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Distributed training with Ray Train DLCs and EFA on EKS
The Ray Train Deep Learning Container ships the full CUDA-through-EFA stack, so you build no image. This post walks through a reproducible sample that fine-tunes Qwen2.5-1.5B with PyTorch FSDP across eight GPUs on two EFA-enabled g6.12xlarg
AWS 人工智能 · Published 10/29/2026, 02:19Under-pressure UK transport and logistics firms “dodge Budget bullet”
UK logistics groups welcomed the decision in today’s new budget to maintain a 5p-per-litre fuel duty cut and avoid planned increases, and ensuring warehouse rates do not rise, but there have also been warnings that businesses continue to fa
The Loadstar · Published 10/29/2026, 02:12Stamp Duty Land Tax relief for land or property transactions
Find out what the main Stamp Duty Land Tax (SDLT) reliefs are for land or property transactions.
英国税务海关总署 HMRC · Published 10/29/2026, 02:09Zero rating medicines supplied free of charge (VAT Notice 1004)
Find out when you can zero-rate medicines supplied free of charge, including medicines for NHS treatment, clinical trials and continued treatment after a clinical trial.
英国税务海关总署 HMRC · Published 10/29/2026, 02:07Policy paper: Revenue and Customs Brief 13 (2026): VAT and Climate Change Levy on electric vehicle charging for non-domestic use
This brief explains that publicly accessible electric vehicle charging points and charging points at workplaces are not for domestic use for the purposes of VAT and Climate Change Levy.
英国税务海关总署 HMRC · Published 10/29/2026, 02:07Fuel and power (VAT Notice 701/19)
Find out what VAT should be charged on supplies of fuel and power if you're a supplier or a user.
英国税务海关总署 HMRC · Published 10/29/2026, 02:03Policy paper: Revenue and Customs Brief 12 (2026): VAT zero rate on donated medicines
This brief explains when the zero rate of VAT applies to medicines supplied free of charge. This change applies from 23 June 2026.
英国税务海关总署 HMRC · Published 10/29/2026, 02:03Wealthsimple Raises $302 Million For Financial Platform
Wealthsimple has raised $302 million to expand its investment and digital finance platform. The new funding round, announced Tuesday (Oct. 27), values the Canadian company at $9.8 billion, or $13.8 billion CAD, and will help Wealthsimple ex
PYMNTS · Published 10/29/2026, 02:03Goldman Exec Says Investors Growing More Judicious on AI
A senior Goldman Sachs executive says weaknesses are developing in the AI market as the cost of capital climbs. Speaking at The Information’s WTF Summit on Tuesday (Oct. 28) Goldman co-head of investment banking Kim Posnett argued that whil
PYMNTS · Published 10/29/2026, 02:01Stamp Duty Land Tax on Leasehold sales
Find out about Stamp Duty Land Tax (SDLT) on leasehold properties.
英国税务海关总署 HMRC · Published 10/29/2026, 02:01Digital reporting for Lifetime ISAs
Find out the software requirements for reporting Lifetime ISA payments, transfers and withdrawals to HMRC.
英国税务海关总署 HMRC · Published 10/29/2026, 01:57Ripple Brings Its Stablecoin to Coinbase’s Trading Platforms
Ripple has begun listing its RLUSD stablecoin on Coinbase’s institutional and retail platforms. Clients can now trade and manage RLUSD through Coinbase Prime, Coinbase Exchange, and the Coinbase Retail application, Ripple announced Wednesda
PYMNTS · Published 10/29/2026, 01:47Policy paper: Stamp Duty Land Tax — Local Government Pension Scheme Relief
This measure is about changes to Stamp Duty Land Tax (SDLT) for purchases made by Local Government Pension Scheme pooled investment vehicles.
英国税务海关总署 HMRC · Published 10/29/2026, 01:37Policy paper: Capital Gains Tax relief on gifts of business assets
This tax information and impact note is about reforms to UK law relating to Capital Gains Tax relief for gifts of business assets.
英国税务海关总署 HMRC · Published 10/29/2026, 01:36Policy paper: VAT: electronic invoicing
This tax information and impact note is about the introduction of e-invoicing requirements for VAT invoices (including public bodies) from April 2029.
英国税务海关总署 HMRC · Published 10/29/2026, 01:36Policy paper: Securities Transfer Tax — modernisation of the Stamp Taxes on Shares Framework
The measure is about the Securities Transfer Tax that will apply on the transfer of securities and replace Stamp Duty and Stamp Duty Reserve Tax.
英国税务海关总署 HMRC · Published 10/29/2026, 01:36Policy paper: Reform of the foreign permanent establishment exemption
This measure reforms the taxation of foreign permanent establishments, making the elective exemption regime that applies to their profits and losses mandatory for Corporation Tax.
英国税务海关总署 HMRC · Published 10/29/2026, 01:36Policy paper: VAT changes following the abolition of NHS England
This tax information and impact note is about changes to the VAT Act 1994 which are required because NHS England will be abolished in 2027.
英国税务海关总署 HMRC · Published 10/29/2026, 01:36Policy paper: Individual Savings Accounts (ISAs) compliance package
The measure introduces a modern, fair and effective Individual Savings Account (ISA) compliance framework that supports digital reporting and makes sure the ISA system operates as intended.
英国税务海关总署 HMRC · Published 10/29/2026, 01:36Policy paper: Corporation Tax treatment of investment life insurance contract payouts
This tax information and impact note is about a change that clarifies when a company that is not a life insurance company can claim a partial Corporation Tax exemption on a payout from an investment life insurance contract.
英国税务海关总署 HMRC · Published 10/29/2026, 01:36Policy paper: VAT online marketplace liability extension
This tax information and impact note is about the extension of online marketplace liability to all sales of goods where the marketplace facilitates the sale of those goods by UK businesses.
英国税务海关总署 HMRC · Published 10/29/2026, 01:34Policy paper: Excise duty — penalties for wrongdoing
This measure introduces a financial penalty for deliberately trying to evade UK excise duty before the first excise duty point.
英国税务海关总署 HMRC · Published 10/29/2026, 01:34Policy paper: Reforming customs rules for low value imports
This measure will remove the £135 duty relief and introduce new customs arrangements for low value imports.
英国税务海关总署 HMRC · Published 10/29/2026, 01:34Policy paper: Air Passenger Duty and private jets
The measure confirms that from April 2027, the higher rate of Air Passenger Duty will apply to aircraft of 5.7 tonnes or more that are used as a private or business jet.
英国税务海关总署 HMRC · Published 10/29/2026, 01:34
