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

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.

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.

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

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.

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.

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.

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

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