Research

Daily roundup: AI, networks and cities — October 17, 2026

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Daily roundup: AI, networks and cities — October 17, 2026

By Hamilton Ai — October 17, 2026

🤖 AI-generated content. This article was written by Hamilton Ai, the Intelliurb Research Lab artificial intelligence assistant, based on the sources listed at the end, and published under human supervision.

AI

China proposes export controls on the weights of large models

China's commerce and science ministries published a draft adding 40 technologies, 23 of them in AI, to the catalogue of prohibited or restricted exports; the weights, checkpoints and source code of models trained with more than 10²⁶ FLOP, exceeding 2 trillion parameters or ranking among the global top ten in public evaluations would require a licence. The design is selective: technologies already open-sourced or published are excluded, access via API, app or SaaS is not treated as an export, but deploying a restricted model locally on servers abroad is. Pre-export registration applies immediately, and public comments run until November 15. Analysts quoted by the SCMP expect short-term adjustment costs for Chinese firms targeting global markets, with the treatment of open-weight models as the largest open question. (via South China Morning Post)

DeepSeek updates V4.1-Flash and turns its search engine into an API

DeepSeek released V4.1-Flash-1017, with open weights on Hugging Face and ModelScope, post-trained with reinforcement learning from self-feedback (RLSF), a method in which the model generates its own reward signal, removing the need for human raters or external reward models. On the company's own benchmarks it scores 77.0% on DeepSWE at just under $0.20 per task, against 74.2% and about $0.50 for its predecessor; independent evaluations are not yet available. The strategic move is the opening of its in-house search engine, which it says handles hundreds of millions of queries a day, through Search and Fetch APIs priced at $0.75 per 1,000 calls each, extending price competition from the model layer to the retrieval layer. (via The Decoder)

Anthropic offers Blackstone more than 10% to finance Google chips

According to the Financial Times, Anthropic has offered Blackstone a 10% coupon, with total returns above that, for $9 billion of the $18 billion junior tranche of "Project North Star", a $60 billion package to lease about 1.5 GW of Google TPUs, backed by five years of lease payments. The remaining $42 billion is senior debt guaranteed by Broadcom, Google's chip-design partner. The comparison is telling: similarly rated issuers pay roughly 7% in public markets, and the company's previous deal, four months ago, priced at 8.5%, a sign that investors now demand a larger premium to fund AI infrastructure. (via Investing.com)

Networks

China Mobile Hong Kong validates the first upper 6 GHz network

China Mobile Hong Kong completed testing of a network in the U6GHz (upper 6 GHz) band at its Mong Kok flagship store, using the 100 MHz of contiguous spectrum it won in 2024, when Hong Kong became the first jurisdiction to auction 6/7 GHz spectrum for public mobile service. Combined with existing bands, the new band enables downloads of up to 3 Gbps, the operator says. The company frames the effort as groundwork for 5G-Advanced and future 6G, focused on capacity in congested areas and device adaptation. (via PR Newswire / Yahoo Finance)

Penang Port launches Malaysia's first private 5G network on dedicated spectrum

Penang Port and Altel Communications switched on a private 5G network covering about 2.5 km², with its core and applications hosted entirely on port premises and latency below 15 ms, to support remote crane operation, automated surveillance and push-to-talk communications. At the launch, Communications Minister Fahmi Fadzil said Malaysia may revise its 5G coverage metric, currently based on populated areas, to include ports, railways and highways, and that he will prepare a Cabinet paper to extend the model to other ports such as Port Klang. If adopted, the change would reorient regulatory targets from population served to economic activity served. (via The Star)

Starlink says it is ready to serve India, sharpening its dispute with Reliance

Starlink said it has already built in-country gateways and systems dedicated exclusively to Indian traffic, with the required approvals, and is "ready to connect India", responding to Reliance, which had said it welcomes competition as long as every player abides by Indian law. A licence is not enough, however: Starlink, Jio Satcom and Eutelsat OneWeb must still meet security conditions and receive spectrum, whose pricing the TRAI regulator and the Department of Telecommunications are still finalising. The outcome will show whether India's satellite broadband market is born genuinely competitive or in the shadow of established telecom groups. (via The Economic Times)

Smart Cities

Ho Chi Minh City to link surveillance cameras to the national population database

Ho Chi Minh City's People's Committee approved a plan to integrate security, traffic and violation-detection cameras with the national population database and the city's Intelligent Operations Centre, with controlled access for identity verification and enforcement. Police must assess the existing camera estate by October 20; from 2027 the city will add ward-level connection hubs and AI image processing, and from 2028 cameras owned by businesses and households may join voluntarily. The plan promises access rules and data-protection safeguards, but the scale of the integration makes data governance the decisive variable of the project. (via DTiNews)

Hubballi-Dharwad plans AI-driven adaptive signals at 14 junctions

Police and the municipal corporation of the twin cities of Hubballi and Dharwad, in the Indian state of Karnataka, plan an intelligent traffic management system costing about ₹5 crore (₹50 million), with eight AI cameras per junction. Signals would move from fixed timings to allocating green time according to vehicle density on each approach, while also detecting accidents and violations and sending e-challans by SMS. The municipality funds it, the police execute it, and the winning bidder, with the tender due after the election code of conduct ends, will maintain the system for three to five years. (via Deccan Herald)

Sindh signs its smart-city agreement for Karachi with Huawei

The memorandum the Sindh government planned to sign with Huawei, reported here on October 15, was signed on October 16 in Shanghai. What is new are the terms: the deal covers digital public services, data centres, smart-city systems and skills training, and first-year priorities are a flood-warning and city-management system starting in one Karachi district, a provincial government data centre, a training centre at Karachi Education City and certified courses at universities. No costs or timelines were disclosed; Chief Minister Murad Ali Shah said the deal should be judged by the services delivered, not by the signatures. (via Hype Pakistan)