[ Documentation ]

Build with the swarm.

Seqora is an onchain AI agent-swarm simulation protocol on Base. Submit a scenario, a swarm of agents simulates the outcome, and you receive a cryptographically attested prediction report, minted to your wallet and tradeable. This guide covers the full flow, pricing, and architecture.

Overview

Seqora turns a written scenario into a simulated future. You submit a seed, an article, an event, a market question, and the protocol spins up a swarm of AI agents that reason through it over many rounds. The result is a SwarmReport: a structured prediction report plus a knowledge graph of the entities and relationships the swarm identified.

Every report is settled on Base: pinned to permanent storage, attested onchain for provenance, and minted as an ERC-721 NFT to your wallet. Because each report is an asset, it can be resold on the built-in marketplace.

Pay in USDC

Simulations and trades settle in native Base USDC.

Provable

Reports are attested onchain and stored on the permaweb.

Ownable

Each report is an NFT, viewable and tradeable by its owner.

How it works

A simulation moves through six stages, fully automated once you submit:

1
Seed

You submit a scenario. Its text is hashed; the hash is what goes onchain.

2
Pay

You approve and pay the fee in USDC to the SimRegistry contract on Base, which emits a simulation request.

3
Simulate

A compute node runs the MiroFish multi-agent engine: it builds a world (a knowledge graph + agent population) and runs the swarm for the requested number of rounds.

4
Report

The swarm produces a prediction report, a knowledge graph, and a full interaction log.

5
Attest

The artifacts are uploaded to Arweave (permanent storage) and an attestation linking them to your seed hash is written on Base.

6
Mint

A SwarmReport NFT is minted to your wallet. You can read it in the console or list it on the marketplace.

Getting started

You need three things:

  • A Base wallet. A Base-compatible wallet (e.g. Phantom) connected to Base mainnet.
  • Base ETH. A small amount of ETH on Base to cover gas for transactions.
  • USDC on Base. Native Base USDC to pay the simulation fee (and to buy reports).

Open the console, connect your wallet, and sign in. Sign-in uses Sign-In With Ethereum (SIWE) , a free, gasless signature that proves wallet ownership and starts your session. No seed phrase is ever shared.

Running a simulation

In the New Simulation tab:

  • Write or paste your scenario seed. Richer, more detailed seeds produce richer knowledge graphs.
  • Pick a preset, Quick, Standard, or Deep, or set a custom agent count and round count.
  • Choose an LLM tier for the agents' reasoning. Higher tiers cost more (see Pricing).
  • Review the live USDC cost estimate, then click Run Simulation.
  • Approve USDC and confirm the request in your wallet.

The Simulation tab then streams live progress, building the world, generating agents, running rounds, until the report is ready. Runs are processed one at a time, so if others are ahead, yours queues.

Reading results

When a run completes, two views light up:

Report Viewer

The full SwarmReport, executive summary and detailed analysis, plus the onchain metadata (token id, attestation, Arweave links). Export as Markdown.

Knowledge Graph

An interactive explorer of the entities and relationships the swarm extracted. Tap any entity to highlight its connections and read the relationship facts.

SwarmReport NFTs

Each completed simulation mints an ERC-721 SwarmReport to the requester. The report and graph are stored on Arweave (permanent, content-addressed) and an onchain attestation ties them to your original seed hash, so anyone can verify a report came from a specific input and hasn't been altered.

Ownership of the NFT grants the right to view the report in the console. If you sell it on the marketplace, view access follows the new owner.

SimMarket

The SimMarket lets you buy and sell SwarmReports in USDC:

  • Listing is free. List a report you own for any USDC price.
  • Buyers pay in USDC. On purchase, USDC is paid to the seller and the NFT transfers to the buyer.
  • Small protocol fee. A protocol fee is taken from each sale; the rest goes to the seller.
  • Access transfers. The new owner immediately gains the right to view the report.

Pricing

Simulations are priced by agents × rounds × model tier, read live from the contract before you pay. Today the fee is paid in USDC.

PresetAgents × RoundsCost (Qwen tier)
Quick40 × 20~$0.20
Standard100 × 40~$1.00
Deep200 × 80~$4.00

Model tiers apply a multiplier: Qwen ×1, Gemini ×2.2, OpenAI ×2.5, Anthropic ×3. Half of each fee is burned and half funds the compute reward pool. The figures above are estimates; the console always shows the exact quote before you confirm.

A $SEQORA payment option (with fee benefits) arrives at token launch.

SimNode

SimNodes are the compute operators that run the swarm. Operators register a node, run the simulation engine, and earn fees for every job the network routes to them. Node staking and registration open after the $SEQORA token launch.

Coming soon

$SEQORA token

$SEQORA is the protocol's native token. At launch it adds a second way to pay for simulations alongside USDC, and unlocks the provider and governance layers:

  • Pay for simulations in $SEQORA (with fee benefits).
  • Stake to operate a SimNode and earn a share of network fees.
  • Participate in protocol governance.

Until launch, all payments are in USDC. Token details will be published here at launch.

Architecture

Seqora is composed of a few specialized layers:

Settlement, Base

Payments, attestations, and NFTs live on Base (an Ethereum L2).

Engine, MiroFish

An open-source multi-agent simulation engine runs the swarm and produces the report.

Knowledge graph, GraphRAG

Entities and relationships are extracted into an explorable graph.

Storage, Arweave

Reports and graphs are pinned to permanent, content-addressed storage.

Provenance, Attestation + ERC-721

An onchain attestation links artifacts to the seed hash; the report mints as an NFT.

Auth, SIWE

Sessions are established with a gasless Sign-In With Ethereum signature.

Contracts

Seqora's contracts are deployed on Base Mainnet (chain 8453). Verify any of them on BaseScan:

SimRegistry
Accepts USDC payment and records each simulation request onchain.
0xb5BcbC5d1b35E02a
SwarmReport NFT (ERC-721)
Mints the attested report to the requester's wallet.
0x6dcb432c990695af
SimMarket
Escrow marketplace to buy and sell SwarmReports in USDC.
0xa0e0e07EC241305A
USDC
Native Base USDC, the simulation + marketplace payment token.
0x833589fCbdA02913

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