PrismShine
Hallucinations in prod.
Named resolution_gate — not 0.62 and a shrug.
Halt broken preloads before tokens burn.
Most checkers
0.62
hallucinated? grounded? 🤷
PrismShine
decision: block
resolution_gate: T1_UNMATCHED_HARD_FACT
evidence_hash: sha256:…
prismshine — live capture v0.2.2
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Receipt (Azure ACI, 2026-07-20):
vs HHEM-2.1-Open — B1 QA F1
0.831
vs 0.746 · B2 numbers
1.000 / 0 FP
· B1 p50
90 ms
vs 216 ms · 0 LLM calls.
Full receipt →
pip install prismshine
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