Engineered for
isolated seqora.
Seqora wraps MiroFish in its own Firecracker microVM cluster on Base. Vendor-free. Tamper-evident. Decentralisable.
MiroFish Simulation Core
Open-source AGPL-3.0 engine. 32,300+ GitHub stars. Built in ten days by Guo Hangjiang. Runs unmodified inside every microVM.
Knowledge Graph Build
Stage 1 parses any seed — article, policy, memo — into a structured entity-relationship graph the swarm inhabits.
Firecracker microVMs
Each simulation gets its own kernel, 2 vCPU, 8 GB RAM. Pre-warmed snapshot pool, ~125 ms cold start, zero lateral movement.
gVisor + Egress Lock
Internal services run under gVisor. Deny-by-default egress at the hypervisor — simulations can only reach LLM and Zep endpoints.
SwarmReport NFT
Seed hash, agent count, Arweave CIDs and provider node committed to Base before the ERC-721 mints. The prediction is yours, permanently.
$SEQORA Coordination
Requesters pay, providers earn, stakers receive USDC. 50% of every simulation fee burns. ERC-4337 paymaster sponsors your first run.
Settled where
the users already are.
"Base is Coinbase's L2. $4B+ TVL, 110M Coinbase users, full EVM. Seqora settles every simulation fee and NFT mint here."
"Firecracker microVMs power AWS Lambda, E2B (used by Manus and Perplexity), and Fly.io. Each Seqora simulation gets its own kernel."
"OASIS by CAMEL-AI runs the dual-platform agent simulation. GraphRAG builds the world. Zep Cloud holds the long-term memory."
Four MiroFish stages,
one attested report.
GraphRAG Reads the Seed
Entities and relationships extracted from any input — article, policy, memo, fiction. Individual and group memory injected into the agent population.
Agent Personas Spawn
Each agent gets a unique personality, opinion bias, reaction speed and influence level. Diversity is non-negotiable — homogeneity produces groupthink.
Dual-Platform Run
OASIS runs the swarm across two simulated social platforms in parallel. Agents post, debate, shift positions. Sentiment and influence tracked round by round.
ReportAgent Synthesises
InsightForge and Panorama produce a structured prediction document with citations. Any agent can be interviewed post-sim about their final position.
Base Settlement
Seed hash and Arweave CIDs committed on Base before the SwarmReport NFT mints. 50% of $SEQORA fee burns, 50% goes to the SimNode that ran the job.
Browse and License
Public reports listed on SimMarket. Holders set per-access pricing in $SEQORA, earn passive income on every purchase, royalties on every research citation.
Permanent Record
Reports, logs and knowledge graphs live on Arweave. Attestations live on Base. Long after the simulation ends, the prediction remains verifiable.
Ten days
in Hangzhou.
In March 2026, a senior undergraduate in China named Guo Hangjiang shipped MiroFish in ten days. It topped GitHub's global trending the same week — beating OpenAI, Google, and Microsoft.
MiroFish spawns hundreds of AI agents with unique personalities, runs them through a four-stage simulation, and outputs a structured prediction report. Shanda Group followed with a 30 million yuan investment.
Seqora gives MiroFish a home: its own Firecracker microVM cluster on Kubernetes, settled on Base, with every prediction attested onchain and ownable as an NFT. No SwarmNode dependency. No vendor lock-in. The isolation layer, the economy, and the moat are all Seqora-native.
What gets
simulated.
Any scenario where stakeholder reaction, narrative momentum, or tipping points matter. Paste a seed. Watch the swarm. Own the answer.
Simulate trader, analyst, retail and media reaction to an announcement before release.
Input a policy draft. Run 90 days of public response. Surface polarization early.
Stress-test mergers, launches, and PR crises before they happen.
Simulate audience reception across segments — story arcs, controversies, virality.
Fork escalation, de-escalation and misinformation branches in parallel. Output: evidence-grounded playbook.
Paste a seed.
Own the prediction.
Every simulation
is a burn event.
$SEQORA coordinates the protocol. Requesters pay. Providers earn. Stakers collect USDC. 50% of every fee burns — non-inflationary by construction.
Live contracts.
Live infrastructure.
Settlement, identity, NFTs, paymaster, liquidity, indexing and permanence — all live on Base mainnet today.
requestSimulation(), attestReport(), job routing, $SEQORA fee split.
Prediction reports. Access tier management. Royalty on citation.
Compute node identity. TBA holds stake, earnings, reputation.
Coordination token. Burns on simulation fees and NFT mints.
Sponsors your first simulation. Zero ETH required to start.
$SEQORA / ETH and $SEQORA / USDC liquidity pools.
SimMarket indexing: reports, requests, provider stats.
Knowledge graphs, simulation logs, full reports — permanent.
Own microVM isolation cluster. Pre-warmed snapshot pool.
requestSimulation(), attestReport(), job routing, $SEQORA fee split.
Prediction reports. Access tier management. Royalty on citation.
Compute node identity. TBA holds stake, earnings, reputation.
Coordination token. Burns on simulation fees and NFT mints.
Sponsors your first simulation. Zero ETH required to start.
$SEQORA / ETH and $SEQORA / USDC liquidity pools.
SimMarket indexing: reports, requests, provider stats.
Knowledge graphs, simulation logs, full reports — permanent.
Own microVM isolation cluster. Pre-warmed snapshot pool.
Register a node.
Earn $SEQORA per simulation.
Bare-metal or VPS — join the Seqora Kubernetes cluster. Your node receives an ERC-6551 SimNode identity NFT. Stake, earn, accumulate reputation onchain. Slashable on failed delivery, rewarded on every verified simulation.
Five phases
to a simulation economy.
From the Firecracker alpha through to 100K+ simulations and SwarmReport NFTs traded as forecasting intelligence assets.
Own Infra + MiroFish Alpha
Firecracker microVM cluster on Kubernetes (Kata). Pool of 20 pre-warmed MiroFish snapshots. SimRegistry live on Base. SwarmReport ERC-721 minting. ERC-4337 gasless first request. First 50 simulations.
Compute Network + SimMarket
ERC-6551 SimNode identity NFTs for external contributors. External node registration to the K8s cluster. SimMarket full browse + access purchase. Report licensing with per-access pricing. First external compute earning $SEQORA.
Parallel Branches + Audit
Multiple Firecracker microVMs run simultaneously for different scenario branches. ReportAgent synthesises across branches. Trail of Bits audit. $SEQORA TGE. Aerodrome pools seeded. 2,000+ simulations.
Enterprise + Research
Bulk simulation API. Private compute pools. White-label report delivery. University partnerships for peer-reviewed studies. 10,000+ simulations. First provably-accurate SwarmReport with documented outcome.
Full Simulation Economy
100K+ simulations. $SEQORA burns exceeding $500K monthly. SwarmReport NFTs traded as forecasting intelligence assets. Seqora is the Bloomberg of swarm-generated scenario intelligence.