KAMWI Horizon: A Trust-Bounded and Audit-Evident Architecture for Invite-Native Digital Micro-Lending

KAMWI Horizon is an invite-native digital micro-lending platform designed for socially bounded credit formation in Kenya. The system combines identity-gated onboarding, invitation-bounded graph expansion, Bayesian credit-state updates, EigenTrust-style reputation propagation, affordability controls, and an internal tamper-evident ledger. These components are aggregated into a composite lending score that governs borrower visibility, eligibility, pricing, and exposure within a bounded trust horizon. The operational layer couples mobile-money collections, bank-led settlement, administrative oversight, model telemetry, and daily Merkle commitments over critical event records. This paper formalizes the scoring model, specifies the ledger construction used in the implementation, and situates the architecture within Kenya's digital credit and data-protection framework.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-04-10
DOI
https://doi.org/10.5281/zenodo.20085168
Primary Topic
Microfinance and Financial Inclusion
Type
article
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article

KAMWI Horizon: A Trust-Bounded and Audit-Evident Architecture for Invite-Native Digital Micro-Lending

Kelvin Mwaka Muia
Zenodo (CERN European Organization for Nuclear Research)
Microfinance and Financial Inclusion
article

KAMWI Horizon: A Trust-Bounded and Audit-Evident Architecture for Invite-Native Digital Micro-Lending

Kelvin Mwaka Muia
article en

Abstract

KAMWI Horizon is an invite-native digital micro-lending platform designed for socially bounded credit formation in Kenya. The system combines identity-gated onboarding, invitation-bounded graph expansion, Bayesian credit-state updates, EigenTrust-style reputation propagation, affordability controls, and an internal tamper-evident ledger. These components are aggregated into a composite lending score that governs borrower visibility, eligibility, pricing, and exposure within a bounded trust horizon. The operational layer couples mobile-money collections, bank-led settlement, administrative oversight, model telemetry, and daily Merkle commitments over critical event records. This paper formalizes the scoring model, specifies the ledger construction used in the implementation, and situates the architecture within Kenya's digital credit and data-protection framework.

Zenodo (CERN European Organization for Nuclear Research)
Zetech University (KE)
Openalex Percentile: Top 3%
Microfinance and Financial Inclusion
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KAMWI Horizon: A Trust-Bounded and Audit-Evident Architecture for Invite-Native Digital Micro-Lending — Kelvin Mwaka Muia · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS