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AtacamaODR Apple Silicon
Apple Silicon Continuous Batching Engine Live

The Sovereign Edge Proxy That Slashes Cloud LLM Bills by 80%

AtacamaODR intercepts developer CLI & agent traffic (claude, cursor, gemini). It compresses conversational bloat with proprietary context compaction and executes code turns locally on your Mac's Metal GPU—mechanically quarantining sensitive IP.

85–92%
Adaptive Token Compaction
2,968 tok/s
Peak Concurrency Throughput
31.8 ms
Interactive Turnaround Replay
0 Egress
Multi-Pattern Secret Quarantine

Enterprise Token Bill Shock Calculator

See how much AtacamaODR saves your team every month in Claude & Gemini API credits.

Active Developers / AI Agents: 10 developers
Average Daily Turns Per Dev: 80 turns/day
Cloud Frontier Model: Claude 3.5 Sonnet
Standard pricing: $3.00/M input, $15.00/M output. Unoptimized sessions re-transmit 15K–30K tokens of unchanged code files every turn.
Estimated Monthly Cloud Spend
$4,320 / mo
With AtacamaODR On-Device Optimization
$864 / mo
Saves $3,456 / month (80% Reduction)

Dual-Plane Sovereign Routing Architecture

Never compromise between speed, air-gapped data security, and frontier reasoning capacity.

Plane 1: Local Sovereign Execution
Atacama Sovereign Engine (Qwen 2.5 Coder 14B on Metal GPU)

Powered by state-of-the-art Qwen 2.5 Coder 14B (4-bit native Apple Silicon Metal quantization). Resolves interactive code modifications, unit test authoring, and multi-file refactors directly on your Mac. Using proprietary context compaction, redundant history is pruned from turn payloads, achieving an 85–92% token reduction and expanding physical RAM into a 300K+ virtual horizon.

  • ✓ 70–120 tok/s native Metal throughput
  • ✓ Air-gapped on-device execution (zero egress on local turns)
  • ✓ Resolves ~72% of pairing turns at $0.00 cloud spend
Plane 2: Frontier Cloud Escalation
Intelligent Predictive Gateway

When task complexity, cross-module refactors, or prompt lengths exceed optimal on-device thresholds, AtacamaODR's autonomous predictive governor seamlessly upshifts to Claude 3.5 Sonnet, Gemini 2.5 Pro, or your corporate AI gateway.

  • ✓ Up to 2,000,000 token context horizons
  • ✓ Pre-compacted payloads save 50%+ input cost
  • ✓ Zero manual model switching in developer CLI