Back to the complete issue
Wednesday, 1 February 2023

China’s Belt and Road initiative has not stood the test of time + One thing AI can’t do yet: Logical and social reasoning

Cracks in several of China’s Belt and Road infrastructure mega-projects have come to light: Over the last 10 years, China has disbursed USD 1 tn in foreign loans, as part of the Belt and Road initiative — intended to develop economic trade and expand China’s influence across Asia, Africa and South America— making Beijing the largest government lender to the developing world, the Wall Street Journal reports, citing World Bank data. Now, some of these projects have come under fire for their poor construction, which risks obstructing important infrastructure and burdening countries with additional expenses — and heavy debt burdens — for several years as they attempt to address their issues.

One major example: Ecuador’s main source of power is plagued with construction issues: The USD 2.7 bn Coca Codo Sinclair hydroelectric plant in Ecuador — the country’s biggest infrastructure project — is at risk of breaking down and its dam could potentially be damaged by the erosion of surrounding slopes. “We are suffering today because of the bad quality of equipment and parts” in Chinese-built projects, said René Ortiz, Ecuador’s former energy minister.

Cracks have also emerged elsewhere: The Neelum-Jhelum hydroelectric facility in Pakistan was shut down last year after inspectors found cracks in the tunnel that carries water through a mountain to power a turbine. Uganda’s power generation company said it has identified over 500 construction defects in a Chinese-built 183 MW hydropower plant on the Nile that has experienced repeated breakdowns since it began operating in 2019.


Different training methods are required to advance AI softwares in logical and social reasoning, researchers suggest. Although AI appears to write well-constructed sentences, it is incapable of processing thoughts to generate accurate arithmetic and spelling, nor delivering accurate ways to do simple tasks like frying an egg, The Atlantic reports. MIT cognitive neuroscientist Anna Ivanova has shown, through brain scans, a clear separation between language and thought neurons — which is why patients with aphasia, suffering from the loss of the ability to understand or speak from brain damage, can still utilize their thought neurons and excel in tasks such as math, music, and coding.

Given that AI is permeating every aspect of our lives, softwares such as ChatGPT, with language mastery, must upscale their models to “navigate logical and social context,” to be able to avoid mistakes, including disseminating false information, says Kyle Mahowald, a linguist professor at the University of Texas at Austin, and co-author of various linguistic papers.

Enterprise is a daily publication of Enterprise Ventures LLC, an Egyptian limited liability company (commercial register 83594), and a subsidiary of Inktank Communications. Summaries are intended for guidance only and are provided on an as-is basis; kindly refer to the source article in its original language prior to undertaking any action. Neither Enterprise Ventures nor its staff assume any responsibility or liability for the accuracy of the information contained in this publication, whether in the form of summaries or analysis. © 2022 Enterprise Ventures LLC.

Enterprise is available without charge thanks to the generous support of HSBC Egypt (tax ID: 204-901-715), the leading corporate and retail lender in Egypt; EFG Hermes (tax ID: 200-178-385), the leading financial services corporation in frontier emerging markets; SODIC (tax ID: 212-168-002), a leading Egyptian real estate developer; SomaBay (tax ID: 204-903-300), our Red Sea holiday partner; Infinity (tax ID: 474-939-359), the ultimate way to power cities, industries, and homes directly from nature right here in Egypt; CIRA (tax ID: 200-069-608), the leading providers of K-12 and higher level education in Egypt; Orascom Construction (tax ID: 229-988-806), the leading construction and engineering company building infrastructure in Egypt and abroad; Moharram & Partners (tax ID: 616-112-459), the leading public policy and government affairs partner; Palm Hills Developments (tax ID: 432-737-014), a leading developer of commercial and residential properties; Mashreq (tax ID: 204-898-862), the MENA region’s leading homegrown personal and digital bank; Industrial Development Group (IDG) (tax ID:266-965-253), the leading builder of industrial parks in Egypt; Hassan Allam Properties (tax ID:  553-096-567), one of Egypt’s most prominent and leading builders; and Saleh, Barsoum & Abdel Aziz (tax ID: 220-002-827), the leading audit, tax and accounting firm in Egypt.