GeniusFlow

Evidence is the product. Federation and MCP are the interfaces. RWA / CIRCLE is the proving ground. Research is the laboratory.

Pinned claims about real-world entities. Live source re-check. Fail-closed packages. Public MCP.

USE NOW      Evidence API + MCP     this README
RESEARCH     labeled experiments    not a product feature
ROADMAP      registry / reliance / settlement    future

Try Federation · Connect MCP · CIRCLE example · What this does not claim

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Use GeniusFlow

Evidence-backed claims that can be independently re-checked.

No account. Live origin:

https://geniusflow-federation.vercel.app

SLA: best-effort Vercel hobby. No promised uptime.

A missing circulating figure stays UNKNOWN. That is product behavior, not an empty cell to fill in.

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How it works

Entity → Claim → Grounding → Verify → Package → Cite

1. Entity — a specimen card (CIRCLE is the public proving ground).
2. Claim — a published sentence on that card.
3. Grounding — source_url + expected substring, taken from the claim. Do not invent expected.
4. Verify — another machine re-fetches the source and reports whether the substring is still there.
5. Package — admit or withhold. Invented attestations are withheld.
6. Cite — a cite packet over a published claim object.

Literal string re-check. Not semantic fact-checking. Not “the world is true.”

Pages (kaydeep0.github.io/eigenstate-research) and Federation are different surfaces. Snapshot identities can differ. Do not treat them as one synchronized view.

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CIRCLE example

# 1. Entity card
curl -sS "https://geniusflow-federation.vercel.app/api/dossier?entity=CIRCLE"

# 2. Take grounding from claims[0] — do not invent expected
# 3. Verify, package, cite: see examples/

Copy/paste scripts (curl + python3, no clone of the private engine):

• examples/01_verify_circle.sh — dossier → verify
• examples/02_status_and_unknown.sh — status + UNKNOWN circulating
• examples/03_package_and_cite.sh — package admit + cite packet

Machine index: llms.txt · OpenAPI: openapi.json

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Connect MCP

Remote. No private filesystem path.

{
  "mcpServers": {
    "geniusflow-federation": {
      "url": "https://geniusflow-federation.vercel.app/api/mcp"
    }
  }
}

Official registry: io.github.Kaydeep0/geniusflow-federation

Tools (live tools/list): gf_status gf_dossier gf_report_feed gf_cite gf_verify gf_package gf_darshan gf_return_wire gf_openapi

gf_darshan and gf_return_wire are experimental adapters. Core evidence tools are gf_dossier / gf_verify / gf_package / gf_cite / gf_status.

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Research

Experiments testing whether maintained state helps independent AI observers recover position and, separately, allocate future attention.

These are labeled experiments. They are not the product on the first screen.

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Roadmap

Explicitly future. Not current product claims.

• RWA registry as something others rely on
• Shared reliance
• Settlement

CIRCLE is inspectable today. That does not make a complete RWA registry.

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What this does not claim

• Persistent AI memory product
• Better than RAG / Graphiti / Mem0 / Letta
• Complete RWA registry
• Settlement or reliance
• Real-time world model
• Proven information advantage
• Synchronized websites (Pages and Federation snapshot ids can differ)
• Production SLA
• $500T+ tokenized-market figure

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Public surfaces

The runtime engine repository is private.

Also on this site

Human research Pages (secondary; not the Evidence API):

• Methodology
• Verify walkthrough
• Mode A walkthrough