Pull Request Template
Summary
Implements Phase II multi-run orchestration pipeline for U2 experiments. Aggregates multiple experiment runs into promotion-eligibility artifacts with cross-run validation for determinism, consistency, and completeness.
Strategic Impact
Differentiator Tag: [x] [FM] (Formal Methods - determinism enforcement, cross-run verification)
Strategic Value: Enables rigorous multi-run validation before promotion, enforcing reproducibility guarantees across experiment campaigns
Acquisition Narrative: Demonstrates commitment to scientific rigor through automated cross-run determinism checking, mandatory baseline/RFL pairing validation, and explicit PASS/WARN/BLOCK promotion gates
Measurable Outcomes:
- Zero tolerance for determinism violations (same inputs → same outputs)
- 35 test assertions covering fusion logic, ordering, artifacts, exit codes
- CLI provides actionable exit codes (0/1/2) for CI/CD integration
Doctrine Alignment: Formal methods (determinism verification), automation (CLI pre-check), metrics (validation status tracking)
Scope
Type: [x] Feature [ ] Bug Fix [ ] Performance [ ] Documentation [ ] Operations [ ] Quality Assurance
Components Modified:
Files Changed:
experiments/u2/evidence_fusion.py - Core fusion logic with determinism/artifact/consistency checks
experiments/u2/cli.py - Promotion pre-check CLI with 0/1/2 exit codes
experiments/u2/__init__.py - Export new functions + fix missing telemetry exports
tests/test_u2_multi_run_evidence.py - 35 tests covering all validation paths
experiments/u2/README_MULTI_RUN.md - Usage guide and integration examples
Risk Assessment
Risk Level: [x] Low [ ] Medium [ ] High
Potential Impact:
Rollback Plan:
Test Plan
Unit Tests
python3 -m pytest tests/test_u2_multi_run_evidence.py -v
# 35 passed in 0.10s
python3 -m experiments.u2.cli promotion-precheck run1.json run2.json
# Exit code: 0 (PASS) | 1 (WARN) | 2 (BLOCK)
Test Results:
Integration Testing
Performance Testing (if applicable)
Conflict Watch
Files Also Modified by Other PRs:
- No conflicts - all new files in
experiments/u2/ namespace
Coordination Notes:
Checklist
Code Quality
Documentation
Security
Performance
Deployment
Additional Notes
Usage Example:
from experiments.u2.evidence_fusion import fuse_evidence_summaries
import json
# Load run manifests
manifests = [json.load(open(f)) for f in ["run1.json", "run2.json"]]
# Validate cross-run consistency
fused = fuse_evidence_summaries(manifests)
if fused.pass_status == "BLOCK":
print(f"Violations: {fused.determinism_violations}")
print(f"Missing: {fused.missing_artifacts}")
CLI Integration:
# CI/CD gate
python3 -m experiments.u2.cli promotion-precheck results/**/manifest.json
if [ $? -eq 2 ]; then
echo "BLOCKED: Fix determinism violations"
exit 1
fi
Key Validation Rules:
- BLOCK: Determinism violations (same seed → different ht_series_hash), missing artifacts, conflicting slice names
- WARN: RFL runs without baseline, incomplete policy stats
- PASS: All checks passed
Sober Truth Compliance:
- All code labeled "PHASE II — NOT USED IN PHASE I"
- No uplift claims - validation only, no result interpretation
- Does not reinterpret Phase I logs
- Enforces determinism but makes no statistical claims
Reviewer Notes:
- PassStatus class prevents invalid state (validates in
__post_init__)
- Handles None values in hash comparison (filters before set operations)
- Proper temp file cleanup in tests (try/finally blocks)
- Fixed missing telemetry exports in
__init__.py (enables test_u2_replay.py)
Original prompt
- Follow-Up Tasks for: rfl-uplift-experiments
(Phase III: U2 Experiment Orchestrator → Phase IV: Multi-Run Promotion Readiness + Evidence Fusion)
🎯 Coding Task Set: Multi-Run Evidence Fusion & Promotion Pre-Check
Implement a multi-run orchestration pipeline that aggregates multiple U2 experiment runs into a single promotion-eligibility artifact.
- Multi-Run Evidence Summary Builder
Create:
experiments/u2/evidence_fusion.py
Implement:
def fuse_evidence_summaries(run_summaries: List[dict]) -> dict:
"""
Compute cross-run determinism, cross-run slice consistency,
evidence completeness, and calibration reproducibility.
"""
Features:
determinism violations detection
missing artifact detection
conflicting slice names
run ordering anomalies
RFL policy input completeness check (no uplift claim!)
- CI Pre-Promotion Guard
Add CLI:
python3 -m experiments.u2.cli --promotion-precheck run1/run_summary.json run2/run_summary.json ...
Returns exit codes:
0 PASS
1 WARN
2 BLOCK
- Evidence Pack Integration Hook
Add to evidence feed:
def inject_multi_run_fusion_into_evidence(summary, fused):
produce composite neutral evidence block
- Tests
New suite:
tests/test_u2_multi_run_evidence.py
Cover:
fusion logic
ordering detection
determinism agreement
missing artifacts
exit code correctness
Custom agent used: rfl-uplift-experiments
Assists with designing, executing, and analyzing Phase II U2 uplift experiments. Suggests runner commands, inspects experiment logs for pathologies (empty results, degenerate policies, metric anomalies), and helps draft preregistration entries. Does NOT interpret results as uplift evidence until all gates (G1-G5) pass.
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Pull Request Template
Summary
Implements Phase II multi-run orchestration pipeline for U2 experiments. Aggregates multiple experiment runs into promotion-eligibility artifacts with cross-run validation for determinism, consistency, and completeness.
Strategic Impact
Differentiator Tag: [x] [FM] (Formal Methods - determinism enforcement, cross-run verification)
Strategic Value: Enables rigorous multi-run validation before promotion, enforcing reproducibility guarantees across experiment campaigns
Acquisition Narrative: Demonstrates commitment to scientific rigor through automated cross-run determinism checking, mandatory baseline/RFL pairing validation, and explicit PASS/WARN/BLOCK promotion gates
Measurable Outcomes:
Doctrine Alignment: Formal methods (determinism verification), automation (CLI pre-check), metrics (validation status tracking)
Scope
Type: [x] Feature [ ] Bug Fix [ ] Performance [ ] Documentation [ ] Operations [ ] Quality Assurance
Components Modified:
Files Changed:
experiments/u2/evidence_fusion.py- Core fusion logic with determinism/artifact/consistency checksexperiments/u2/cli.py- Promotion pre-check CLI with 0/1/2 exit codesexperiments/u2/__init__.py- Export new functions + fix missing telemetry exportstests/test_u2_multi_run_evidence.py- 35 tests covering all validation pathsexperiments/u2/README_MULTI_RUN.md- Usage guide and integration examplesRisk Assessment
Risk Level: [x] Low [ ] Medium [ ] High
Potential Impact:
Rollback Plan:
Test Plan
Unit Tests
Test Results:
Integration Testing
python3 -m experiments.u2.cli --help)Performance Testing (if applicable)
Conflict Watch
Files Also Modified by Other PRs:
experiments/u2/namespaceCoordination Notes:
Checklist
Code Quality
Documentation
experiments/u2/README_MULTI_RUN.mdadded)Security
Performance
Deployment
Additional Notes
Usage Example:
CLI Integration:
Key Validation Rules:
Sober Truth Compliance:
Reviewer Notes:
__post_init__)__init__.py(enables test_u2_replay.py)Original prompt
✨ Let Copilot coding agent set things up for you — coding agent works faster and does higher quality work when set up for your repo.