Russian forces appear to use AI to plan air attacks and recognize targets amid raids on Ukrainian cities. This may include recent air attacks on Odesa that have come in waves with short gaps, Deputy Air Force Commander for Air Defense Colonel Yurii Cherevashenko says, Ukrinform reports.

Russia has already equipped its jet-powered Geran-4 drones with machine vision, allowing them to recognize and track targets on their own in the final seconds of flight. Recently, a single jet drone hit a locomotive in Odesa Oblast in late September and killed two railway workers.

The scale of Russia's AI use is hard to measure, Cherevashenko continues, but Ukrainian specialists already see its elements in how attacks are organized. The long, wave-by-wave strikes on Odesa would be far harder to plan and coordinate without it, he believes.

"Russian forces use AI to lay out attack routes and to recognize targets," Cherevashenko says, framing it as his own assessment rather than a confirmed fact.

The sea is harder to defend than land

Odesa Oblast is home to the biggest port in Ukraine, "Southern". Protecting it is a challenging task as guarding the airspace over water is tougher than over land, Cherevashenko says. Some air defense assets do not perform as well at sea, and in some cases, crews can intercept a target only as it approaches.

Weather adds to the problem, with storms and fog, while the open sea gives Russia more freedom to choose drone routes and launch points. To protect ports and the coast, Ukraine uses drone motherships, platforms that carry other drones aloft to extend their flight time and keep watch over set areas.

Ukraine answers AI with AI

Ukraine is also building its own AI for air defense. Automated turrets using machine vision now help counter Russian drones. According to Army Media, the Air Force says such turrets have scored their first shoot-downs, including of Geran-5 jet drones, with one soldier saying 50 rounds were enough to bring down a Geran.

Ukraine's Defense Ministry is going further. In late September, it unveiled an AI system called SPECTR, built by its A1 Artificial Intelligence Center and already in testing with several combat units, to analyze battlefield data, predict Russian moves, and suggest options to commanders.

"Skipper", an FPV company commander in Ukraine's 413th Raid Unmanned Systems Regiment, has described destroying a Russian UR-77 mine-clearing vehicle with drones during the 2023 counteroffensive as the strike he is proudest of, according to Army TV.

The UR-77, nicknamed "Zmiy Horynych" after a fire-breathing serpent of Slavic folklore, carries a rocket-fired line charge to blow paths through minefields, as per Militarnyi. Each charge carries more than two tons of explosives, which is why a cheap FPV hit can trigger a blast far larger than the drone itself.

"It exploded so hard that I thought it was a small nuclear blast. There are more than two tons of plastic explosive inside, and when it went off after the second hit, it was something unbelievable," Skipper says.

Skipper joined the army at the start of the full-scale invasion and moved from infantry and aerial reconnaissance to commanding an FPV unit. His regiment now operates on the Zaporizhzhia front, where FPV drones conduct combat missions.

From sailing yachts to FPV drones

In civilian life, Skipper was a sailing instructor, and he says the sport partly helps in military work, especially his knowledge of navigation and radio communication. He is convinced that a technological edge can be one of the keys to victory.

He counts the UR-77 strike among his unit's early work, from a time when few Ukrainian units were using FPV drones at all, he says. The hit came during hard fighting in the counteroffensive, when his crews were among the first to work the FPV niche.

Russia turns a mine-clearer into a wrecking tool

The UR-77 was built in the 1970s for a different war, one of fast tank thrusts that needed enemy minefields cleared quickly. Its base rides on the chassis of the 2S1 Gvozdika self-propelled howitzer, and its charge can cut a lane six meters wide, with some anti-personnel mines detonated across a band up to 15 meters wide.

Modern combat changed that role. The classic mine-clearing use remains, but Russia now more often turns these machines on Ukrainian fortifications, using the line charge to flatten defenses rather than open a path.

Kyiv is bolting two Soviet-era missile systems together to knock down Russia's fastest Geran-4 and Geran-5 drones. Ukraine's 156th Maksym Kryvonis Anti-Aircraft Missile Regiment has downed about 20 air targets using a Kub launcher firing under the radar and fire control of a Buk unit.

Russia has switched to jet-powered Gerans, faster drones that Ukraine's cheap interceptors struggle to catch, so more of them reach their targets. The damage from Russian strikes is set to reach up to $10 billion this year, according to Ukraine's Economy Ministry.

Meanwhile, Western resupply has thinned too. Deliveries of air defense missiles from partners fell threefold in the first half of 2026 against 2025, even though those partners hold the missiles, President Volodymyr Zelenskyy says.

So crews stretch what they have. In the Kub-Buk hybrid, a Kub launcher cannot aim on its own, lacking a radar to light up a target for its missile, according to Militarnyi. A Buk has that radar, so the two fire together, the Kub sending its 3M9 missile where the Buk points. The pairing is possible because both come from the same Soviet design line.

Western missiles in Soviet launchers

The same regiment reaches for a second workaround as Buk missiles run short. Its crews have rewired launchers to fire American RIM-7 interceptors, a Soviet-Western mongrel that troops nicknamed Frankenstein and the US calls FrankenSAM.

The patchwork earns its keep. One crew commander said some of these machines have more than 34 air kills each, and a single launcher has sent up RIM-7s 131 times, Ukrainian troops said.

A layered answer

The hybrids are one thread in a wider web. Ukraine is stitching together a layered defense against the jet-powered Gerans, leaning on electronic jamming, fighter jets, and a new class of homegrown interceptor drones. Each tool has limits, and the newest interceptors still bring down only the occasional jet drone.

The bet now is on numbers. Ukraine aims to build up to 400 interceptor drones a month by the end of October to chase the faster Gerans, Zelenskyy said on 2 October. Until that scale arrives, improvised launchers like the 156th Regiment keep filling the gap.

Russia is spending more on the war than at any point since it began. Russia's military funding is on track to hit a record this year after President Vladimir Putin added almost $60 billion to the outlays set in the budget, Bloomberg reports, citing people close to the government.

Defense spending is expected to approach about $199 billion by the end of 2026, roughly 40% above the plan Moscow announced in late 2025. That reverses the course of a year ago, when the Kremlin meant to slow military growth, narrow its deficit, and rebuild reserves drained by the war.

Alaska was the turning point

Putin ordered the shift late last year, after concluding that talks with the US in Alaska would not produce an acceptable deal to end the fighting, the report says.

By January, the Kremlin judged an agreement with Ukraine to be out of reach, and the government began accelerating advance payments to defense firms and raising other war-related spending.

"The government is finally budgeting for a prolonged war in Ukraine, but still understates its cost," Bloomberg Economics economist Ekaterina Vlasova said.

The deficit nearly doubles

Paying for the war has blown out the budget. The projected 2026 deficit has climbed to more than $81 billion, up from about $44 billion as first planned, and the government covered the extra spending through increased domestic borrowing and gold sales.

The budget plans years of war

The spending is not set to fall soon. Under the budget plans, Russia's military outlays reach about $200 billion in 2027, then ease to $194 billion in 2028 and about $191 billion in 2029, a signal that Moscow is planning for a long war.

Earlier, Euromaidan Press reported that Russia was raising 2027 defense spending by 27% to a record, even as its deficit widens and oil and gas revenues fall.

Russia's Kalashnikov concern has met its annual arms contract. The top producer of small arms has announced it delivered a batch of classic 7.62mm Dragunov sniper rifles to a Russian Security Forces customer and fully met its 2026 contract on time

The delivery shows how little the sanctions regime slows Russia's arms maker. In February 2026, Ukraine's Defense Intelligence said that nearly half of Kalashnikov's plants were still not subject to sanctions by any coalition country. Eight months later, the concern reports a full year's order delivered on schedule.

"The items were shipped on the set deadline, the obligations under the 2026 contract fully met," the manufacturer said.

A rifle in service for six decades

The weapon in that batch is not new. Designed by Yevgeny Dragunov between 1958 and 1963, the Dragunov sniper rifle entered serial production at the Izhevsk machine-building plant in 1963, so in 2026, it has remained in serial production for more than 60 years.

The self-loading 7.62mm rifle is meant to hit personnel and unarmored targets at ranges up to 800 meters, the concern said. It uses gas-operated automatics with a short-stroke piston and a gas regulator, and can fire any 7.62x54R round, though sniper ammunition yields the best grouping, according to the maker.

Sanctions chase a moving network

The sniper rifles are only one line in Kalashnikov's output. Russia's defense industry has leaned heavily on refurbishing Soviet-era armor as newer reserves run low, with Ukraine's intelligence reporting in June 2025 that Russia had begun deploying 1960s-era T-62 tanks.

The restoration work was centered primarily at the 103rd Armored Repair Plant in Atamanovka, Trans-Baikal Territory of Siberia. Ukrainian intelligence documented the transfer of 21 T-62 tanks from the eastern region to the western part.

Small arms are a different line of production, built new rather than pulled from storage. That is why a 1963 design keeps rolling off the line while the sanctions net, as Ukraine's intelligence describes it, still has holes.

Ukrainian rescuers are still pulling bodies from a collapsed apartment block in Pryluky. A Russian missile strike on the five-story residential building in the city of Chernihiv Oblast that borders both Russia and Belarus killed 19 people, including five children, and injured 55, Ukraine's State Emergency Service reported on 7 October.

Russia hit Kyiv and a dozen other regions overnight. Air defense downed five ballistic missiles, 39 cruise missiles, and 117 drones, while missiles and drones hit 18 locations, the Air Force said. The nationwide strike killed at least 24 people, including four children.

Among the dead in Pryluky were three one-year-old boys, Oleksandr, Kyrylo, and Serhii, and eight-year-old Maksym, President Volodymyr Zelenskyy says. Seven of the injured are children. Some residents are still unreachable, and all emergency services are working at the site. Russia keeps using missiles against Ukrainian cities and civilians by deliberate choice, he states.

"My condolences to all the families and loved ones," Zelenskyy says.

The strike comes on Putin's birthday

The attack came on Russian President Vladimir Putin's birthday on 7 October.

"Continuing to use missiles against Ukraine, against our people, our children, is an absolutely conscious choice of terror. This is what Moscow chooses despite all our efforts with partners to bring peace closer," Zelenskyy says.

He urges partners to increase pressure on Russia and bolster defense support for Ukraine, saying it is important that world leaders understand this and that the world not remain silent.

A pattern of strikes on Chernihiv Oblast

Pryluky, about 150 kilometers east of Kyiv, lies in a region Russia has hit repeatedly. The overnight barrage also damaged civilian and utility infrastructure across the Pryluky community, the city council said.

Ukraine had seen the attack. The day before, Zelenskyy warned that intelligence indicated a massive Russian strike was in preparation. Russia fired about 70 missiles overnight, killing two people each in the capital Kyiv and in the cities of Kremenchuk and Oleksandriia in addition to the Pryluky dead.