Logo Lanfrica
  • Home
  • Atlas
  • Insights
  • Docs
  • Sign in

© 2026 Lanfrica. All rights reserved. All copyrights of the resources shown on the Lanfrica website belong to the original copyright holders, unless explicitly stated otherwise.

AI-NATIVE INVENTION ENGINEERING A Human-Led, Evidence-Gated Architecture for Research, System Design, and Early Validaton

Domain:

natural language processing

Record type:

paper
Creator:
Luk
Publisher:
Zenodo
Host:avatar
Description AI-Native Invention Engineering — Part II: Open Problem Infrastructure 2030–2035 extends the evidence-gated methodology introduced in Part I from individual technological projects to distributed research communities and global technological commons. The whitepaper asks which public-interest technological foundations should become independently verifiable, reproducible, interoperable, and locally adaptable by 2030–2035. It proposes twelve interconnected research missions: independent AI assurance; machine-verifiable science; AI infrastructure for low-resource languages; safe and open embodied-AI systems; local natural-risk forecasting; accessible water monitoring; local energy resilience; open agrifood intelligence; public-health early-warning infrastructure; modular assistive technology; pre-waste resource circulation; secure and vendor-independent digital public infrastructure. Each mission is expressed through an operational contract containing a problem definition, baseline, boundary, open technological layer, measurable targets for 2030 and 2035, metrics, falsifiers, localisation requirements, and safety restrictions. The paper also introduces shared infrastructure for distributed research: an Open Problem Registry, machine-readable Evidence Packages, a Negative Results Commons, reproducible open research hardware, risk-tiered openness, and a federated network of local experimental nodes. Its central objective is to move beyond isolated repositories toward Open Source Problem Solving: a system in which independent researchers can discover a well-defined problem, reproduce the existing baseline, examine previous failures, conduct a bounded experiment, and return verifiable evidence to a shared knowledge infrastructure. The twelve missions constitute an authorial research agenda rather than an official programme of the United Nations, UNESCO, OECD, or any other institution. The document does not replace professional engineering, scientific institutions, regulation, certification, or domain expertise.

Visit

doi.org

Tags

Open science;Open-source research;Global research infrastructure;AI-native R&D;AI assurance;Reproducible science;Machine-verifiable research;Evidence commons;Open Problem Registry;Negative results;+14

Licenses

Creative Commons Attribution 4.0 Internationalhttps://creativecommons.org/licenses/by/4.0/legalcodeCC BY 4.0 — Open access for non-commercial academic discussion.http://rightsstatements.org/vocab/InC/1.0/

Similar

Engineering an Afrocentric AI Platform: A Foundational Architecture for Training and RenewalDesign, implementation, and evaluation of a peer-led virtual research training program for early-career health researchers in Central AfricaHuman-Centred Generative AI for Affordable Housing Design in Nigeria Through an Architect-led Lifecycle FrameworkDesign of A Multi-Agent System Architecture for the Scrum MethodologyDesign a Services Architecture for Mobile-Based Agro-Goods Transport and Commerce SystemDesign Research to Embed mHealth into a Community-Led Blood Pressure Management System in Uganda: Protocol for a Mixed Methods Study (Preprint)

Engineering an Afrocentric AI Platform: A Foundational Architecture for Training and Renewal

Abstract The paper explores the need to design a systematically engineered technic

Design, implementation, and evaluation of a peer-led virtual research training program for early-career health researchers in Central Africa

Abstract Background Sub-Saharan Africa bears a disproportionat

Human-Centred Generative AI for Affordable Housing Design in Nigeria Through an Architect-led Lifecycle Framework

Affordable housing in Nigeria requires architectural solutions that combine spatial efficiency, clim

Design of A Multi-Agent System Architecture for the Scrum Methodology

Design a Services Architecture for Mobile-Based Agro-Goods Transport and Commerce System

Despite massive mobile phones adoption globally, Agriculture Supply Chain (ASC) in Tanzania is chall

Design Research to Embed mHealth into a Community-Led Blood Pressure Management System in Uganda: Protocol for a Mixed Methods Study (Preprint)

BACKGROUND Uncontrolled hypertension is a leading risk factor for cardiova