=== omegaprompt deterministic offline demo ===
mode: no API keys, no network, deterministic in-memory reference providers
reproduce: python examples/reference/reproduce_reference_artifact.py
report:    omegaprompt report examples/reference/reference_artifact.json

---- Inputs ----
dataset:  examples/sample_dataset.jsonl     (8 items)
rubric:   examples/rubric_example.json      (3 dimensions)
variants: examples/variants_example.json    (3 system prompts, 2 few-shot examples)

---- Reference artifact integrity ----
schema_version: 2.0
status: OK
ship_recommendation: ship
release_approved: True
strict_blocking_findings: 0
normalized_hash: 1b16c2cf423915fda7ea14779034e0dcab873f751ef0db265d82d02491ce5563

---- Deterministic metrics from the artifact ----
neutral_fitness:    0.4250
calibrated_fitness: 0.9250
uplift_absolute:    0.5000
uplift_percent:     117.65%
walk_forward_mode:  auto
test_fitness:       0.9250
generalization_gap: 0.00%
kc4_status:         MISSING_PER_ITEM_SCORES
walk_forward_passed: True

---- Sensitivity ranking ----
1. system_prompt_variant: stress=1.4528, raw=0.5000
2. reasoning_profile: stress=1.0945, raw=0.4250
3. few_shot_count: stress=0.2587, raw=0.2500

---- Live provider path ----
offline demo: examples/demo_replay.py and examples/reference/*
live examples: task directories under examples/; opt-in only, API keys required
default CI: no live provider calls
gallery: examples/README.md
