⚙ MiroFish Prediction Engine Text-First Optional Attachments Supports GPT-5.5 Instant

AI Swarm Intelligence for Scenario Prediction

Predict Anything,
but talk to it like
ChatGPT.

Ask a question directly and let the system handle seed → simulation → report as one continuous prediction workflow. GPT-5.5 Instant support is available for fast cloud simulation runs.

Example: If a product raises its price next quarter, how will customer sentiment and narrative spread change?

Start Simulation
⚙
Orchestration Preview
Sample 1
If a product raises its price next quarter, how will customer sentiment and narrative spread evolve?
Sample 2
If a brand suddenly changes its spokesperson, how might public opinion move?
Sample 3
If a policy enters public debate, which groups are likely to support or oppose it first?
Text-first
Start with a question, decide whether supporting files are needed without losing chat speed.
Multi-agent
Run graph building, simulation, and reporting in the background inside one conversation.
Result cards
Structured result card dropped below each answer with summary, report, and follow-up path.
Core Capabilities

Everything you need to
simulate the future

MiroFish combines swarm intelligence, knowledge graphs, and multi-agent LLMs into a unified prediction platform accessible through natural language.

🧠

Multi-Agent Swarm Intelligence

Thousands of independent AI agents with unique personalities, long-term memory, and behavioral logic freely interact in a simulated social environment — producing emergent collective behavior impossible with single-model approaches.

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GraphRAG Knowledge Graphs

Automatically extract entity relationships from seed documents and construct a high-fidelity knowledge graph. GraphRAG powers agent memory, enabling coherent reasoning across thousands of simulated interactions.

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Natural Language Interface

No complex UX. Describe your scenario in plain language —MiroFish handles seed extraction, simulation setup, and report generation automatically. The entire seed → simulation → report pipeline runs in one conversation.

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Structured Prediction Reports

Every simulation produces a richly formatted report: narrative analysis, group dynamics, probability estimates, and timeline projections — with follow-up paths to drill deeper into any finding.

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God's-Eye Variable Injection

Intervene dynamically mid-simulation — inject new variables, policy changes, or external shocks from a God's-eye view. Watch how the digital world recalibrates in real time without resetting the entire simulation.

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Deep Agent Interaction

After simulation, interview any agent directly. Ask the "public" representative about their concerns, probe the "skeptic" faction for counterarguments, or query the ReportAgent for deeper statistical breakdowns.

How It Works

From seed to simulation
in five steps

MiroFish's orchestration engine handles the full prediction pipeline automatically. You provide the question; the swarm finds the answer.

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Graph Building
Seed extraction, individual & collective memory injection, and GraphRAG knowledge graph construction.
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Environment Setup
Entity relationship extraction, persona generation, and AI agent configuration injection.
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Simulation
Dual-platform parallel simulation with dynamic temporal memory updates across thousands of agents.
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Report Generation
ReportAgent analyzes post-simulation state with a rich analytical toolset to produce structured findings.
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Deep Interaction
Chat with any simulated agent or the ReportAgent to explore findings and iterate on scenarios.
Applications

Predict what matters to you

From enterprise decision-making to creative exploration — MiroFish adapts to any prediction challenge that involves human social dynamics.

Public Opinion & Crisis Management

Simulate how news events, brand crises, or policy announcements spread through social groups. Identify narrative leaders, opposition clusters, and sentiment inflection points before they happen.

PR & Communications

Financial Scenario Forecasting

Model market sentiment dynamics following earnings reports, regulatory changes, or macro signals. Simulate investor behavior clusters and forecast narrative-driven price movements.

Finance & Investing

Policy Impact Testing

Test public policy drafts at zero risk. Simulate how diverse demographic groups respond — which factions champion the policy, which resist, and how the debate evolves over time.

Government & Policy

Creative Narrative Exploration

Explore "what if" story branches, deduce missing narrative endings, or simulate how fictional societies would evolve. Used to complete the lost ending of Dream of the Red Chamber.

Writers & Creators
Why MiroFish

Beyond traditional forecasting

Most prediction tools give you statistical extrapolation. MiroFish gives you a living simulation.

Capability Traditional Analytics MiroFish
Natural language input ✗ Requires structured data ✓ Full NL conversation
Agent personality modeling ✗ Not supported ✓ Thousands of unique agents
Emergent social dynamics ~ Statistical proxies only ✓ Organic agent emergence
Mid-simulation variable injection ✗ Re-run required ✓ Real-time intervention
Post-simulation agent interview ✗ Not possible ✓ Direct agent dialogue
GraphRAG knowledge graph ~ Basic embeddings ✓ Full entity–relationship graph
Open source & self-hostable ✗ Mostly proprietary ✓ AGPL-3.0 / Docker ready
Guides

Choose your next step

Practical paths for understanding MiroFish, running your first simulation, evaluating self-hosted use, and browsing related reference resources.

MiroFish AI What the AI prediction engine does and where multi-agent simulation fits. Open guide -> AI simulator Use MiroFish to rehearse scenarios, reactions, risks, and outcome paths with simulated agents. Open guide -> AI predictor Turn seed material into structured prediction reports for markets, launches, and decisions. Open guide -> Fish AI Understand the fish-school metaphor behind MiroFish swarm-style AI prediction. Open guide -> Fishing AI Clarify the search overlap between literal fishing AI and MiroFish simulation AI. Open guide -> AI chat website A chat-like AI workspace for seed data, simulation runs, reports, and follow-up questions. Open guide -> Phishing simulation Defensive security-awareness scenario planning without turning simulation into attack tooling. Open guide -> GPT-5.5 Instant How to use GPT-5.5 Instant for faster MiroFish scenario runs and model evaluation. Open guide -> MiroFish English English overview, setup path, and practical resources for new users. Open guide -> MiroFish trading Trading research, market narratives, sentiment shifts, and risk rehearsal. Open guide -> MiroFish how to use Step-by-step first run: seed, graph, simulation, report, and follow-up. Open guide -> MiroFish-Offline Self-hosting, private deployment, and what fully offline really requires. Open guide -> MiroFish GitHub Repository link, source checks, license signals, and install expectations. Open guide -> MiroFish founder How to verify founder, maintainer, company, and repository attribution. Open guide -> MiroFish Polymarket Prediction-market narrative research and Polymarket-style scenario analysis. Open guide -> Microfiche library How library microfiche collections work, what machines you need, and how to request scans. Open guide -> Is microfiche still used today Where microfiche still matters in archives, local history, genealogy, and records access. Open guide -> Microfiche definition A clear definition of microfiche, what the term means, and how the format is used. Open guide -> Microfiche vs microfilm The simplest side-by-side explanation of sheets, reels, storage, and reader differences. Open guide ->
Pricing

Start lean, scale as you grow

Every plan includes access to the full MiroFish prediction engine. No simulation limits on self-hosted deployments.

Save 50% on Pro when you switch to yearly billing.

Starter

Perfect for individuals exploring AI-driven scenario prediction for the first time.

$ 9 / month

$9 charged monthly for lightweight exploration.

  • ✓ 100 simulations per month
  • ✓ Up to 50 agents per simulation
  • ✓ Basic prediction reports
  • ✓ Text file seed uploads
  • — API access
  • — Variable injection mid-sim
  • — Priority processing
Most Popular
Pro

For analysts, researchers, and product teams running regular prediction workflows.

$ 14.50 / mo billed yearly

$174 charged yearly. Save 50% on every annual renewal.

  • ✓ 500 simulations per month
  • ✓ Up to 500 agents per simulation
  • ✓ Advanced structured reports
  • ✓ PDF, MD, TXT seed uploads
  • ✓ Full REST API access
  • ✓ Mid-simulation variable injection
  • — Custom deployment
Enterprise

For organizations needing unlimited scale, custom integrations, and dedicated support.

$ 59 / month

$59 charged monthly for high-scale teams.

  • ✓ Unlimited simulations
  • ✓ Unlimited agent count
  • ✓ White-label deployment
  • ✓ On-premise / private cloud
  • ✓ Custom LLM model integration
  • ✓ Dedicated success engineer
  • ✓ SLA & compliance support
FAQ

Common questions

What exactly is MiroFish and how does it differ from ChatGPT?

MiroFish is not a single-model chatbot — it's a multi-agent simulation engine. Where ChatGPT generates a single AI response, MiroFish spawns thousands of independent AI agents representing different personas, lets them interact organically, and synthesizes the emergent collective behavior into a structured prediction report. You get a simulated society, not just a chatbot answer.

Get Started Today

Rehearse the future.
Win every decision.

Join researchers, analysts, and strategists who use MiroFish to simulate outcomes before they commit. Pick a plan and continue on the MiroFish checkout page.

Start $9 Simulation View on GitHub
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