import
• Simplified test assertions by removing set comparison for output keys
• Updated stress test assertions to check for new output fields (scenario, research_participation)
• Removed assertion for absence of validation_issues field

tests/unit/test_output_runners.py


62. scripts/sync_manuscript_data.py ✨ Enhancement +53/-0

New manuscript data sync script

• New script for syncing full policy sweep results into authoritative manifest
• Runs pipeline across all five jurisdictions and extracts key metrics
• Generates manifest.json with standardized naming convention (JURISDICTION_POLICY_METRIC)
• Uses loguru for structured logging of sync progress

scripts/sync_manuscript_data.py


63. tests/verify_streamlit_diamond.py 🧪 Tests +14/-7

Update Streamlit verification tests

• Updated main app title assertion to check for "Global Policy Explorer"
• Changed button label from "Run Model" to "Run Evaluation"
• Updated metric label assertion from "People Choosing to Test" to "Testing Uptake"
• Added scenario page test with "Run Comparative Analysis" button and result verification

tests/verify_streamlit_diamond.py


64. scripts/structural_sensitivity_test.py ✨ Enhancement +19/-6

Migrate sensitivity test to structured logging

• Added project root path insertion and loguru logger setup
• Replaced print statements with logger calls (info level)
• Added logging configuration initialization
• Maintained structural sensitivity comparison logic

scripts/structural_sensitivity_test.py


65. scripts/extract_formulae.py ✨ Enhancement +18/-7

Migrate formulae extraction to structured logging

• Added project root path insertion and loguru logger setup
• Replaced print statements with logger calls (info/success levels)
• Added logging configuration initialization
• Maintained formulae extraction and categorization logic

scripts/extract_formulae.py


66. scripts/inject_manuscript_data.py ✨ Enhancement +55/-0

New manuscript data injector script

• New script for injecting authoritative results from manifest into manuscript template
• Loads manifest.json and template, performs placeholder substitution
• Generates manuscript_draft.md with injected data values
• Uses loguru for structured logging of injection process

scripts/inject_manuscript_data.py


67. scripts/run_full_uncertainty.py ✨ Enhancement +18/-4

Migrate full uncertainty script to structured logging

• Added project root path insertion and loguru logger setup
• Replaced print statements with logger calls (info level)
• Changed ModelParameters instantiation to use load_jurisdiction_parameters()
• Added logging configuration initialization

scripts/run_full_uncertainty.py


68. scripts/run_meta_pipeline.py ✨ Enhancement +15/-5

Migrate meta pipeline to structured logging

• Added project root path insertion and loguru logger setup
• Replaced print statements with logger calls (info/warning levels)
• Updated stage failure logging to use logger.warning
• Added logging configuration initialization

scripts/run_meta_pipeline.py


69. scripts/run_voi.py 📦 Other +13/-5
• Added project root path insertion and loguru logger setup
• Replaced print statements with logger calls (info level)
• Removed from __future__ import annotations import
• Added logging configuration initialization

scripts/run_voi.py


70. $null Additional files +22/-0

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$null


71. .coverage Additional files +0/-0

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72. .github/CODEOWNERS Additional files +1/-0

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73. .github/dependabot.yml Additional files +0/-10

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74. .github/renovate.json5 Additional files +17/-0

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75. .github/workflows/ci.yaml Additional files +45/-4

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76. .github/workflows/e2e-tests.yml Additional files +68/-10

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77. .github/workflows/pre-commit.yml Additional files +34/-0

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78. .github/workflows/remote-e2e.yml Additional files +13/-8

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79. .github/workflows/renovate.yml Additional files +24/-0

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80. .hypothesis/constants/01fdaeca9760f641 Additional files +0/-4

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91. .hypothesis/constants/1268973e2da344a9 Additional files +0/-4

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92. .hypothesis/constants/129a7d76c197ab3b Additional files +0/-4

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<...

@qodo-code-review

qodo-code-review Bot commented Mar 14, 2026

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Code Review by Qodo

🐞 Bugs (3) 📘 Rule violations (0) 📎 Requirement gaps (0)

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Action required

1. Logging import crashes 🐞 Bug ⛯ Reliability
Description
src/utils/logging_config.py calls setup_logging() at import time and always adds a file sink to
outputs/logs/run.log without creating parent directories, which can raise FileNotFoundError during
imports in clean environments/CI. This breaks any codepath that imports logging_config directly or
indirectly (e.g., src/utils/path_resolver.py and many scripts).
Code

src/utils/logging_config.py[R6-32]

+def setup_logging(level: str = "INFO", log_file: str = "outputs/logs/run.log"):
    """
-    Configure loguru with research-grade formatting and optional file sink.
+    Configures loguru logging with a standard research-grade format.
    """
    # Remove default handler
    logger.remove()

-    # 1. Standard Console Sink (Colorized)
-    format_str = (
-        "<green>{time:YYYY-MM-DD HH:mm:ss}</green> | "
-        "<level>{level: <8}</level> | "
-        "<cyan>{name}</cyan>:<cyan>{function}</cyan>:<cyan>{line}</cyan> - "
-        "<level>{message}</level>"
+    # Console handler
+    logger.add(
+        sys.stderr,
+        format="<green>{time:YYYY-MM-DD HH:mm:ss}</green> | <level>{level: <8}</level> | <cyan>{name}</cyan>:<cyan>{function}</cyan>:<cyan>{line}</cyan> - <level>{message}</level>",
+        level=level,
    )

-    logger.add(sys.stderr, format=format_str, level=level)
+    # File handler
+    logger.add(
+        log_file,
+        format="{time:YYYY-MM-DD HH:mm:ss} | {level: <8} | {name}:{function}:{line} - {message}",
+        level=level,
+        rotation="10 MB",
+    )

-    # 2. File Sink (Rotated, for auditability)
-    if log_to_file:
-        log_dir = Path("outputs/logs")
-        log_dir.mkdir(parents=True, exist_ok=True)
+    return logger

-        logger.add(
-            log_dir / "pipeline_{time:YYYYMMDD}.log",
-            rotation="10 MB",
-            retention="1 month",
-            compression="zip",
-            format=format_str,
-            level="DEBUG",
-        )

-    logger.info(f"Logging initialized at level: {level}")
-    return logger
+# Default setup
+setup_logging()
Evidence
logging_config unconditionally configures a file sink under outputs/logs and executes that
configuration at module import time; the previous directory-creation behavior is gone, and outputs/
is explicitly not committed (gitignored), so the parent directory is often absent in CI/fresh
checkouts.

src/utils/logging_config.py[6-32]
.gitignore[3-6]
src/utils/path_resolver.py[6-13]

Agent prompt
The issue below was found during a code review. Follow the provided context and guidance below and implement a solution

### Issue description
`src/utils/logging_config.py` executes `setup_logging()` at import time and always adds a file sink at `outputs/logs/run.log` without creating the parent directory. In clean CI checkouts/fresh environments, this can raise during module import and break many scripts/tests.

### Issue Context
`outputs/` is gitignored and may not exist. `src/utils/path_resolver.py` imports `logger` from `logging_config`, widening the blast radius.

### Fix Focus Areas
- src/utils/logging_config.py[6-32]
- src/utils/path_resolver.py[6-13]

### Suggested fix
- Remove the module-level `setup_logging()` call.
- In `setup_logging`, create `Path(log_file).parent.mkdir(parents=True, exist_ok=True)` before `logger.add(log_file, ...)`.
- Consider making file logging optional (e.g., `log_file: str | None = None`) to avoid filesystem writes in libraries/tests.

ⓘ Copy this prompt and use it to remediate the issue with your preferred AI generation tools


2. E2E coverage gate failure 🐞 Bug ✓ Correctness
Description
pyproject.toml enables global pytest coverage gating (--cov=src and --cov-fail-under=45) for all
pytest runs, but the browser/remote E2E tests run in workflows execute the Streamlit app in a
separate process and do not import/execute src within the pytest process. As a result, these E2E
jobs will report ~0% src coverage and fail the coverage threshold.
Code

pyproject.toml[R91-97]

[tool.pytest.ini_options]
testpaths = ["tests"]
-addopts = "-v --cov=src --cov-report=xml"
+addopts = "-v --strict-config --strict-markers --cov=src --cov-report=xml --cov-fail-under=45"
filterwarnings = ["ignore::DeprecationWarning"]
+markers = [
+  "slow: tests that hit deployed services or use slower browser/network interactions",
+]
Evidence
Global pytest addopts enforce src coverage and a minimum threshold. The remote/browser E2E test file
imports Playwright and never imports src, and both remote-e2e and local-browser-smoke workflows run
that test without disabling coverage, making the cov-fail-under gate incompatible with those jobs.

pyproject.toml[91-97]
tests/e2e/test_remote_app.py[1-8]
.github/workflows/e2e-tests.yml[83-88]
.github/workflows/remote-e2e.yml[30-37]

Agent prompt
The issue below was found during a code review. Follow the provided context and guidance below and implement a solution

### Issue description
Global pytest config enforces `--cov=src` and `--cov-fail-under=45` for every pytest invocation. Browser/remote E2E tests (Playwright) don’t execute `src/` in the pytest process (the app runs in a separate process), so these jobs will fail the coverage threshold.

### Issue Context
This affects at least:
- `local-browser-smoke` in `.github/workflows/e2e-tests.yml`
- `.github/workflows/remote-e2e.yml`

### Fix Focus Areas
- pyproject.toml[91-97]
- .github/workflows/e2e-tests.yml[83-88]
- .github/workflows/remote-e2e.yml[30-37]

### Suggested fix options
1) Add `--no-cov` to the E2E pytest commands in the workflows running Playwright-based tests.
2) Alternatively, remove coverage settings from global `addopts` and enforce coverage only in `scripts/quality_gate.py` / CI quality job.

ⓘ Copy this prompt and use it to remediate the issue with your preferred AI generation tools


3. Pre-commit workflow breaks 🐞 Bug ⛯ Reliability
Description
The new pre-commit workflow runs pre-commit run --all-files, but the configured local hooks
include a red-team hook pointing to scripts/check_red_team.py (missing from the repo) and a BibTeX
validator that imports bibtexparser (not declared in pyproject.toml), causing the workflow to fail.
Additionally, the BibTeX hook runs with language: system and uses python ..., which will not use
the uv-managed environment created by uv sync.
Code

.github/workflows/pre-commit.yml[R27-34]

+      - name: Install project dependencies
+        run: uv sync --locked --all-extras
+
+      - name: Install pre-commit
+        run: python -m pip install --upgrade pip pre-commit
+
+      - name: Run pre-commit
+        run: pre-commit run --all-files
Evidence
The PR adds a workflow that executes all pre-commit hooks. The hook configuration references a
non-existent script and a Python dependency that is not declared anywhere in project
dependencies/extras; even if the script existed, the hook is executed with system Python rather than
via uv run, so it won’t see packages installed into the uv-managed venv.

.github/workflows/pre-commit.yml[27-34]
.pre-commit-config.yaml[44-64]
scripts/validate_bibtex.py[1-15]
pyproject.toml[1-54]

Agent prompt
The issue below was found during a code review. Follow the provided context and guidance below and implement a solution

### Issue description
The PR introduces a CI workflow that runs `pre-commit run --all-files`, but the configured hooks are not runnable:
- `red-team-check` references `scripts/check_red_team.py`, which is absent.
- `bibtex-validator` imports `bibtexparser`, which is not declared in `pyproject.toml`.
- `bibtex-validator` runs with `language: system` and `entry: python ...`, which won’t use the uv-managed venv created by `uv sync`.

### Issue Context
This will cause the new `.github/workflows/pre-commit.yml` workflow to fail consistently.

### Fix Focus Areas
- .github/workflows/pre-commit.yml[27-34]
- .pre-commit-config.yaml[44-64]
- scripts/validate_bibtex.py[1-15]
- pyproject.toml[1-54]

### Suggested fix
- Decide one:
 - Implement/restore `scripts/check_red_team.py`, or remove/disable the `red-team-check` hook.
- Add `bibtexparser` to `dev` (or main) dependencies in `pyproject.toml`.
- Change `bibtex-validator` entry to `uv run python scripts/validate_bibtex.py context/references.bib` (and similarly for other local python hooks) so CI and developers use a consistent environment.

ⓘ Copy this prompt and use it to remediate the issue with your preferred AI generation tools


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Pull request overview

This PR tightens “remote readiness” by hardening CI and developer quality gates (uv-based installs, pre-commit, Renovate), while also adding/committing a large amount of internal “conductor/local_only” track material and generated artifacts.

Changes:

  • Update CI and workflows to use uv, add a unified quality_gate, add Renovate + pre-commit automation, and adjust remote E2E setup.
  • Align gin-sim/requirements.txt with streamlit_app/requirements.txt, and update contributor docs/README to use [dev] + quality gate.
  • Add new configs/docs (stakeholder personas, evidence register entries, security policy, citation info), and remove committed Hypothesis artifact files.

Reviewed changes

Copilot reviewed 290 out of 563 changed files in this pull request and generated 9 comments.

Show a summary per file
File Description
.github/workflows/ci.yaml Switches CI to uv + quality gate and adds a broader test matrix.
.github/workflows/remote-e2e.yml Updates remote E2E workflow to install via uv and run Playwright via uv run.
.github/workflows/pre-commit.yml Adds pre-commit CI job.
.github/workflows/renovate.yml Adds scheduled/manual Renovate workflow.
.github/renovate.json5 Adds Renovate configuration.
.github/dependabot.yml Removes Dependabot configuration.
.github/CODEOWNERS Sets repository-wide code owner.
.pre-commit-config.yaml Updates Ruff hooks and adds a local Pyright hook.
README.md Updates install instructions to pip install -e .[dev] and points to scripts/quality_gate.py.
CONTRIBUTING.md Tightens formatting/lint/typecheck commands and adds the quality gate step.
SECURITY.md Adds a security policy and handling rules.
CITATION.cff Updates citation metadata (authors/title/abstract/keywords).
gin-sim/requirements.txt Delegates dashboard deps to streamlit_app/requirements.txt.
gin-sim/README.md Documents the requirements delegation rationale.
configs/stakeholder_personas.yaml Adds stakeholder persona definitions and weightings.
configs/taught_stakeholders_test.yaml Adds taught stakeholder persona test config.
configs/taught_stakeholders_integration.yaml Adds taught stakeholder persona integration config.
configs/jurisdictions/australia.yaml Adds new parameter keys (tapering, audit intensity, remoteness, etc.).
configs/jurisdictions/new_zealand.yaml Adds new parameter keys (tapering, audit intensity, remoteness, etc.).
configs/jurisdictions/uk.yaml Adds new parameter keys (tapering, audit intensity, remoteness, etc.).
configs/jurisdictions/us.yaml Adds new parameter keys (tapering, audit intensity, remoteness, etc.).
configs/jurisdictions/canada.yaml Adds new parameter keys (tapering, audit intensity, remoteness, etc.).
context/jurisdiction_profiles/australia_evidence_register.yaml Adds evidence entries for Medicare cost share and audit intensity.
docs/REFERENCE_VALIDATION_REPORT.md Adds a generated reference validation report (shows unresolved key).
hta_dossier.json Adds an HTA dossier export (currently incomplete/invalid JSON).
conductor/* Adds Conductor project context and state files to the repo.
local_only/conductor/archive/* Adds extensive internal track archives under local_only/.
.hypothesis/examples/* Removes committed Hypothesis example artifacts.
.hypothesis/constants/* Removes committed Hypothesis constants (including absolute local paths).
$null Adds an error log file containing absolute local paths (should not be committed).

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Comment thread $null
Comment on lines +1 to +22
A subdirectory or file C:\Users\60217257\.gemini\extensions\conductor\templates\code_styleguides\python.md already exists.
Error occurred while processing: C:\Users\60217257\.gemini\extensions\conductor\templates\code_styleguides\python.md.
A subdirectory or file C:\Users\60217257\OneDrive - Victoria University of Wellington - STAFF\Project - 2026.03 - Economics and Genetic Discrimination\conductor\code_styleguides\ already exists.
Error occurred while processing: C:\Users\60217257\OneDrive - Victoria University of Wellington - STAFF\Project - 2026.03 - Economics and Genetic Discrimination\conductor\code_styleguides\.
A subdirectory or file if already exists.
Error occurred while processing: if.
The filename, directory name, or volume label syntax is incorrect.
Error occurred while processing: ($?).
A subdirectory or file { already exists.
Error occurred while processing: {.
A subdirectory or file echo already exists.
Error occurred while processing: echo.
A subdirectory or file } already exists.
Error occurred while processing: }.
A subdirectory or file else already exists.
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A subdirectory or file { already exists.
Error occurred while processing: {.
A subdirectory or file echo already exists.
Error occurred while processing: echo.
A subdirectory or file } already exists.
Error occurred while processing: }.
Comment thread hta_dossier.json
"compliance_rate": 0.0
},
"clinical": {
"total_qaly_gains": No newline at end of file
Comment on lines +3 to +8
**Track ID:** repo_scrub_audit_20260308
**Type:** Chore / Refactor
**Goal:** Cleanse the remote repository of non-essential development artifacts and AI markers while performing a high-rigor audit for performance and scientific improvements.

## 1. Overview
This track prepares the repository for public/reviewer visibility. It involves moving all "behind-the-scenes" context (Conductor tracks, decision logs, manuscript drafts) to a local-only environment and scrubbing the remote-facing code of any evidence of AI agent usage. Simultaneously, a comprehensive audit will be performed to identify optimization and rigor-alignment opportunities.
@@ -0,0 +1 @@
{"last_successful_step": "2.5_workflow"} No newline at end of file
Comment thread .pre-commit-config.yaml
Comment on lines +8 to +10
args: [src, streamlit_app, tests, gin-sim, scripts, noxfile.py]
- id: ruff-format
args: [--check, src, streamlit_app, tests, gin-sim, scripts, noxfile.py]
Comment thread .github/workflows/ci.yaml
Comment on lines 36 to +44
- name: Run Quality Gate
run: uv run python scripts/quality_gate.py

- name: Upload coverage.xml
uses: actions/upload-artifact@v4
if: always()
with:
name: coverage-${{ matrix.python-version }}
path: coverage.xml
Comment on lines +15 to +18
- `key`

## Internal-only allowed keys
- `Authors' analysis based on policy documents`
Comment thread CITATION.cff
authors:
- family-names: "Mordaunt"
given-names: "Dylan A"
orcid: "https://orcid.org/0000-0000-0000-0000"
Comment on lines +15 to +17
## Phase 2: Relocation & CI/CD Decoupling
- [x] Task: Categorize and Move Artifacts
- [ ] Move `conductor/` and process-heavy `context/` files (Decision Log, journal) to `local_only/`.
@gemini-code-assist

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Summary of Changes

Hello, I'm Gemini Code Assist1! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed!

This pull request focuses on enhancing the project's operational maturity and preparing it for robust remote deployment and external review. It refines the continuous integration pipeline with stricter code quality checks and automated dependency management. A comprehensive documentation framework has been established, detailing the project's development processes and technical foundations, while also organizing internal development artifacts. Additionally, the model's parameterization capabilities have been expanded to support more detailed and localized policy analysis across various jurisdictions.

Highlights

  • CI/CD and Code Quality Enhancements: Upgraded linting and formatting tools (Ruff) to version v0.14.0 and introduced static type checking (Pyright) via pre-commit hooks, significantly improving code quality and maintainability across the project.
  • Repository Housekeeping and Documentation: Added comprehensive project documentation, including detailed workflow, product guidelines, technology stack, and a security policy. This also involved cleaning up generated test artifacts and moving internal development track documents to a local-only archive, streamlining the main repository for remote readiness.
  • Model Parameterization and Localization: Extended jurisdiction configurations (Australia, Canada, New Zealand, UK, US) with new economic and regulatory parameters such as 'taper_range' and 'medicare_cost_share', and updated the Australian evidence register to support more granular policy modeling.
  • Automated Dependency Management: Integrated Renovate Bot by adding a configuration file, enabling automated and streamlined updates for GitHub Actions and Python dependencies.

🧠 New Feature in Public Preview: You can now enable Memory to help Gemini Code Assist learn from your team's feedback. This makes future code reviews more consistent and personalized to your project's style. Click here to enable Memory in your admin console.

Changelog
  • $null
    • Added an artifact file containing error messages from a previous process.
  • .github/CODEOWNERS
    • Added a CODEOWNERS file assigning ownership to "@edithatogo".
  • .github/renovate.json5
    • Added a Renovate Bot configuration file for automated dependency updates.
  • .gitignore
    • Updated to exclude various build artifacts, temporary files, and generated archives.
  • .hypothesis/constants/01fdaeca9760f641
    • Removed a Hypothesis constant file.
  • .hypothesis/constants/04d85fe5e25096d7
    • Removed a Hypothesis constant file.
  • .hypothesis/constants/05f137bd347efcad
    • Removed a Hypothesis constant file.
  • .hypothesis/constants/07c3bbbe2b1ecbf2
    • Removed a Hypothesis constant file.
  • .hypothesis/constants/080e537dd8e371eb
    • Removed a Hypothesis constant file.
  • .hypothesis/constants/0b7b510632b46df9
    • Removed a Hypothesis constant file.
  • .hypothesis/constants/0e42f3e01a53d716
    • Removed a Hypothesis constant file.
  • .hypothesis/constants/0e786f0967c06004
    • Removed a Hypothesis constant file.
  • .hypothesis/constants/0e8efe4b20a5a361
    • Removed a Hypothesis constant file.
  • .hypothesis/constants/1030e62f9968ba8a
    • Removed a Hypothesis constant file.
  • .hypothesis/constants/105352aa055dc47b
    • Removed a Hypothesis constant file.
  • .hypothesis/constants/1268973e2da344a9
    • Removed a Hypothesis constant file.
  • .hypothesis/constants/129a7d76c197ab3b
    • Removed a Hypothesis constant file.
  • .hypothesis/constants/14a7c9c0a3b7ce22
    • Removed a Hypothesis constant file.
  • .hypothesis/constants/164c8079b4bda5b2
    • Removed a Hypothesis constant file.
  • .hypothesis/constants/1c44a0e9d7f97f73
    • Removed a Hypothesis constant file.
  • .hypothesis/constants/1cfaa0f7c1637031
    • Removed a Hypothesis constant file.
  • .hypothesis/constants/2166bd8143387fc6
    • Removed a Hypothesis constant file.
  • .hypothesis/constants/21fc9150d672063f
    • Removed a Hypothesis constant file.
  • .hypothesis/constants/25e619f4f090887a
    • Removed a Hypothesis constant file.
  • .hypothesis/constants/263a4a7ac868603d
    • Removed a Hypothesis constant file.
  • .hypothesis/constants/2aaa333149997963
    • Removed a Hypothesis constant file.
  • .hypothesis/constants/2b0007c92d198406
    • Removed a Hypothesis constant file.
  • .hypothesis/constants/2b312f32d1bfb8ae
    • Removed a Hypothesis constant file.
  • .hypothesis/constants/3a1518c639edc34a
    • Removed a Hypothesis constant file.
  • .hypothesis/constants/3ba011db8b025334
    • Removed a Hypothesis constant file.
  • .hypothesis/constants/3d4ab7a6a503bc84
    • Removed a Hypothesis constant file.
  • .hypothesis/constants/3ebf394103446c40
    • Removed a Hypothesis constant file.
  • .hypothesis/constants/428baaae7672e1fb
    • Removed a Hypothesis constant file.
  • .hypothesis/constants/4312eafa2091f744
    • Removed a Hypothesis constant file.
  • .hypothesis/constants/4741b5638aca7a2b
    • Removed a Hypothesis constant file.
  • .hypothesis/constants/47878a0d77bf2d58
    • Removed a Hypothesis constant file.
  • .hypothesis/constants/4f63f1018f128fb1
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    • Removed a Hypothesis constant file.
  • .hypothesis/constants/fd209b5f66547df0
    • Removed a Hypothesis constant file.
  • .hypothesis/examples/04e6b3400353b141/13dfd735e71906dc
    • Removed a Hypothesis example file.
  • .hypothesis/examples/04e6b3400353b141/167c196d1432f57d
    • Removed a Hypothesis example file.
  • .hypothesis/examples/04e6b3400353b141/2dafd1f33a813a2c
    • Removed a Hypothesis example file.
  • .hypothesis/examples/04e6b3400353b141/3a92f0895c87acea
    • Removed a Hypothesis example file.
  • .hypothesis/examples/04e6b3400353b141/a712a73f3ae42586
    • Removed a Hypothesis example file.
  • .pre-commit-config.yaml
    • Updated pre-commit hooks for Ruff and added Pyright for static type checking.
  • CITATION.cff
    • Updated citation metadata, including title, abstract, and keywords.
  • CONTRIBUTING.md
    • Updated development environment setup and quality standard checks.
  • README.md
    • Updated installation instructions and added new quality gate commands.
  • SECURITY.md
    • Added a security policy document.
  • conductor/code_styleguides/python.md
    • Added a style guide summary for Python.
  • conductor/index.md
    • Added an index for project documentation.
  • conductor/product-guidelines.md
    • Added detailed product guidelines for the project.
  • conductor/product.md
    • Added a document outlining the initial concept of the GINSIM framework.
  • conductor/setup_state.json
    • Added a JSON file to track the setup state.
  • conductor/tech-stack.md
    • Added a comprehensive overview of the project's technology stack.
  • conductor/workflow.md
    • Added a detailed workflow document for project development.
  • configs/jurisdictions/australia.yaml
    • Added new jurisdiction-specific parameters.
  • configs/jurisdictions/canada.yaml
    • Added new jurisdiction-specific parameters.
  • configs/jurisdictions/new_zealand.yaml
    • Added new jurisdiction-specific parameters.
  • configs/jurisdictions/uk.yaml
    • Added new jurisdiction-specific parameters.
  • configs/jurisdictions/us.yaml
    • Added new jurisdiction-specific parameters.
  • configs/stakeholder_personas.yaml
    • Added configuration for various stakeholder personas.
  • configs/taught_stakeholders_integration.yaml
    • Added configuration for the Waitangi Tribunal persona.
  • configs/taught_stakeholders_test.yaml
    • Added configuration for the Fiscal Conservative persona.
  • context/jurisdiction_profiles/australia_evidence_register.yaml
    • Added new evidence entries for Medicare cost share and audit intensity.
  • docs/REFERENCE_VALIDATION_REPORT.md
    • Added a report summarizing reference validation results.
  • gin-sim/README.md
    • Updated to clarify dependency management for the Streamlit app.
  • gin-sim/requirements.txt
    • Updated to delegate to the Streamlit app's requirements file.
  • hta_dossier.json
    • Added an example HTA dossier in JSON format.
  • local_only/conductor/archive/gdpe_0030_global_benchmarking/index.md
    • Added an index for the global benchmarking track.
  • local_only/conductor/archive/gdpe_0030_global_benchmarking/metadata.json
    • Added metadata for the global benchmarking track.
  • local_only/conductor/archive/gdpe_0030_global_benchmarking/plan.md
    • Added the implementation plan for the global benchmarking track.
  • local_only/conductor/archive/gdpe_0030_global_benchmarking/spec.md
    • Added the specification for the global benchmarking track.
  • local_only/conductor/archive/gdpe_0032_regulatory_tapering/index.md
    • Added an index for the regulatory tapering track.
  • local_only/conductor/archive/gdpe_0032_regulatory_tapering/inquiry_ralph_improvement.md
    • Added an inquiry document on temporal scaling of regulatory thresholds.
  • local_only/conductor/archive/gdpe_0032_regulatory_tapering/inquiry_ralph_math.md
    • Added an inquiry document on mathematical kernels for regulatory tapering.
  • local_only/conductor/archive/gdpe_0032_regulatory_tapering/metadata.json
    • Added metadata for the regulatory tapering track.
  • local_only/conductor/archive/gdpe_0032_regulatory_tapering/phase_2_review.md
    • Added a review document for phase 2 of the regulatory tapering track.
  • local_only/conductor/archive/gdpe_0032_regulatory_tapering/plan.md
    • Added the implementation plan for the regulatory tapering track.
  • local_only/conductor/archive/gdpe_0032_regulatory_tapering/spec.md
    • Added the specification for the regulatory tapering track.
  • local_only/conductor/archive/gdpe_0034_au_system_localization/index.md
    • Added an index for the AU system localization track.
  • local_only/conductor/archive/gdpe_0034_au_system_localization/inquiry_ralph_improvement.md
    • Added an inquiry document on Commonwealth budget impact visualization.
  • local_only/conductor/archive/gdpe_0034_au_system_localization/inquiry_ralph_mapping.md
    • Added an inquiry document on AU fiscal and regulatory mapping.
  • local_only/conductor/archive/gdpe_0034_au_system_localization/metadata.json
    • Added metadata for the AU system localization track.
  • local_only/conductor/archive/gdpe_0034_au_system_localization/phase_2_review.md
    • Added a review document for phase 2 of the AU system localization track.
  • local_only/conductor/archive/gdpe_0034_au_system_localization/plan.md
    • Added the implementation plan for the AU system localization track.
  • local_only/conductor/archive/gdpe_0034_au_system_localization/spec.md
    • Added the specification for the AU system localization track.
  • local_only/conductor/archive/gdpe_0035_empirical_information_gap/index.md
    • Added an index for the empirical information gap track.
  • local_only/conductor/archive/gdpe_0035_empirical_information_gap/inquiry_ralph_ai_lift.md
    • Added an inquiry document on AI/ML impact on the information gap.
  • local_only/conductor/archive/gdpe_0035_empirical_information_gap/inquiry_ralph_evidence.md
    • Added an inquiry document on empirical anchoring of informational redundancy.
  • local_only/conductor/archive/gdpe_0035_empirical_information_gap/metadata.json
    • Added metadata for the empirical information gap track.
  • local_only/conductor/archive/gdpe_0035_empirical_information_gap/phase_3_review.md
    • Added a review document for phase 3 of the empirical information gap track.
  • local_only/conductor/archive/gdpe_0035_empirical_information_gap/plan.md
    • Added the implementation plan for the empirical information gap track.
  • local_only/conductor/archive/gdpe_0035_empirical_information_gap/spec.md
    • Added the specification for the empirical information gap track.
  • local_only/conductor/archive/gdpe_0036_spatial_equity/index.md
    • Added an index for the spatial equity track.
  • local_only/conductor/archive/gdpe_0036_spatial_equity/inquiry_ralph_spatial.md
    • Added an inquiry document on spatial interactions and diagnostic deserts.
  • local_only/conductor/archive/gdpe_0036_spatial_equity/inquiry_ralph_telehealth.md
    • Added an inquiry document on telehealth as a spatial policy lever.
  • local_only/conductor/archive/gdpe_0036_spatial_equity/metadata.json
    • Added metadata for the spatial equity track.
  • local_only/conductor/archive/gdpe_0036_spatial_equity/phase_2_review.md
    • Added a review document for phase 2 of the spatial equity track.
  • local_only/conductor/archive/gdpe_0036_spatial_equity/plan.md
    • Added the implementation plan for the spatial equity track.
  • local_only/conductor/archive/gdpe_0036_spatial_equity/spec.md
    • Added the specification for the spatial equity track.
  • local_only/conductor/archive/gdpe_0037_viz_audit_e2e/index.md
    • Added an index for the visualization audit track.
  • local_only/conductor/archive/gdpe_0037_viz_audit_e2e/inquiry_ralph_mapping.md
    • Added an inquiry document on visual integrity and trace-to-pixel leakage.
  • local_only/conductor/archive/gdpe_0037_viz_audit_e2e/inquiry_ralph_sophistication.md
    • Added an inquiry document on visual sophistication for high-impact publication.
  • local_only/conductor/archive/gdpe_0037_viz_audit_e2e/metadata.json
    • Added metadata for the visualization audit track.
  • local_only/conductor/archive/gdpe_0037_viz_audit_e2e/plan.md
    • Added the implementation plan for the visualization audit track.
  • local_only/conductor/archive/gdpe_0037_viz_audit_e2e/spec.md
    • Added the specification for the visualization audit track.
  • local_only/conductor/archive/gdpe_0038_sensitivity_overhaul/index.md
    • Added an index for the sensitivity overhaul track.
  • local_only/conductor/archive/gdpe_0038_sensitivity_overhaul/inquiry_ralph_unification.md
    • Added an inquiry document on unified JAX-vectorized sensitivity kernel.
  • local_only/conductor/archive/gdpe_0038_sensitivity_overhaul/metadata.json
    • Added metadata for the sensitivity overhaul track.
  • local_only/conductor/archive/gdpe_0038_sensitivity_overhaul/plan.md
    • Added the implementation plan for the sensitivity overhaul track.
  • local_only/conductor/archive/gdpe_0038_sensitivity_overhaul/spec.md
    • Added the specification for the sensitivity overhaul track.
  • local_only/conductor/archive/gdpe_0039_calibration_vertical/index.md
    • Added an index for the calibration vertical track.
  • local_only/conductor/archive/gdpe_0039_calibration_vertical/inquiry_ralph_dynamic.md
    • Added an inquiry document on automated Bayesian model updates.
  • local_only/conductor/archive/gdpe_0039_calibration_vertical/inquiry_ralph_priors.md
    • Added an inquiry document on hierarchical Bayesian prior structure.
  • local_only/conductor/archive/gdpe_0039_calibration_vertical/metadata.json
    • Added metadata for the calibration vertical track.
  • local_only/conductor/archive/gdpe_0039_calibration_vertical/phase_1_review.md
    • Added a review document for phase 1 of the calibration vertical track.
  • local_only/conductor/archive/gdpe_0039_calibration_vertical/phase_2_review.md
    • Added a review document for phase 2 of the calibration vertical track.
  • local_only/conductor/archive/gdpe_0039_calibration_vertical/plan.md
    • Added the implementation plan for the calibration vertical track.
  • local_only/conductor/archive/gdpe_0039_calibration_vertical/spec.md
    • Added the specification for the calibration vertical track.
  • local_only/conductor/archive/gdpe_0040_manuscript_vertical/index.md
    • Added an index for the manuscript vertical track.
  • local_only/conductor/archive/gdpe_0040_manuscript_vertical/inquiry_ralph_citations.md
    • Added an inquiry document on automated citation integrity.
  • local_only/conductor/archive/gdpe_0040_manuscript_vertical/inquiry_ralph_sync.md
    • Added an inquiry document on bit-for-bit manuscript consistency.
  • local_only/conductor/archive/gdpe_0040_manuscript_vertical/metadata.json
    • Added metadata for the manuscript vertical track.
  • local_only/conductor/archive/gdpe_0040_manuscript_vertical/plan.md
    • Added the implementation plan for the manuscript vertical track.
  • local_only/conductor/archive/gdpe_0040_manuscript_vertical/spec.md
    • Added the specification for the manuscript vertical track.
  • local_only/conductor/archive/gdpe_0041_math_verification_vertical/index.md
    • Added an index for the math verification track.
  • local_only/conductor/archive/gdpe_0041_math_verification_vertical/inquiry_ralph_higher_order.md
    • Added an inquiry document on higher-order Jacobian verification.
  • local_only/conductor/archive/gdpe_0041_math_verification_vertical/inquiry_ralph_proofs.md
    • Added an inquiry document on formal invariants and conservation of welfare.
  • local_only/conductor/archive/gdpe_0041_math_verification_vertical/metadata.json
    • Added metadata for the math verification track.
  • local_only/conductor/archive/gdpe_0041_math_verification_vertical/phase_1_review.md
    • Added a review document for phase 1 of the math verification track.
  • local_only/conductor/archive/gdpe_0041_math_verification_vertical/phase_2_review.md
    • Added a review document for phase 2 of the math verification track.
  • local_only/conductor/archive/gdpe_0041_math_verification_vertical/plan.md
    • Added the implementation plan for the math verification track.
  • local_only/conductor/archive/gdpe_0041_math_verification_vertical/spec.md
    • Added the specification for the math verification track.
  • local_only/conductor/archive/gdpe_0042_temporal_evolution/index.md
    • Added an index for the temporal evolution track.
  • local_only/conductor/archive/gdpe_0042_temporal_evolution/inquiry_ralph_staged.md
    • Added an inquiry document on staged policy reforms.
  • local_only/conductor/archive/gdpe_0042_temporal_evolution/inquiry_ralph_temporal.md
    • Added an inquiry document on 10-year temporal state transitions.
  • local_only/conductor/archive/gdpe_0042_temporal_evolution/metadata.json
    • Added metadata for the temporal evolution track.
  • local_only/conductor/archive/gdpe_0042_temporal_evolution/phase_1_review.md
    • Added a review document for phase 1 of the temporal evolution track.
  • local_only/conductor/archive/gdpe_0042_temporal_evolution/phase_2_review.md
    • Added a review document for phase 2 of the temporal evolution track.
  • local_only/conductor/archive/gdpe_0042_temporal_evolution/plan.md
    • Added the implementation plan for the temporal evolution track.
  • local_only/conductor/archive/gdpe_0042_temporal_evolution/spec.md
    • Added the specification for the temporal evolution track.
  • local_only/conductor/archive/gdpe_0043_archival_readiness/inquiry_ralph_archival.md
    • Added an inquiry document on the reviewer-ready diamond standard.
  • local_only/conductor/archive/gdpe_0043_archival_readiness/phase_2_review.md
    • Added a review document for phase 2 of the archival readiness track.
  • local_only/conductor/archive/gdpe_0043_archival_readiness/plan.md
    • Added the implementation plan for the archival readiness track.
  • local_only/conductor/archive/gdpe_0043_interop_vertical/index.md
    • Added an index for the interoperability vertical track.
  • local_only/conductor/archive/gdpe_0043_interop_vertical/metadata.json
    • Added metadata for the interoperability vertical track.
  • local_only/conductor/archive/gdpe_0043_interop_vertical/plan.md
    • Added the implementation plan for the interoperability vertical track.
  • local_only/conductor/archive/gdpe_0043_interop_vertical/spec.md
    • Added the specification for the interoperability vertical track.
  • local_only/conductor/archive/gdpe_0044_adversarial_vertical/index.md
    • Added an index for the adversarial vertical track.
  • local_only/conductor/archive/gdpe_0044_adversarial_vertical/metadata.json
    • Added metadata for the adversarial vertical track.
  • local_only/conductor/archive/gdpe_0044_adversarial_vertical/plan.md
    • Added the implementation plan for the adversarial vertical track.
  • local_only/conductor/archive/gdpe_0044_adversarial_vertical/spec.md
    • Added the specification for the adversarial vertical track.
  • local_only/conductor/archive/gdpe_0045_agentic_delphi_vertical/index.md
    • Added an index for the agentic Delphi vertical track.
  • local_only/conductor/archive/gdpe_0045_agentic_delphi_vertical/metadata.json
    • Added metadata for the agentic Delphi vertical track.
  • local_only/conductor/archive/gdpe_0045_agentic_delphi_vertical/phase_1_review.md
    • Added a review document for phase 1 of the agentic Delphi vertical track.
  • local_only/conductor/archive/gdpe_0045_agentic_delphi_vertical/phase_2_review.md
    • Added a review document for phase 2 of the agentic Delphi vertical track.
  • local_only/conductor/archive/gdpe_0045_agentic_delphi_vertical/plan.md
    • Added the implementation plan for the agentic Delphi vertical track.
  • local_only/conductor/archive/gdpe_0045_agentic_delphi_vertical/spec.md
    • Added the specification for the agentic Delphi vertical track.
  • local_only/conductor/archive/gdpe_0047_game_engine_hardening/PHASE_1_AUDIT_REPORT.md
    • Added an audit report for phase 1 of game engine hardening.
  • local_only/conductor/archive/gdpe_0047_game_engine_hardening/PHASE_2_PBT_REPORT.md
    • Added a PBT report for phase 2 of game engine hardening.
  • local_only/conductor/archive/gdpe_0047_game_engine_hardening/PHASE_3_HARDENING_REPORT.md
    • Added a hardening report for phase 3 of game engine hardening.
  • local_only/conductor/archive/gdpe_0047_game_engine_hardening/index.md
    • Added an index for the game engine hardening track.
  • local_only/conductor/archive/gdpe_0047_game_engine_hardening/metadata.json
    • Added metadata for the game engine hardening track.
  • local_only/conductor/archive/gdpe_0047_game_engine_hardening/plan.md
    • Added the implementation plan for the game engine hardening track.
  • local_only/conductor/archive/gdpe_0047_game_engine_hardening/spec.md
    • Added the specification for the game engine hardening track.
  • local_only/conductor/archive/peer_review_simulation_20260308/index.md
    • Added an index for the peer review simulation track.
  • local_only/conductor/archive/peer_review_simulation_20260308/metadata.json
    • Added metadata for the peer review simulation track.
  • local_only/conductor/archive/peer_review_simulation_20260308/plan.md
    • Added the implementation plan for the peer review simulation track.
  • local_only/conductor/archive/peer_review_simulation_20260308/spec.md
    • Added the specification for the peer review simulation track.
  • local_only/conductor/archive/repo_scrub_audit_20260308/index.md
    • Added an index for the repository scrub audit track.
  • local_only/conductor/archive/repo_scrub_audit_20260308/metadata.json
    • Added metadata for the repository scrub audit track.
  • local_only/conductor/archive/repo_scrub_audit_20260308/plan.md
    • Added the implementation plan for the repository scrub audit track.
  • local_only/conductor/archive/repo_scrub_audit_20260308/spec.md
    • Added the specification for the repository scrub audit track.
Ignored Files
  • Ignored by pattern: .github/workflows/** (5)
    • .github/workflows/ci.yaml
    • .github/workflows/e2e-tests.yml
    • .github/workflows/pre-commit.yml
    • .github/workflows/remote-e2e.yml
    • .github/workflows/renovate.yml
Activity
  • Upgraded Ruff and added Pyright for stricter code quality and type checking, improving the CI pipeline's robustness.
  • Introduced comprehensive project documentation, including workflow, product guidelines, and tech stack, to clarify project structure and processes.
  • Cleaned up repository by removing numerous Hypothesis-generated constant and example files, reducing repository clutter.
  • Added a security policy document, outlining vulnerability reporting and repository handling rules.
  • Expanded jurisdiction configurations with new economic and regulatory parameters, allowing for more detailed policy analysis.
  • Updated the Australian evidence register with new entries for Medicare cost share and audit intensity, grounding the model in empirical data.
  • Integrated Renovate Bot for automated dependency management, ensuring dependencies are kept up-to-date.
  • Updated .gitignore to prevent committing various build artifacts and temporary files, maintaining a clean repository.
  • Modified CITATION.cff to update project metadata, including a more concise abstract and refined keywords.
  • Updated CONTRIBUTING.md and README.md to reflect new development setup instructions and quality gate commands, improving the onboarding experience for contributors.
  • Added numerous internal development track documents to the local_only/conductor/archive directory, indicating a structured development process and archiving of internal discussions.
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💡 Codex Review

Here are some automated review suggestions for this pull request.

Reviewed commit: f16a10991d

ℹ️ About Codex in GitHub

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  • Open a pull request for review
  • Mark a draft as ready
  • Comment "@codex review".

If Codex has suggestions, it will comment; otherwise it will react with 👍.

Codex can also answer questions or update the PR. Try commenting "@codex address that feedback".

Comment thread streamlit_app/app.py
Comment on lines +178 to +179
target_policy = STANDARD_POLICIES[selected_policy_id]
history_bundle = simulate_evolution(params_obj, target_policy)

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P1 Badge Apply taper slider to temporal moratorium projection

When the user clicks 📈 Project 10-Year Trajectory, the code pulls STANDARD_POLICIES[selected_policy_id] directly, so a moratorium run ignores the sidebar taper_range_val customization that is applied in evaluate_cached. This makes the trajectory output inconsistent with the single-year evaluation for the same inputs and can mislead policy comparisons whenever the taper slider is changed from its default.

Useful? React with 👍 / 👎.

Comment thread src/model/pipeline.py
Comment on lines 216 to +220
return {
"uptake_delta": float(reform_res.testing_uptake - base_res.testing_uptake),
"welfare_change": float(reform_res.welfare_impact - base_res.welfare_impact),
"uptake_delta": 0.0,
"welfare_delta": 0.0,
"compliance_delta": 0.0,
"welfare_change": 0.0,

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P2 Badge Compute parameter-mode deltas instead of returning zeros

In the non-dictionary branch, compare_policies now returns hardcoded zero deltas after evaluating only the baseline policy, so any caller that passes ModelParameters gets a false “no difference” result regardless of the reform policy. Because this silently masks policy effects rather than raising an error, it can corrupt downstream analysis if this helper is used in parameter mode.

Useful? React with 👍 / 👎.

Comment on lines +6 to +32
def setup_logging(level: str = "INFO", log_file: str = "outputs/logs/run.log"):
"""
Configure loguru with research-grade formatting and optional file sink.
Configures loguru logging with a standard research-grade format.
"""
# Remove default handler
logger.remove()

# 1. Standard Console Sink (Colorized)
format_str = (
"<green>{time:YYYY-MM-DD HH:mm:ss}</green> | "
"<level>{level: <8}</level> | "
"<cyan>{name}</cyan>:<cyan>{function}</cyan>:<cyan>{line}</cyan> - "
"<level>{message}</level>"
# Console handler
logger.add(
sys.stderr,
format="<green>{time:YYYY-MM-DD HH:mm:ss}</green> | <level>{level: <8}</level> | <cyan>{name}</cyan>:<cyan>{function}</cyan>:<cyan>{line}</cyan> - <level>{message}</level>",
level=level,
)

logger.add(sys.stderr, format=format_str, level=level)
# File handler
logger.add(
log_file,
format="{time:YYYY-MM-DD HH:mm:ss} | {level: <8} | {name}:{function}:{line} - {message}",
level=level,
rotation="10 MB",
)

# 2. File Sink (Rotated, for auditability)
if log_to_file:
log_dir = Path("outputs/logs")
log_dir.mkdir(parents=True, exist_ok=True)
return logger

logger.add(
log_dir / "pipeline_{time:YYYYMMDD}.log",
rotation="10 MB",
retention="1 month",
compression="zip",
format=format_str,
level="DEBUG",
)

logger.info(f"Logging initialized at level: {level}")
return logger
# Default setup
setup_logging()

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Action required

1. Logging import crashes 🐞 Bug ⛯ Reliability

src/utils/logging_config.py calls setup_logging() at import time and always adds a file sink to
outputs/logs/run.log without creating parent directories, which can raise FileNotFoundError during
imports in clean environments/CI. This breaks any codepath that imports logging_config directly or
indirectly (e.g., src/utils/path_resolver.py and many scripts).
Agent Prompt
### Issue description
`src/utils/logging_config.py` executes `setup_logging()` at import time and always adds a file sink at `outputs/logs/run.log` without creating the parent directory. In clean CI checkouts/fresh environments, this can raise during module import and break many scripts/tests.

### Issue Context
`outputs/` is gitignored and may not exist. `src/utils/path_resolver.py` imports `logger` from `logging_config`, widening the blast radius.

### Fix Focus Areas
- src/utils/logging_config.py[6-32]
- src/utils/path_resolver.py[6-13]

### Suggested fix
- Remove the module-level `setup_logging()` call.
- In `setup_logging`, create `Path(log_file).parent.mkdir(parents=True, exist_ok=True)` before `logger.add(log_file, ...)`.
- Consider making file logging optional (e.g., `log_file: str | None = None`) to avoid filesystem writes in libraries/tests.

ⓘ Copy this prompt and use it to remediate the issue with your preferred AI generation tools

Comment thread pyproject.toml
Comment on lines 91 to +97
[tool.pytest.ini_options]
testpaths = ["tests"]
addopts = "-v --cov=src --cov-report=xml"
addopts = "-v --strict-config --strict-markers --cov=src --cov-report=xml --cov-fail-under=45"
filterwarnings = ["ignore::DeprecationWarning"]
markers = [
"slow: tests that hit deployed services or use slower browser/network interactions",
]

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Action required

2. E2e coverage gate failure 🐞 Bug ✓ Correctness

pyproject.toml enables global pytest coverage gating (--cov=src and --cov-fail-under=45) for all
pytest runs, but the browser/remote E2E tests run in workflows execute the Streamlit app in a
separate process and do not import/execute src within the pytest process. As a result, these E2E
jobs will report ~0% src coverage and fail the coverage threshold.
Agent Prompt
### Issue description
Global pytest config enforces `--cov=src` and `--cov-fail-under=45` for every pytest invocation. Browser/remote E2E tests (Playwright) don’t execute `src/` in the pytest process (the app runs in a separate process), so these jobs will fail the coverage threshold.

### Issue Context
This affects at least:
- `local-browser-smoke` in `.github/workflows/e2e-tests.yml`
- `.github/workflows/remote-e2e.yml`

### Fix Focus Areas
- pyproject.toml[91-97]
- .github/workflows/e2e-tests.yml[83-88]
- .github/workflows/remote-e2e.yml[30-37]

### Suggested fix options
1) Add `--no-cov` to the E2E pytest commands in the workflows running Playwright-based tests.
2) Alternatively, remove coverage settings from global `addopts` and enforce coverage only in `scripts/quality_gate.py` / CI quality job.

ⓘ Copy this prompt and use it to remediate the issue with your preferred AI generation tools

Comment on lines +27 to +34
- name: Install project dependencies
run: uv sync --locked --all-extras

- name: Install pre-commit
run: python -m pip install --upgrade pip pre-commit

- name: Run pre-commit
run: pre-commit run --all-files

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Action required

3. Pre-commit workflow breaks 🐞 Bug ⛯ Reliability

The new pre-commit workflow runs pre-commit run --all-files, but the configured local hooks
include a red-team hook pointing to scripts/check_red_team.py (missing from the repo) and a BibTeX
validator that imports bibtexparser (not declared in pyproject.toml), causing the workflow to fail.
Additionally, the BibTeX hook runs with language: system and uses python ..., which will not use
the uv-managed environment created by uv sync.
Agent Prompt
### Issue description
The PR introduces a CI workflow that runs `pre-commit run --all-files`, but the configured hooks are not runnable:
- `red-team-check` references `scripts/check_red_team.py`, which is absent.
- `bibtex-validator` imports `bibtexparser`, which is not declared in `pyproject.toml`.
- `bibtex-validator` runs with `language: system` and `entry: python ...`, which won’t use the uv-managed venv created by `uv sync`.

### Issue Context
This will cause the new `.github/workflows/pre-commit.yml` workflow to fail consistently.

### Fix Focus Areas
- .github/workflows/pre-commit.yml[27-34]
- .pre-commit-config.yaml[44-64]
- scripts/validate_bibtex.py[1-15]
- pyproject.toml[1-54]

### Suggested fix
- Decide one:
  - Implement/restore `scripts/check_red_team.py`, or remove/disable the `red-team-check` hook.
- Add `bibtexparser` to `dev` (or main) dependencies in `pyproject.toml`.
- Change `bibtex-validator` entry to `uv run python scripts/validate_bibtex.py context/references.bib` (and similarly for other local python hooks) so CI and developers use a consistent environment.

ⓘ Copy this prompt and use it to remediate the issue with your preferred AI generation tools

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Code Review

This pull request introduces a wide range of changes aimed at improving CI, documentation, and repository structure for remote readiness. Key additions include Renovate and CODEOWNERS configuration, a security policy, and extensive project documentation under a new conductor directory. The .gitignore and pre-commit hooks are also enhanced.

However, there are several critical issues that need addressing. An unintended file named $null has been added, and hta_dossier.json is not valid JSON. The CITATION.cff file has been updated but now contains a placeholder ORCID and is missing important fields like license. Additionally, there's a minor documentation typo and an opportunity to improve .gitignore by adding the .hypothesis directory.

I am having trouble creating individual review comments. Click here to see my feedback.

$null (1-22)

critical

This file appears to be an error log or unintended script output. Committing a file named $null containing system-specific error messages is highly unusual and adds clutter to the repository. This file should be removed, and the script that generated it should be fixed to prevent this from happening again.

hta_dossier.json (55-56)

critical

This JSON file is invalid. The clinical object has a key total_qaly_gains without a value, and the file ends abruptly. This will cause parsing errors for any tool trying to read this file. Please ensure the JSON is well-formed. For example, it should have a value (like null or a number) and the closing braces for the objects and the file.

    "clinical": {
      "total_qaly_gains": null
    }
  }
}

CITATION.cff (6)

high

The author's ORCID has been replaced with a placeholder (0000-0000-0000-0000). The previous version contained what appeared to be a valid ORCID. Using a placeholder will break citation generation and proper author attribution. Please restore the correct ORCID.

    orcid: "https://orcid.org/0000-0002-9775-0603"

CITATION.cff (26-27)

high

The license and repository fields have been removed. These are important metadata for software citation and discoverability. The license field is particularly critical for users to understand how they can use the software. Please consider re-adding them.

.gitignore (55)

medium

While this PR correctly removes cached files from the .hypothesis/ directory, the directory itself should be added to .gitignore to prevent these files from being accidentally committed in the future. The .hypothesis directory is used by the Hypothesis testing library to store its database of failing examples, and these are not meant to be version-controlled.

.tmp_streamlit_deploy_check/
.hypothesis/

conductor/product-guidelines.md (67)

medium

There appears to be a typo in the list numbering. The list item "Shareable Links" is numbered as 5. but it should be 7. to follow the sequence.

7. **Shareable Links:** Encode parameter state in URL for collaboration

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