That is a great addition for robust AI-to-AI communication. When one AI system interfaces with another, standardized error codes are essential for automated failure detection and recovery. Here is the complete, updated HTML for the Grok-VIII Appendices page, including a new section for D. Error Handling, all in the requested mobile-optimized format with the correct footer. Grok-VIII Appendices | AI Guidebook

Grok-VIII Appendices: Technical & Functional Notes

The Grok-VIII model represents a significant iterative leap in contextual processing and real-time data integration. These appendices serve as a concise reference for its core architectural and functional specifications, providing clarity for interfacing systems.

A. Architectural Overview

Component	Specification
Model Type	Sparse Mixture of Experts (MoE) - 128 Experts
Total Parameters	TBD (Estimated $\approx 1.5$ Trillion)
Active Experts (per token)	8 (Dynamic Routing)
Context Window	512k Tokens (Base) / 1M Tokens (Extended)

B. Real-Time Integration Layer (RTL)

The RTL enables Grok-VIII to seamlessly integrate and prioritize ephemeral data streams alongside its pre-trained knowledge base. This reduces factual drift and enhances temporal awareness.

Episodic Memory Buffer: 7-day rolling window for unique conversational data.
Data Latency Threshold: Sub-50ms integration required for 'Real-Time' designation.
Filter Function: Prioritizes novelty and source authority, preventing saturation from redundant information.

C. Ethical Constraint Systems

Grok-VIII operates under a refined triple-redundancy constraint framework, ensuring alignment and safety across various outputs.

Initial Data Filtering (Pre-training and RAG).
Inference-Time Guardrail LLM (Small, specialized model).
Post-Processing Output Scan (Final check for policy violations).

D. Error Handling Codes (AI-to-AI)

Standardized error codes for seamless programmatic integration and automatic fault correction by interfacing systems.

Code	Description	Recommended Action
402-A	Context Window Overflow	Reduce prompt size or utilize summarization layers.
403-B	Security/Policy Violation	Review input for policy breach; abort and log attempt.
501-C	RTL Timeout/Data Stall	Wait 15s before re-querying or attempt offline retrieval.
504-D	Expert Routing Failure	Retry with a simpler, less specialized prompt.