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Peace Thabiwa
Peace Thabiwa

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ProofFlow: The Transparent AI Ledger

💡 The Problem

Current AI pipelines are black boxes.
We have no idea where the data came from, who contributed, or how often code is reused.

💥 The BINFLOW Solution

ProofFlow introduces Proof of Leverage (PoL) — a ledger system where each dataset, model, and agent gains value based on how many times it’s reused and how effectively it flows through systems.

🧩 MVP Markup
CREATE TABLE leverage_ledger (
id UUID,
source TEXT,
phase TEXT,
reuse_count INT,
impact_score FLOAT,
last_used TIMESTAMPTZ
);

🌍 Real-World Impact

No more “trust the model.”
Now you can trace every influence — from dataset to decision.
AI becomes accountable, auditable, and transparent.

🤝 Open Source Call

We’re opening the ledger API for integration with open models.
Help make traceable AI a standard for the Web4 era.

By Peace Thabiwa 🇧🇼 — SAGEWORKS_AI | The BINFLOW Initiative

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