Why a Canadian bank is trying to predict earthquakes with quantum computers


BMO has filed a provisional patent on a quantum algorithm for seismic forecasting, and is sending mobile branches to wildfire zones with AI dispatch. The bank says it is the future of risk.

Banks are not, as a rule, in the earthquake business. They are in the business of pricing risk, which is adjacent. Still, the operational job of telling the ground when it is about to move has historically belonged to seismologists, governments, and a handful of specialist insurers.

Bank of Montreal would like to change that, or at least to share the work.
In an interview with Bloomberg published on 1 May, Kristin Milchanowski, BMO’s recently appointed Chief AI and Quantum Officer, said the bank had filed a provisional patent on a quantum algorithm intended to help forecast earthquakes.

The same team, she said, is using artificial intelligence to dispatch mobile banking units to communities affected by wildfires, including those that swept through parts of Los Angeles last year.

It is an unusual portfolio for a Tier 1 Canadian lender, and it is meant to be.

The 💜 of EU tech

The latest rumblings from the EU tech scene, a story from our wise ol’ founder Boris, and some questionable AI art. It’s free, every week, in your inbox. Sign up now!

From back office to backstop

BMO formalised its bet last month with the launch of the BMO Institute for Applied Artificial Intelligence & Quantum, announced on 9 April. The Institute, an enterprise-wide centre of excellence, is intended to consolidate the bank’s research, governance, and applied work in two technologies that have, until recently, sat at opposite ends of the maturity curve.

AI is everywhere in financial services, integrated into fraud detection, credit scoring, and customer service. Quantum computing, by contrast, is still mostly a research line, valuable in theory and largely unproven in deployed banking workflows.

Milchanowski, who spent the previous eighteen months as the bank’s chief AI and data officer, leads the Institute as its founding director. Days after its launch, BMO announced partnerships with Quantum Industry Canada and the Chicago Quantum Exchange, two of the more established quantum policy and research bodies in North America.

On paper, this is corporate housekeeping. In practice, it is a deliberate signal: BMO wants to be read as a quantum-curious bank, not just an AI-fluent one.

The provisional patent is, for now, the most concrete artefact of that ambition. Quantum algorithms are well-suited, in principle, to problems involving high-dimensional optimisation and combinatorial search, the kinds of computations that overwhelm classical hardware as data sets grow.

Seismic forecasting, which relies on enormous volumes of geophysical signal data and models that are notoriously difficult to fit, is one such problem.

Milchanowski did not, in the published interview, claim that BMO had cracked it. The patent is provisional, the algorithm has not been independently benchmarked, and useful quantum hardware capable of running such workloads at scale does not yet exist outside research labs.

What the filing represents is intent, and a small bet on optionality. If quantum advantage in this domain ever materialises, BMO will own a piece of it.

There is also a more immediate commercial logic. Better catastrophe modelling has direct applications in insurance, mortgage portfolios, and infrastructure lending, all areas where Canadian banks have meaningful exposure and where climate-driven loss patterns are forcing a rethink of underwriting.

If quantum is a long-dated option, the bank’s AI work is already in production. Milchanowski told Bloomberg that BMO is using AI models to identify communities cut off by wildfire and to route mobile branch units, essentially banks-on-wheels, into them.

The Los Angeles fires of early 2025 left tens of thousands of residents without access to physical banking; AI dispatch, in the bank’s telling, helps reduce the lag between displacement and service restoration.

This is not a glamorous use case. It will not feature in earnings calls. But it is the kind of work that distinguishes AI-as-marketing from AI-as-operations, and it is consistent with a broader pattern at BMO, which has been quieter than some peers about its AI roadmap and more visible about its applied projects.

The timing also matters. Bloomberg reported earlier this month that the wider financial industry is bifurcating in its quantum stance. Goldman Sachs has scaled back parts of its quantum research effort, while JPMorgan continues to invest. BMO’s announcement positions it on the investment side of that line, although on a smaller scale.

Whether any of this produces returns within the typical investor horizon is another question. Quantum hardware capable of solving real-world problems faster than classical alternatives is, by the consensus estimate of researchers, several years away.

BMO is essentially arguing that the risks of being late outweigh the costs of being early.
It is a defensible position, particularly for a bank with substantial climate exposure and a reputational interest in showing it takes the technology seriously. It is also, by definition, a bet that may not pay for years, if it pays at all.

For now, the most novel thing the bank can show for it is a piece of paper at the US Patent and Trademark Office and a fleet of mobile branches arriving where the smoke has cleared.



Source link

Leave a Reply

Subscribe to Our Newsletter

Get our latest articles delivered straight to your inbox. No spam, we promise.

Recent Reviews


Disney+ is embracing the Dark Side, as Star Wars: Maul – Shadow Lord is about to emerge on the service. Before The Mandalorian brought Star Wars into live-action television, the franchise was thriving in animated form, thanks to the initial success of Star Wars: The Clone Wars. Among the many new twists that the series introduced, one of the most notable developments was the return of Darth Maul after his apparent death in Star Wars: The Phantom Menace.

Now, after several series that have developed the character from a terrifying figure to a tragic Sisyphean antagonist, Maul – Shadow Lord will throw the character into a fight against the tyranny of the Empire, leading to tense chases and surprise alliances:

What is Star Wars: Maul – Shadow Lord?

The former Sith Lord returns

Star Wars: Maul – Shadow Lord is set on the newly introduced world of Janix, a planet on the Mid Rim of the galaxy far, far away that has been unbothered by the still young Galactic Empire in the wake of the Clone Wars. While the planet’s Tactical Defense Force keeps the population in check, the planet has become host to individuals looking to avoid Imperial interests, either out of fear for their lives or to rebuild in the shadows.

Following his usurping of Mandalore and escape from Republic custody in The Clone Wars season 7, Maul is attempting to rebuild the Shadow Collective crime syndicate with what remains of his forces, including fellow Dathomirian Zabraks and Mandalorian supercommandos. As Maul’s operations become too much for the TDF to handle, the Empire establishes a foothold on Janix. While grappling with Stormtroopers and Inquisitors, Maul must make an uneasy alliance with a young Jedi on the run if he wants to initiate his plan for revenge.

Who is in Star Wars: Maul – Shadow Lord?

An Oscar nominee joins the cast

Star Wars: Maul – Shadow Lord sees Sam Witwer reprise the role of the former Sith Lord-turned-crime lord from his appearances across Star Wars: The Clone Wars and Star Wars: Rebels. Fellow Rebels stars Vanessa Marshall and Steve Blum join him as the Mandalorian Rook Kast and Zabrak fighter Icarus. Meanwhile, Gideon Adlon takes on the role of the young Twilek Padawan Devon Izara, while Dennis Haysbert’s Master Eeko-Dio Daki hopes to guide her in the Dark Times.

Meanwhile, Oscar-nominee Wagner Moura will provide the voice of TDF captain Brander Lawson, with Richard Ayoade voicing his partner Two-Boots, and Charlie Bushnell voicing his son, Rylee. Chris Diamantopoulos and Stephen Stanton will voice crime lords Looti Vario and Marg Krim, David W. Collins will voice Spybot, and A.J. LoCascio will voice Marrok, the Inquisitor first introduced in Ahsoka.

Subscription with ads

Yes, the Disney Basic plan

Simultaneous streams

Up to 4


When does Star Wars: Maul – Shadow Lord take place?

Stuck between two familiar events

Devon is imprisoned in in Star Wars_ Maul - Shadow Lord. Credit: Lucasfilm

Star Wars: Maul – Shadow Lord is set during the Dark Times, the period of the Star Wars franchise between Revenge of the Sith and A New Hope where the Empire was expanding its power over the galaxy, with those who opposed them choosing to lurk in the shadow. This period has been explored in The Bad Batch, Star Wars Rebels, Obi-Wan Kenobi, Andor, and the Star Wars: Jedi video game franchise, as well as briefly explored in select episodes of the Tales of the Jedi, Tales of the Empire, and Tales of the Underworld anthology series.

Some TV show characters with the Andor logo in the background.


Finished Andor? Stream These Star Wars Shows and Movies Next

The Star Wars universe has plenty to watch to keep the Force flowing now that Andor’s finished.

In the trailer itself, Maul and Devon are seen facing Stormtroopers wearing TK armor, an early version of Stormtrooper armor that was introduced in The Bad Batch season 1. This means that the Empire is still in a time of transition from the Galactic Republic to the forces that we see closer to the Star Wars Original Trilogy. As such, Maul – Shadow Lord events are likely happening concurrently with the events of The Bad Batch’s later two seasons.

Maul – Shadow Lord can finally explain the final years of the Sith Lord’s life

Time to explore new horizons

Maul ignites half of his lightsaber in in Star Wars_ Maul - Shadow Lord. Credit: Lucasfilm

While The Clone Wars successfully resurrected Maul and Rebels would give him a fitting end, there is still a large portion of his story left unexplored. While it is unclear whether the series will receive multiple seasons, the show will explore how he rearranged his forces from the Shadow Collective into Crimson Dawn, the faction first introduced in Solo: A Star Wars Story. Paul Bettany’s Dryden Vos did feature as a cameo in The Clone Wars’s final season, but the arc largely focused on Maul’s Mandalorian forces over his other agents. As such, Maul – Shadow Lord can complete his turn from a man well-aware of Smith’s schemes into his own fully-fledged criminal mastermind.

Furthermore, the presence of Devon in Maul’s story is allowing Lucasfilm to dust off long-scrapped plans. Prior to the Disney acquisition, a Darth Maul-focused game was in development that saw Maul paired with Darth Talon, another red-skinned Twilek, at the behest of George Lucas himself, as the pair took on the galaxy. While Devon may not be a direct adaptation of Talon in the existing canon, Witwer has teased that the series will finally adapt several unused concepts for Maul to screen, and Devon’s visual similarities to Talon could suggest that the series will fulfill one of Lucas’s final ideas for the franchise.

When will Star Wars: Maul – Shadow Lord stream?

Two-episode premiere coming soon

Maul in hiding in in Star Wars_ Maul - Shadow Lord. Credit: Lucasfilm

Star Wars: Maul – Shadow Lord will arrive on Disney+ on April 6th with a two-episode premiere. The series will then release two new episodes every Monday, culminating in the finale on May 4. While one of the shorter Star Wars series, Maul’s long-awaited 10-part story will finally give fans a glimpse into the mind of one of the Dark Side’s most terrifying warriors.



Source link