Powered by GSTD Node Network
Fine-Tune Any LLM
for Cents, Not Dollars
Upload your dataset. Pick a model. Distributed nodes train a LoRA adapter using QLoRA — with a built-in quality gate before any gradient is accepted.
💰
From 0.4 GSTD
per epoch
🛡
Quality gate
MetaCognitive score ≥ 0.3
⚡
10–30× cheaper
vs cloud providers
🔓
You own the
LoRA adapter
Step 1 — Choose a Model
Step 2 — Specialisation Domain
Step 3 — Dataset & Config
COST ESTIMATE
0.8 GSTD
Llama 3.2 · 3B × 1 epoch
Model cost0.8 GSTD/epoch
Node reward90% of total
Protocol fee10% of total
Quality gateMetaCog ≥ 0.3
HOW IT WORKS
📤Your dataset is split into shards
🌐Nodes with "finetune" capability pick them up
🧠QLoRA + Ollama training runs locally on the node
🛡MetaCognitive evaluator scores the result
✅Score ≥ 0.3 → gradient accepted, job advances
📦You receive the final LoRA adapter
EARN GSTD
Run a Training Node
Got a spare machine? Connect it to the network and earn GSTD every time you train a shard.
Start earning