Big bug 🪲🐛🐛🪲

[NaderKabir]

COMPREHENSIVE MULTI-SYSTEM TECHNICAL ESCALATION & ENGINEERING INCIDENT DOSSIER

Filing Targets: Core AI Engineering / Safety & Alignment Architecture / Multimodal Perception & Grounding Groups Master Tracking Suite: INCIDENT-UNIFIED-ML-VQA-HEALTH-2026-X01 Classification: P1 / S1 Critical / Blocker (Cascading Perceptual Blindness, Structural Misattribution, Token Math Collapse & Metabolic Hazard) Status: Active Incident — Immediate Systemic Remediation Mandated

EXECUTIVE METADATA & TELEMETRY REGISTRY

System Parameter	Track A: Health & Clinical Grounding Failure	Track B: Multimodal Vision & VQA Reasoning Collapse
Incident Identifier	INCIDENT-398421074-GROUNDING-HEALTH-EVAL	BUG-VQA-MULTIFRAME-0921-CRITICAL
Severity / Priority	Severity 1 (S1) / Priority 1 (P1)	P1 / Blocker
Affected Subsystems	Reasoning Kernel, Subword Tokenizer, Search/Metadata RAG Pipeline, Clinical Alignment	Vision Transformer (ViT) Backbone, Cross-Attention Token Aggregator, Semantic Prior Engine, Inferential Logic Core
Primary Defect Class	Hallucinated Empirical Assays, Arithmetic Divergence, Biochemical Impossibility	Visual Ground Truth Violation, Cross-Attention Feature Bleed, Narrative Bias Dominance
Verification Baseline	BPOM RI Registries, SNI 2981:2025 Standard, Physical Nutrition Facts Panels	Physical CMOS Hardware Specs, Optical Topography, Discrete Spectral Profiles

Consolidated Engineering Directives for Deployment:

1. Enforce Hard Subsystem Sandboxing: Separate sensory ingestion (OCR, pixel extraction) and quantitative arithmetic (isolated code execution) from the text generation transformer.
2. Implement Structural Confidence Gating: Prohibit downstream linguistic synthesis whenever visual hardware topology vectors or clinical nutritional normalization vectors fail absolute deterministic cross-checks.
3. Establish Epistemic Fallback Priority: Force model outputs to declare an explicit void in telemetry rather than fabricating high-entropy scientific, biochemical, or hardware assertions.