Generative artificial intelligence constitutes a revolutionary advancement in how data is collected and interpreted, being able to generate personalised, original output in relation to the request that is directed to it.
The disruptive impact such technology will have on the financial sector is evident, as the behaviour of investors will change as a result of the ever-increasing use of the technology and all the tools that are being built — and will continue to be built — on it.
The advantages are evident. By being able to not only gain access to virtually all the information available online at lightning speed, but to also have it structured in a format that adheres to the particular request of any single user, investors can gather the information they need to make investment decisions.
They can even obtain a complete investment plan, which might include an indication of the assets to be included and their weighting in the portfolio.
Furthermore, the investor will have access to all of the above for a fraction of the cost linked to professional analysis and advice, dramatically widening the reach to those whose wealth did not justify bearing the costs of professional advice.
Even more wealthy and sophisticated investors might migrate to new tools based on generative AI.
Forecasts have already been made with regards to the impact it will have on employment in the financial services space. And they are dramatic.
This is interesting, but the fact that generative AI can be autonomously used by investors without guidance generates a number of risks that we must be aware of to use it appropriately.
First of all, to properly formulate our queries to the system, obtain relevant and reliable results and, ultimately, be able to interpret the results, we need to know what we are talking about in the first place.
The relevance, reliability and effectiveness of generative AI is directly correlated with the level of accuracy and detail of the request that is fed to the system.
General queries about the investment process or about a certain part of it will return very general results, which might not be in line with the investor’s real needs.
To correctly execute the above, besides understanding the dynamics and components of the investment process, we must be able to identify and quantify the basic elements that allow a proper financial planning of our own assets.
We need to evaluate our actual and future financial flows, identify our investment goals and risk tolerance.
Delegating such assessment to a third party, generative AI in this case, might be potentially harmful and lead to serious disappointment in the investment process outcomes.
The system itself warns about such risks and advises users to seek professional advice.
Professional advice is, therefore, not pushed (at least not completely) out of the door.
For all the instances involving insufficient knowledge of financial matters and terminology, time constraints or complexities in the level of the wealth to be analysed (which could bring in tax implications, overlapping with professional or corporate involvement, particular needs of wealth protection, et cetera), the guidance of an expert will still be needed.
This is where one can offset the impact of AI on financial services employment — by embracing a holistic approach to wealth management, refraining from resisting this new technology and, instead, embracing and harnessing its power.
We also must have awareness of unforeseen events that might radically change the scenario that we used to build our investment portfolio.
Black swan events are unpredictable, both in terms of timing and magnitude of their impact.
The very characteristics of such events do not allow us to identify a relevant and homogenous set of data on which to perform statistical analysis, recognise patterns, learn from the past and meaningfully reduce the risk of unpredictable and disappointing outcomes for our investment portfolio.
It is evident that generative AI can be extremely helpful in researching the single components of an investment portfolio, calculating the optimal weight within the portfolio, as well as analysing returns, volatility and possible outcomes based on different scenarios.
These are all features that were reserved for the most advanced research teams within investment banks and hedge funds but will be soon at the disposal of every one of us.
Exciting indeed, but we always need to be aware of the process and avoid excessively relying on technology. This is a basic risk management rule that is disregarded way too often.
Roberto d’Ambrosio is the chief executive of Axiory Global
What is type-1 diabetes
Type 1 diabetes is a genetic and unavoidable condition, rather than the lifestyle-related type 2 diabetes.
It occurs mostly in people under 40 and a result of the pancreas failing to produce enough insulin to regulate blood sugars.
Too much or too little blood sugar can result in an attack where sufferers lose consciousness in serious cases.
Being overweight or obese increases the chances of developing the more common type 2 diabetes.
COMPANY PROFILE
Name: Rain Management
Year started: 2017
Based: Bahrain
Employees: 100-120
Amount raised: $2.5m from BitMex Ventures and Blockwater. Another $6m raised from MEVP, Coinbase, Vision Ventures, CMT, Jimco and DIFC Fintech Fund
From Conquest to Deportation
Jeronim Perovic, Hurst
Mia Man’s tips for fermentation
- Start with a simple recipe such as yogurt or sauerkraut
- Keep your hands and kitchen tools clean. Sanitize knives, cutting boards, tongs and storage jars with boiling water before you start.
- Mold is bad: the colour pink is a sign of mold. If yogurt turns pink as it ferments, you need to discard it and start again. For kraut, if you remove the top leaves and see any sign of mold, you should discard the batch.
- Always use clean, closed, airtight lids and containers such as mason jars when fermenting yogurt and kraut. Keep the lid closed to prevent insects and contaminants from getting in.
Ten tax points to be aware of in 2026
1. Domestic VAT refund amendments: request your refund within five years
If a business does not apply for the refund on time, they lose their credit.
2. E-invoicing in the UAE
Businesses should continue preparing for the implementation of e-invoicing in the UAE, with 2026 a preparation and transition period ahead of phased mandatory adoption.
3. More tax audits
Tax authorities are increasingly using data already available across multiple filings to identify audit risks.
4. More beneficial VAT and excise tax penalty regime
Tax disputes are expected to become more frequent and more structured, with clearer administrative objection and appeal processes. The UAE has adopted a new penalty regime for VAT and excise disputes, which now mirrors the penalty regime for corporate tax.
5. Greater emphasis on statutory audit
There is a greater need for the accuracy of financial statements. The International Financial Reporting Standards standards need to be strictly adhered to and, as a result, the quality of the audits will need to increase.
6. Further transfer pricing enforcement
Transfer pricing enforcement, which refers to the practice of establishing prices for internal transactions between related entities, is expected to broaden in scope. The UAE will shortly open the possibility to negotiate advance pricing agreements, or essentially rulings for transfer pricing purposes.
7. Limited time periods for audits
Recent amendments also introduce a default five-year limitation period for tax audits and assessments, subject to specific statutory exceptions. While the standard audit and assessment period is five years, this may be extended to up to 15 years in cases involving fraud or tax evasion.
8. Pillar 2 implementation
Many multinational groups will begin to feel the practical effect of the Domestic Minimum Top-Up Tax (DMTT), the UAE's implementation of the OECD’s global minimum tax under Pillar 2. While the rules apply for financial years starting on or after January 1, 2025, it is 2026 that marks the transition to an operational phase.
9. Reduced compliance obligations for imported goods and services
Businesses that apply the reverse-charge mechanism for VAT purposes in the UAE may benefit from reduced compliance obligations.
10. Substance and CbC reporting focus
Tax authorities are expected to continue strengthening the enforcement of economic substance and Country-by-Country (CbC) reporting frameworks. In the UAE, these regimes are increasingly being used as risk-assessment tools, providing tax authorities with a comprehensive view of multinational groups’ global footprints and enabling them to assess whether profits are aligned with real economic activity.
Contributed by Thomas Vanhee and Hend Rashwan, Aurifer
The winners
Fiction
- ‘Amreekiya’ by Lena Mahmoud
- ‘As Good As True’ by Cheryl Reid
The Evelyn Shakir Non-Fiction Award
- ‘Syrian and Lebanese Patricios in Sao Paulo’ by Oswaldo Truzzi; translated by Ramon J Stern
- ‘The Sound of Listening’ by Philip Metres
The George Ellenbogen Poetry Award
- ‘Footnotes in the Order of Disappearance’ by Fady Joudah
Children/Young Adult
- ‘I’ve Loved You Since Forever’ by Hoda Kotb
Lexus LX700h specs
Engine: 3.4-litre twin-turbo V6 plus supplementary electric motor
Power: 464hp at 5,200rpm
Torque: 790Nm from 2,000-3,600rpm
Transmission: 10-speed auto
Fuel consumption: 11.7L/100km
On sale: Now
Price: From Dh590,000
The specs: Volvo XC40
Price: base / as tested: Dh185,000
Engine: 2.0-litre, turbocharged in-line four-cylinder
Gearbox: Eight-speed automatic
Power: 250hp @ 5,500rpm
Torque: 350Nm @ 1,500rpm
Fuel economy, combined: 10.4L / 100km
Your rights as an employee
The government has taken an increasingly tough line against companies that fail to pay employees on time. Three years ago, the Cabinet passed a decree allowing the government to halt the granting of work permits to companies with wage backlogs.
The new measures passed by the Cabinet in 2016 were an update to the Wage Protection System, which is in place to track whether a company pays its employees on time or not.
If wages are 10 days late, the new measures kick in and the company is alerted it is in breach of labour rules. If wages remain unpaid for a total of 16 days, the authorities can cancel work permits, effectively shutting off operations. Fines of up to Dh5,000 per unpaid employee follow after 60 days.
Despite those measures, late payments remain an issue, particularly in the construction sector. Smaller contractors, such as electrical, plumbing and fit-out businesses, often blame the bigger companies that hire them for wages being late.
The authorities have urged employees to report their companies at the labour ministry or Tawafuq service centres — there are 15 in Abu Dhabi.
The%20Killer
%3Cp%3E%3Cstrong%3EDirector%3A%C2%A0%3C%2Fstrong%3EDavid%20Fincher%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EStars%3A%C2%A0%3C%2Fstrong%3EMichael%20Fassbender%2C%20Tilda%20Swinton%2C%20Charles%20Parnell%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3ERating%3A%3C%2Fstrong%3E%204%2F5%C2%A0%3C%2Fp%3E%0A
Gifts exchanged
- King Charles - replica of President Eisenhower Sword
- Queen Camilla - Tiffany & Co vintage 18-carat gold, diamond and ruby flower brooch
- Donald Trump - hand-bound leather book with Declaration of Independence
- Melania Trump - personalised Anya Hindmarch handbag
LA LIGA FIXTURES
Thursday (All UAE kick-off times)
Sevilla v Real Betis (midnight)
Friday
Granada v Real Betis (9.30pm)
Valencia v Levante (midnight)
Saturday
Espanyol v Alaves (4pm)
Celta Vigo v Villarreal (7pm)
Leganes v Real Valladolid (9.30pm)
Mallorca v Barcelona (midnight)
Sunday
Atletic Bilbao v Atletico Madrid (4pm)
Real Madrid v Eibar (9.30pm)
Real Sociedad v Osasuna (midnight)
Mohammed bin Zayed Majlis
PROFILE OF STARZPLAY
Date started: 2014
Founders: Maaz Sheikh, Danny Bates
Based: Dubai, UAE
Sector: Entertainment/Streaming Video On Demand
Number of employees: 125
Investors/Investment amount: $125 million. Major investors include Starz/Lionsgate, State Street, SEQ and Delta Partners
Singham Again
Director: Rohit Shetty
Stars: Ajay Devgn, Kareena Kapoor Khan, Ranveer Singh, Akshay Kumar, Tiger Shroff, Deepika Padukone
Rating: 3/5
Four%20scenarios%20for%20Ukraine%20war
%3Cp%3E1.%20Protracted%20but%20less%20intense%20war%20(60%25%20likelihood)%3C%2Fp%3E%0A%3Cp%3E2.%20Negotiated%20end%20to%20the%20conflict%20(30%25)%3C%2Fp%3E%0A%3Cp%3E3.%20Russia%20seizes%20more%20territory%20(20%25)%3C%2Fp%3E%0A%3Cp%3E4.%20Ukraine%20pushes%20Russia%20back%20(10%25)%3C%2Fp%3E%0A%3Cp%3E%3Cem%3EForecast%20by%20Economist%20Intelligence%20Unit%3C%2Fem%3E%3C%2Fp%3E%0A
UAE currency: the story behind the money in your pockets