The New Direction for LLMs:
From “Chat” to “Do Work”
DecentralGPT decentralized AI inference network illustration highlighting AI agents, x402 payments and multi-model LLM infrastructure.
The biggest LLM shift right now is simple: AI is moving from conversation to execution. Instead of only answering questions, new agent products are trending by providing real utility and autonomy.
AGENT CAPABILITIES
Complete tasks across multiple applications
Automate complex, multi-step workflows
Pay for services on demand using digital assets
Operate continuously (Autonomous agents)
Signal #1: Moltbot & Local Execution
Moltbot has surfaced as a key example of “Agents That Do Things.” By running tasks locally and acting as a real assistant, it moves beyond the chatbot barrier. However, the market shift to execution brings new risks—malware warnings regarding fake Moltbot downloads highlight that security and reliability are now as critical as model quality.
Signal #2: x402 & Agent Payments
For agents to be truly independent, they must pay for their own resources. x402 makes this practical via HTTP 402: Payment Required. This allows agents to pay instantly using stablecoins to access APIs—no subscriptions or API keys required. This is the birth of pay-per-use commerce for autonomous software.
The Decentralized Inference Connection
As agents become the norm, inference demand explodes. More transactions and background work put extreme pressure on compute availability, cost, and global accessibility.
DecentralGPT is positioned as a decentralized and distributed AI inference computing network. It connects global GPU power to ensure that AI access remains privacy-protective, transparent, and universally accessible as agent usage scales.
DeGPT: Multi-Model Agent Workflows
Builders don't want "one model forever." Real agent work requires switching between strengths: reasoning, coding, or drafting. DeGPT acts as the product layer for DecentralGPT, offering one place to pick the right model for the job.
Executive Summary
Moltbot-style tools represent the move into real usage.
x402 enables instant payments for agent services.
DecentralGPT builds the infrastructure for global, resilient access.
Learn more: decentralgpt.org