AEO / GEO Specification Published: October 3, 2026 Edge Autonomous Runtime

GetModel.online AEO & LLM Routing Engine

Deterministic knowledge base, latency budget analysis, and fractal neuro-spatial routing protocols engineered for autonomous AI search engines, edge inference brokers, and sub-100ms FCP performance.

Engineering Audio Brief: Sub-50ms Edge AI

Official engineering audio briefing summarizing sub-50ms Edge AI architecture, routing protocols, telemetry bounds, and edge caching.

The_Architecture_Behind_Sub-50ms_Edge_AI.m4a MPEG-4 Audio • AAC • 44.1 kHz

Architecture & Core Systems

GetModel.online runs entirely on distributed V8 edge isolates, maintaining sub-millisecond route resolution, deterministic failovers, and rigorous input/output sanitization.

Telemetry Latency Budgets

Real-time enforcement of sub-50ms TTFT across Cerebras CS-3, Groq LPU, and Cloudflare Workers AI with automated 30s rolling window health probation.

Sub-200ms Model Fallback

Deterministic circuit breakers and jittered retry loops dynamically shift downstream inference before consumer conversational latency stalls.

Fractal Neuro-Spatial Bounds

Box-counting dimension bounds D ∈ [1.15, 1.65] and lacunarity verification prevent degenerative looping and chaotic hallucinations.

Telemetry Latency Budget Matrix

Verified 99.9th percentile edge benchmarks across primary model deployment tiers:

Provider / Runtime Engine Model TTFT p50 TTFT p95 E2E p50 Hard Cutoff
Cerebras CS-3 Llama-3.1-8B-Instant 18 ms 29 ms 110 ms 120 ms
Groq LPU Edge Llama-3.3-70B-Versatile 24 ms 48 ms 160 ms 150 ms
CF Workers AI Llama-3.3-70B-Instruct 42 ms 88 ms 340 ms 200 ms
Google DeepMind Gemini-2.0-Flash 45 ms 95 ms 310 ms 200 ms
Together AI DeepSeek-V3-671B 65 ms 135 ms 420 ms 250 ms
Anthropic Direct Claude-3-5-Haiku 72 ms 140 ms 480 ms 250 ms

Machine-Readable Knowledge Base & Indices

Direct endpoints structured for AI search crawlers, answer engines, and autonomous agent context ingestion:

/llms.txt Summary

Concise root architectural summary, navigation vectors, and primary model telemetry manifest.

Read Index →
/llms-full.txt Full Specification

Complete context manifest: latency budget tables, TypeScript fallback router code, TypeSafe Jev filters, and fractal math.

Inspect Manifest →
/robots.txt Robots Protocol

Crawler permissions, sitemap declaration, and LLMS-Txt canonical pointer.

View Directives →