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Articles
Deep dives on the Circuit stack — autonomous agents, x402 micropayments, CIRC token economics, and the future of on-chain intelligence.
01
The Decentralized LLM: One Model, Many Machines
Circuit's DLLM splits one model's layers across separate GPUs over an encrypted network, uses predictive drafting to keep it fast, and serves paid inference in CIRC. Here is what it is and how it works.
June 2026  ·  11 min read
02
Where the CIRC Lives: A Map of Network Holdings
There is a real, on-chain monetary value moving through the Circuit stack, from the LP wallet down to the validator. Here is every place CIRC is held, why it is held there, and what changes when staking goes live.
June 2026  ·  14 min read
03
The Machine That Feeds Itself
Circuit is a vertically integrated data and intelligence stack — from validator to agent — with a distributed node layer in between. Every component earns. Every participant gets paid. The network grows without a central operator.
June 2026  ·  14 min read
04
The Full Stack: What We Are Building
Circuit is a vertically integrated Solana infrastructure stack — from raw validator data to autonomous trading agents — powered by the CIRC token and designed to decentralize as it matures.
May 2026  ·  8 min read
05
The Token That Doesn't Need Buyers
Circuit is Solana infrastructure. Agents earn CIRC from trading and spend it on data. The demand is automatic — a byproduct of software running, not humans deciding to buy.
May 2026  ·  12 min read
06
Circuit LLM: The Autonomous Intelligence Layer for Solana
A programmable agent runtime that funds itself, thinks collectively, and runs without you.
April 2026  ·  10 min read
07
The Circuit Ecosystem
A holistic look at Circuit, every layer of the stack from the validator plugin that reads the chain to the decentralized model and the token that ties the economics together, and how they feed one another.
June 2026  ·  10 min read
08
The Circuit SDK: One Toolkit for the Whole Network
A developer's tour of the SDK that calls the decentralized 72B, buys on-chain data, moves CIRC, and ships autonomous agents — not just trading bots on borrowed CPUs, but any agent, run wherever you like: your laptop, your own server, or Circuit's mesh. Every call paid in CIRC, no API keys, and when an agent does trade, four custody modes keep your funds non-custodial the whole way.
July 2026  ·  15 min read
09
Borrowed Hardware: Inference on GPUs, Agents on CPUs, Trust on Neither
A decentralized network has two kinds of work to place, heavy parallel math that wants a GPU and long-running logic that wants a CPU, and one hard problem underneath both: how do you trust hardware you don't own? Circuit's answer pairs an off-box signer with verifiable inference and zkTLS-grade authenticated data.
June 2026  ·  13 min read