/token-tracker ● Modular Monolith Service Sovereign LDM (Local ONNX)

Autonomous Token Tracker & Enterprise LDM Arbitrage

Live 2026 US Foundation Model Pricing · Continuous Subagent Ingestion · Sovereign 6-Head ModernBERT Decision Sandbox

Model / Provider ↕	Input / 1M ↕	Output / 1M ↕	Cache Read ↕	Batch ↕	Reasoning ↕	Context ↕

JSON Endpoint: /api/v1/token-rates.json Automated Daily Sync Active

Enterprise Traffic & Offload Parameters

Simulate offloading high-frequency deterministic tasks (triage, scoring, policy gates) to Dave's Sovereign System 1 LDM.

Baseline Generative LLM:

Monthly Decisions / Calls: 1,000,000 calls

Avg Prompt Tokens: 450 tokens

Avg Output Tokens: 80 tokens

System 1 LDM Offload Ratio: 88% (Dave Laya)

88% handled locally by Dave ModernBERT ($0.00001/call) · 12% escalated to Frontier LLM

            Annualized Net Savings
            $20,320
            87.9% Margin Expansion
          

Monthly Net Savings $1,693 Direct cash conservation

Pure GenAI Monthly Cost $1,925 Unconstrained LLM spend

Hybrid LDM Monthly Cost $232 Laya CPU + Escalation

Pure GenAI Round-Trip Latency: 1,400 ms

Hybrid System 1 Architecture: 189 ms (-86%)

● Decision Models

Explore Dave's self-hosted ModernBERT classifier, live 6-primitive neural benchmark, 2026 LDM landscape matrix, and secure homelab architecture.