BFE · forge · SHOWCASE

Top 3 bugs by priority score

L3 CASCADE + L4 COMPOSITION + L5 SEED

LAAM ingest + pelego + alphastar → VRAM contention → ghost vector → health domain exposure

The full graduation path. Silent LAAM parse failure (L1) → VRAM cascade under concurrent load (L3) → ghost vector stored in qdrant (L4) → wrong RAG result delivered to health domain query at scale (L5). Priority score: 0.91

L4 COMPOSITION

Ghost vector: LAAM validate passes → ingest silently corrupts → qdrant stores wrong embedding

Validate and ingest disagree. Validate reports clean. Ingest corrupts silently. No error surfaced. The ghost vector enters qdrant and persists until it's queried. By then it's an L5. Priority score: 0.87

L5 SEED · EPISTEMIC HARM

Ghost qdrant vector → wrong RAG result delivered at scale → epistemic harm

If a ghost vector from a corrupted ingest is queried at scale, the RAG result is confidently wrong. The system has no mechanism to detect this. RHAE 156% amplifies the damage. Priority score: 0.84

BFE Ring Observatory — bug graduation simulation

FORGE · 5 concentric layers · dots = bugs · outward = graduation · red pulse = L5 proximity

KILL SHOT · forge

"35 containers, one VRAM ceiling — the cascade lives at the intersection of LAAM + pelego + alphastar. When all three fire simultaneously, VRAM saturates, a parse failure slips through, a ghost vector is born, and the health domain match is wrong. That's the L5 path on forge."

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