CalidaLab aggregates idle GPU resources worldwide into a single intelligent cluster — delivering AI services 5× cheaper than incumbents, with no censorship and no lock-in.
CalidaLab is a two-sided marketplace connecting AI users who need cheap compute with GPU owners who have idle hardware.
Submit prompts through our clean web interface or API. Images, text, and more — generated in seconds at a fraction of competitor prices. No Discord required.
Our orchestrator instantly routes your job to the optimal GPU node worldwide — balancing speed, cost, and reliability with a 99.9% SLA target.
Install our lightweight agent on your gaming PC or server. Your idle RTX GPU earns $CC tokens automatically — fully isolated, fully secure, fully yours.
Owned GPU pool (RTX 3090 → H100 roadmap) handles 20–30% of load, guaranteeing SLA when contributor supply fluctuates. API Gateway, Orchestrator, DB cluster all live here.
RTX 30xx through RTX 5090 GPUs from individuals worldwide. Fully Docker-isolated. GPU utilization capped at 70% by default. Earnings auto-distributed in $CC.
H100-class data centers and research institutions contribute high-end compute for fine-tuning and large model inference. Exclusive rewards and governance rights.
Hardware Efficiency Score (HES) measures each node's real throughput. The scheduler matches every job to the optimal node — not just the fastest, but the best value.
Seven independent security layers. Your data never touches contributor hardware in plaintext — hardware-enforced isolation from the ground up.
NVIDIA Confidential Computing (H100/H200) encrypts all GPU memory with AES-256. Keys live only inside the GPU's HSM — even contributors cannot access your prompts.
Every job runs inside a sealed Docker container with cgroup v2 isolation. No access to contributor's filesystem, network, or processes — ever.
Mutual TLS 1.3 layered on top of WireGuard VPN. If the VPN layer is compromised, application-layer encryption remains intact. Defense in depth.
Zero-Knowledge Proofs verify that contributors actually performed the computation without revealing any content. Invalid results are rejected and staked tokens slashed.
$CC powers every compute transaction, contributor reward, governance vote, and staking multiplier. Designed with deflationary mechanics that scale with network growth.
No hidden fees. No lock-in. Pay only for what you use, or subscribe for maximum value.
SDXL image generation live. Contributor agent (Windows/Linux). $CC token deployment on BSC testnet. First 100 contributors onboarded.
LLaMA-3 and Mistral inference. iOS & Android apps. BSC mainnet $CC. WebSocket real-time streaming.
Enterprise contributor pool. H100 node integration. DAO governance launch. 1,000+ active contributors target.
Multi-region core servers. Video generation. Fine-tuning marketplace. 10,000+ contributor target.
Early contributors earn a 2× reward multiplier for the first 6 months. Early users get 3 months free. Don't miss the launch window.