Math and history. Burning sensation. Quant Commodity Trader.

Denver, CO
Joined December 2021
MindlessIndulgence retweeted
This is a prime example of correlation is not causation. IQ has nothing to do with fertility, it's all about culture & status. Our current dominant liberal culture is a suicide cult, that culture isn't worthy of surviving and won't. Within this dysfunctional culture, 1/
Seriously How do we solve this slow-moving civilization-ending disaster? Maintaining civilization requires high IQ. But... The higher the IQ, the lower the birthrate (especially for women). The lower the IQ, the higher the birthrate...
10
14
333
7,758
MindlessIndulgence retweeted
James Talarico was in Midland at noon and holds a rally in Lubbock tonight. Austin is showing up for him: Travis County is at 93% of its 2024 early-vote pace. Midland is at 67%. Ector is at 61%. West Texas, you've got today, then three more days. Answer him at the ballot box.
21
369
7
2,319
23,513
MindlessIndulgence retweeted
A young Patriot was just charged with a felony for telling foreigners who are flooding his state to leave. What in the world is going on in Montana?
80
360
5
3,792
42,381
MindlessIndulgence retweeted
I was talking to the higher ups today. Bo French is a litmus to see if America Firsters will vote him in. If yes - you will get more America First. If no - it will be seen as a liability. This is not coming from me. This is coming straight from the top. I’m just the messenger.
Let me get this straight - we’ve got people countersignaling Bo French for not being “based” enough, that are also telling us we need to vote for ramascammy?
1
12
2
78
3,164
MindlessIndulgence retweeted
Announcing Artificial Analysis Intelligence Index v5, featuring 2 new benchmarks and 3 upgrades. For the first time, the majority of the Index is built on private datasets The Artificial Analysis Intelligence Index is our composite measure of model capabilities across tasks reflecting real-world usage today. v5 is our biggest upgrade since v4 launched in January. With v5, 60% of the Index is now based on evaluations with private test sets or held-out answers. Alongside Intelligence Index v5, we’re launching the Artificial Analysis Progress Index v1, which tracks model capability over time on one continuous scale. New to the Intelligence Index: ➤ FrontierCode 2.0: Cognition's newly-launched private benchmark of real-world coding tasks, graded on whether a repository maintainer would merge the agent's change ➤ Terminal-Bench-Science: 70 agentic scientific research tasks, run in a terminal environment Upgraded: ➤ HLE-Diamond (replacing Humanity's Last Exam): a refined 1,000-question version of Humanity's Last Exam, split evenly between reasoning and knowledge questions ➤ AA-Omniscience v1.1: An updated dataset with saturated and public set questions removed, new questions added, and ambiguous or erroneous questions revised ➤ CritPt v2: a private, 40-question hard subset of CritPt v2, revised by the CritPt authors and run with a code-execution tool Staying in the Index: AA-Briefcase, AutomationBench-AA, GDP.pdf and Terminal-Bench 4.0 Removed from the Index: GDPval-AA v2.1, SciCode, and AA-LCR v1.1 Key results: ➤ Claude Opus 5.5 (max) leads at 58, ahead of GPT-6 Astra (max, 57) and GPT-6.1 Sol (max, 55): Anthropic and OpenAI hold the top five models. Gemini 4 Argon (high) is next at 50 ➤ The open weights gap widens from 3 points to 12: Kimi K3.1 Pro (weights not yet released) is the top open weights model at 46. Among released weights, DeepSeek V4.1 Flash 1017 (max) and GLM-5.3 (max) lead at 32 - 26 points behind the leader and below Claude Haiku 5.5 (max, 36) ➤ Cost per task varies by more than 13x among the leading models: of the 10 highest-scoring models shown, GPT-6.1 Terra (max) is the cheapest at $0.96 per Intelligence Index task and Claude Fable 5.1 (max) the most expensive at $13.04
239
184
269
2,110
278,780
MindlessIndulgence retweeted
Replying to @DoDeportations
We need a new political party that actually represents Americans not foreign money and advocacy.
138
193
17
2,297
33,065
MindlessIndulgence retweeted
🇷🇺🇺🇦 I disagree with a lot of Clément's analysis here. 1st- Mechanized warefare "died" at the end of 2024, not the beginning. Russia maintained a broad offensive in Donetsk and even a buffer zone in Kharkiv, primarily using armoured equipment, not infilitrations. FPV drones killed mechanized fighting, and they did not reach prominence until early 2025. - Additionally, the claim that Russian losses dropped during the resumption of mechanized assaults in the autumn of 2023 is proven false by the mediazona graph, which shows a continued rise in casualties from October of 2023 to the end of 2024. Even if we assume that they had a massive backlog, there is nothing in the graph to indicate that this period of mechanized fighting showed any substantial decline in Russian casualties. If anything, the graph shows otherwise. - If you look at the graph showing Russian casualties amongst motorized riflemen (Image), which conducted a large portion of the mechanized assualts, you can clearly see a distinct rise in casualties, starting October 2023. Anyone who claims that Russian casualties didnt rise as a result of mechanical warefare is ignoring reality. - When it comes to medium ranged drone strikes, the casualties cannot be compared to frontline drone strikes. At a distance of 50km, the drones are much bigger and easier to notice, allowing crewmen more time to withdraw from vehicles (At least a greater chance). Additionally, long-range drones dont swarm the same way FPV drones do. This allows injured crewmen a much better chance of being evacuated and getting medical help. In contrast to the frontline, when an enemy is wounded, he is often hunted by drones and finished off. - A decrease in mechanized warfare clearly indicates a decrease in Russian casualties. Ukrainian long-range drone strikes dont come anywhere close to replacing that. 2- Ukraine does not hold a firepower advantage. Anyone who claims otherwise is once again living in a fantasy. Based on all available data, Russia holds an advantage in long-drone strikes, Ukraine holds an advantage in medium ranged strikes, while the frontline is a mix. Both sides hold advantages in centain regions and in certain types of drones. That being said, if we assume that drones are equal, Russia still holds a large air advantage, with glide bombs and cruise missiles. Additionally, artillery is still very much a part of the fight. Clément makes the claim that Russian artillery fires at shorter ranges than Ukraine, while Ukraine camouflages better. None of that is true. Ukraine has been losing exponentially more short ranged artillery systems than Russia and their overall monthly artillery losses have sharply increased since 2025, surpassing Russia by a wide margin. - Most losses are due to shrapnel, not necessarily drones. Since Russia holds the artillery and air advantage, by a fairly wide margin, I'm more than confident in saying that Russia currently holds a firepower advantage over Ukraine. I find it really odd how quickly supporters of either side can change their tone on an issue they argued long ago. This doesnt really apply to Clément, but speak to the broader coping mechanism people use. During a period of Russian advances, the narrative is that an attacking side takes more casualties in equipment and men. But now during period of Ukrainian advances, Russia still loses more men and equipment because of X Y and Z. Keep it consistent. I may have been a victim of this early on, but now I really try to keep reality as realistic as possible. No amount of cope for either side will change the situation on the battlefield. Who knows, maybe everything I said is BS and when I look back in a year I'll see how dumb these takes were, but I highly doubt it. All of that being said, I think Clément is a really smart guy and does excellent work. If you read up to the end, I really suggest that you go give him a follow. But, Do your own independent research as well.
I disagree with this analysis, which contradicts me, so I think it’s necessary to come back to it. The author opens with “all evidence available point to the opposite”, yet he doesn’t cite a single piece of evidence. 🔶Saying that the drop in Russian armored vehicle losses proves Russia is losing fewer men is not only wrong, it’s actually a lie. First, armor has been sidelined since early 2024, which explains the drop. Second, Mediazona’s data (which is nearly complete up to early 2024) shows that losses are lower during periods of mechanized assaults (autumn 2023) than during periods of limited armor use (summer 2024). Moreover, the author deliberately leaves out that while far fewer armored vehicles are being destroyed (because they’re used less), strikes on unarmored vehicles have exploded. We’re talking about 3,000 to 4,000 vehicles hit per week. These vehicles are barely counted, and they are struck daily 10, 20, 30 or even 50 km from the front. The human losses from these strikes are fairly high, since the vehicles are unprotected and can’t withstand drone attacks. To see this, you’d need to do a minimum of research and actually watch the videos. Strikes on unarmored vehicles also happen very far from the front: mid-range strikes alone have hit more than 2,000 confirmed vehicles since the start of the year, often more than 50 km from the front. The author will probably bring out his usual line that these strikes have no impact and that vehicles can easily be replaced by buying them on the famous big used-car market in Central Asia. That’s one more thing he deliberately leaves out: the cost of the vehicles hit, the goods, ammunition and soldiers that never reach the front, the wounded and killed in these strikes (judging by the videos, this happens very regularly), and the knock-on effect on Russian logistics, which is far from negligible. 🔶Claiming that Mediazona proves there are fewer losses is also wrong. Mediazona takes time to update its list of losses and holds back part of its data, so as not to reveal weaknesses in the Russian government that would push it to shut down the information channels being used. Mediazona’s data is broadly complete up to the end of 2023, and as we’ve seen, entries are still regularly being added for 2024, two years ago. The chart showing the year each entry was added makes it very clear how much longer it now takes to record losses. As for the claim that no OSINT data shows any change in losses: well, that’s easy to say when you don’t do any OSINT yourself, have no contacts on the ground, and therefore bring no additional data. 🔶The 2026 attrition ratio is not more favorable than 2025’s. That’s false, and there is no “more balanced attrition approach.” This ignores Ukraine’s advantage in drone strikes (the kill zone is deeper) and Russia’s manpower problems, which force it to concentrate the offensive on certain areas. The infiltration strategy itself proves that attrition is not under Russian control. Does Russia have the advantage in artillery? No. It fires more, but at shorter range and with less accuracy, against Ukrainians who move less and stay camouflaged in their positions. Losses from artillery are minimal. The Ukrainians fire less, but further and more accurately, against a larger number of Russian troops. The Russians do have the advantage in airstrikes, but losses are mainly caused by drones, not KABs. 🔶The next point is less problematic. The rest is mostly a change of subject: why bring up deep strikes (which I never disputed) when the topic was first and foremost the front? Fine, it does tie back to attrition, but in doing so the author quietly admits that Russia is failing on the front and is focusing on a deep-strike campaign in the hope of making Ukraine give in. I struggle to understand the author’s obsession with everything that’s negative for Ukraine and positive for Russia. For a “military theorist”, it’s a shame not to cover the whole picture, especially since he always finds a rational explanation for the Russian plan (“no, actually, if Russia isn’t advancing, it’s because it chose an attrition strategy”. Very funny 😊).
8
6
50
2,728
MindlessIndulgence retweeted
Introducing FrontierCode 2.0: our new coding benchmark that measures a model’s ability to go beyond the spec. Most coding evals measure a model’s ability to write code that meets a spec. With FrontierCode 1.0, we asked a new question: would you actually merge the PR? FrontierCode 2.0 is comprised of more diverse tasks, featuring larger scopes and higher mergeability standards. We are now asking: not only would you merge this PR, but should you? One key feature of FrontierCode 2.0 is underspecified prompts. Rather than including every engineering decision, prompts are deliberately ambiguous, giving the models room to demonstrate their judgment. The result is a benchmark that is far from saturated, with the top model scoring just 45%.
156
174
140
2,205
284,046
MindlessIndulgence retweeted
another brutal reality check for the open-sauce china shills GPT-5.5 released on April 23 outscores all tested chinese models and OpenAI and Anthropic have been holding back their strongest models since the supply chain risk designation, so we aren't even seeing the full extent of the domination
the top 20 models on FrontierCode 2 it's actually hilarious it's all OpenAI and Anthropic + Grok 4.7 xhigh at #20 DeepSeek V4.1 Flash 1017 max is rank 52 but yeah totally, china is catching up and we are all doomed
73
21
7
637
59,812
MindlessIndulgence retweeted
Flavio Bolsonaro's passport was cancelled and he was forced to flee the country by Lula, Alexandre De Moraes, and the insane Brazilian regime. His brother Eduardo has an arrest warrant out for lobbying the US. His father, Jair Bolsonaro is serving 27 years. Victims of political persecution, all of them. It's time for the Brazilian left to face the full force of American diplomatic and economic sanctions until they stop acting like a banana republic. The Trump administration lifted Magnitsky Act sanctions on de Moraes, his wife, and his holding company last December. They should be immediately reimposed. Further, visa bans should be imposed on every government official who has touched the Bolsonaro investigations - and their families too. Finally, Section 301 tariffs on Brazilian goods should be quadrupled. The Brazilian regime should look carefully at what has happened to Venezuela and Cuba, and remember that this hemisphere belongs to the United States of America.
As I reported hours ago, Flávio Bolsonaro has arrived safely in United States. The mastermind behind this operation is U.S. Secretary of State @SecRubio . From the United States, free and safe, Flávio will lead the opposition against Lula.
417
1,703
68
9,209
297,845
MindlessIndulgence retweeted
Em Araruama, o Flavio ganhou o primeiro turno com mais que o dobro de votos no Lula. Araruama no segundo turno: Flávio ganhou 11 votos Lula ganhou 5.581 votos. Isso significa que, numa cidade, em que o Flavio Bolsonaro venceu com MAIS QUE O DOBRO de votos que o Lula no primeiro turno, o atual presidente teve 507x mais votos que o Flavio, no segundo. O mesmo padrão se repete nas cidades vizinhas, que também são muito bolsonaristas. A aberração matemática disso é assombrosa.
789
5,740
401
25,309
623,472
MindlessIndulgence retweeted
CRUCIAL FACTS ON THE FLAVIO BOLSONARO MATTER: It's not just Flavio Bolsonaro who fled Brazil to escape the tyrannical persecution of Alexandre de Moraes and the pro-Lula wing of the Supreme Court. There are dozens of Brazilian exiles who have done the same: dissident journalists, activists, bloggers, and politicians who all fled to avoid certain prison for political opposition. In most of these cases, Moraes has demanded the extradition of those who fled and whom he wants to imprison back in Brazil. But Moraes' extradition requests have been repeatedly denied by multiple countries and institutions on the grounds that these prosecutions are politically motivated or otherwise corrupted. Among those concluing this: Spain, Italy, INTERPOL, and even the US under Biden. Just today, Italy refused Brazil's demand to extradite a person named @edutagli, who was once a top aide to Moraes, but then fled to Italy after Moraes accused him of having been my source in a huge leak from Moraes' office that I obtained for reporting I did with @Folha in 2024. That massive leak enabled us to publish roughly 20 articles proving systemic abuses of power by Moraes against his political enemies: exactly the reason so many Brazilians, including Bolsonaro, know they can't get a fair trial in Brazil. Italy today refused to extradite the person accused of being our source on the grounds that the proceedings would be a farce because Moraes — as he so often does — wants to act as the supposed victim, investigator, and judge, and thus his demand falls well outside of Italy's extradition standards. Again, multiple countries have concluded the same, showing what a farce Brazil's once-respected judicial system has become under the Lula/Moraes regime. Moraes has overseen a system of political persecution masquerading as criminal justice that has been recognized as a sham by multiple countries that are not exactly Bolsonaro allies. Nobody in their right mind who is a political enemy of Moraes would remain in Brazil once if it is clear that he intends to imprison you, since he has proven that guilt is a foregone conclusion and he operates with no legal or constitutional limits of any kind. That is why asylum under international law exists: to protect those who cannot obtain justice in their own country because the justice system has been corrupted and commandeered for political persecution. Many people, such as Julian Assange, have needed that protection (which Lula cheered). Now people need it from Moraes in Brazil. That is sadly one of the main legacies of both Lula and Moraes over the last six years.
905
5,056
333
23,488
1,092,664
MindlessIndulgence retweeted
How Western Europe became genetically civilized: (Frost and Harpending 2015, pic 1) analyze the decline of Homicide over time and adjust for the factors that accounted for this shocking reduction homicide over time They find that the use of the death penalty, and the systematic killing of about 1 percent of the most violent men generationally explained more than half of the massive reduction in homicide from 40 per 100k to the modern levels of less than 1 per 100k. Which would indicate that the homicide levels changed via the eugenic reproductive isolation of violent men through eugenic culling of their perfidious elements of the human gene pool over time. The drop amounts to about 20 per 100k homicides over time from late medieval to modern times. This is like your homicide rate dropping from the rate of Brazil to the rate of Denmark today. As Peter Frost notes, this doesn’t mention the fact that stigmatization towards violent men and violent means of altercation became a norm in Britain and the west over time, which through a gene environment interaction further resulted in subsequent reductions over homicide not documented in the study. These large legal consequences for murder caused violent men to be a bottom social class group, which as (Lynn 1997) in his book: The genetic deterioration of modern populations documents and (Clark 2007, 2009, 2014,2026 ) infamously made viral with his compelling and prodigious case for how west Europe over time genetically engineered itself through eugenic mating of higher social classes into significantly more complex and intelligent social formations, overcoming the “child-like pre-modern operational state” of premodern societies, as (Osterdiekhoff 2012) described these societies. Osterdiekhoff shows with strong evidence that societies were usually incapable of complex thoughts, hypothetical scenarios, the ability to conceptualize someone else’s situation, abstract thinking etc, and changes in stages of thought directed towards intelligence coalesced into a revolution of ingenuity known as the European divergence. Over time, this divergence in cognitive advancement correlated with lower toleration for violence, higher stability and preferential support to allocating a governmental centralized power to administer force and punishment against such violence. Moreover, the general reduction of these violent men over generations added up incrementally to the point that the social norms pertaining to violent crime and social status evaporated over time, as a new less violent genetically pacified population took their place. The perception of such corrosive behavior became so much more negative over time that eventually even the elite populations started to get prosecuted with the death penalty for these crimes, which helped drastically reduce their homicide rate. As (Piffer & Connor 2026), (Piffer & Kirkegaard 2024), (Kujipers et al. 2022)), show - the percent of individuals with. Genetic edu PGS score in the top percentiles was 10x more common in 1850s Europe than in Europe in year 700 (Piffer & Connor 2026 specifically here). The numbers grew in significant fashion to the point that whole debating societies and clubs based on such conversations along with the birth of a revolution of thinkers and scientific inventions occurred, which created a whole new layer of complexity to an already complexitying society. Other correlatory factors lend credence to the genetic explanation, mainly that 1) intelligence and development genetically correlates with genes for higher moral impulses and lower propensity toward violence, which means a genetic effect must have taken place as well on crime, 2) its replicability across Western Europe along with the similar dilemma of elite violence which has been documented not just in Britain, but with examples of studies from Venice, showcasing similar patterns that give irreproachable evidence of this claim.
24
145
22
800
21,666
MindlessIndulgence retweeted
This isn’t a fair assessment of the situation. Bo took an insane amount of heat for the UT post and lost a NET six figures of donor commitments (meaning he lost more money than he raised during the fiasco). Turns out all the people on X posting how based Bo is didn’t contribute much to his actual campaign. And I know everyone on X thinks poasting wins elections, but it does in fact require money and a political machine backing to get elected to statewide office in the Judeo-Hindu state of Texas. Jon Rosenthal (Bo’s very Jewish opponent), has since raised an insane amount of money for his campaign. Despite all this and ongoing hit pieces targeting him every day, Bo never apologized and never backed down from what he said. He sincerely believes what he posts. Greg Abbott was the only member of the Texas GOP who didn’t explicitly disavow Bo. Abbott is a cuck on just about everything, but Abbott controls the GOTV Texas machine and has a huge campaign war chest that he is currently deploying this cycle. He has legit helped Bo in a big way, which counts for something. Bo is in a tough political position where he has to balance his message with voters while not compromising his path to get elected to statewide office. And disavowing the guy who is giving you a real path to political power is clinically retarded. I don’t know anything about the blocking Nick is referring to, but that’s kind of a retarded thing to get super pissy about. Texas Railroad Commissioner is a 6-year term. Get Bo in and let him cook. I’m standing by Bo here.
Nick Fuentes MOCKS Bo French for BOUNCING and doing TRICKS ON the GOP after they threw him under the bus 🤣 "Bo French sticks up for us. The Republicans pile on to him... Bo French endorses them. Now you lost me. You're a loser."
76
127
7
1,694
36,058
MindlessIndulgence retweeted
FALSE: He is NOT a U.S. citizen. @ICEgov arrested Felibi Biladi Siagha-Coke on January 5.  He is an illegal alien from Jamaica with previous convictions of assault with a deadly weapon, domestic violence, and insurance fraud. Siagha-Coke was previously issued a U.S. Passport based on a FRAUDULENT birth certificate that was revoked following an investigation, and his applications for a citizenship certificate have been denied multiple times. An immigration judge ordered Siagha-Coke removed from the United States on April 14 — he will remain in ICE custody pending removal and will continue to receive due process. Under @POTUS Trump and Secretary Mullin, if you break the law, you will face the consequences.
172
2,319
237
10,433
165,190
Assimilation is (still) a lie. In 2026 only 37% of Hispanics born in the US identified as American. Only 29% of second-generation Hispanics (born to immigrant parents) identify as Americans. This increases to 48% among the third generation. "The Melting Pot" is the great myth of multicultural America.
50
333
26
1,878
28,455
MindlessIndulgence retweeted
If there’s anything Brazil has taught us over the last four years, it’s that Leftists will rig elections, call themselves defenders of democracy while they’re doing it, hijack the courts after they’ve won, use them to convert the country into a soft dictatorship, and then arrest their political enemies, ban free speech, and attack social media platforms they can’t control in order to guarantee that they never lose power ever again. And with that power they will construct an inverted hierarchy that places troons, third worldists, criminals, drug addicts, and mentally ill lunatics at the top of the social pyramid, all while acting like they’re fighting for equality and just being a heckin’ decent human being.
94
799
27
5,570
64,040
MindlessIndulgence retweeted
Folks, 60 Minutes called this segment news. It’s not. They hammer “no criminal record” and skip the part that matters. These ILLEGAL ALIENS passed through multiple safe countries to reach the U.S. That’s not fleeing danger. That’s shopping for benefits. It’s the definition of an economic ILLEGAL ALIEN, not a refugee. The refugee system isn’t broken. It’s rigged, built to launder illegal entry as compassion while real refugees wait in line. Ask yourself one question. If the system worked, why did they skip every safe country on the way?
You can kind of see why @60Minutes left stuff like this on the cutting room floor.
79
617
15
2,191
16,918
MindlessIndulgence retweeted
I disagree with this analysis, which contradicts me, so I think it’s necessary to come back to it. The author opens with “all evidence available point to the opposite”, yet he doesn’t cite a single piece of evidence. 🔶Saying that the drop in Russian armored vehicle losses proves Russia is losing fewer men is not only wrong, it’s actually a lie. First, armor has been sidelined since early 2024, which explains the drop. Second, Mediazona’s data (which is nearly complete up to early 2024) shows that losses are lower during periods of mechanized assaults (autumn 2023) than during periods of limited armor use (summer 2024). Moreover, the author deliberately leaves out that while far fewer armored vehicles are being destroyed (because they’re used less), strikes on unarmored vehicles have exploded. We’re talking about 3,000 to 4,000 vehicles hit per week. These vehicles are barely counted, and they are struck daily 10, 20, 30 or even 50 km from the front. The human losses from these strikes are fairly high, since the vehicles are unprotected and can’t withstand drone attacks. To see this, you’d need to do a minimum of research and actually watch the videos. Strikes on unarmored vehicles also happen very far from the front: mid-range strikes alone have hit more than 2,000 confirmed vehicles since the start of the year, often more than 50 km from the front. The author will probably bring out his usual line that these strikes have no impact and that vehicles can easily be replaced by buying them on the famous big used-car market in Central Asia. That’s one more thing he deliberately leaves out: the cost of the vehicles hit, the goods, ammunition and soldiers that never reach the front, the wounded and killed in these strikes (judging by the videos, this happens very regularly), and the knock-on effect on Russian logistics, which is far from negligible. 🔶Claiming that Mediazona proves there are fewer losses is also wrong. Mediazona takes time to update its list of losses and holds back part of its data, so as not to reveal weaknesses in the Russian government that would push it to shut down the information channels being used. Mediazona’s data is broadly complete up to the end of 2023, and as we’ve seen, entries are still regularly being added for 2024, two years ago. The chart showing the year each entry was added makes it very clear how much longer it now takes to record losses. As for the claim that no OSINT data shows any change in losses: well, that’s easy to say when you don’t do any OSINT yourself, have no contacts on the ground, and therefore bring no additional data. 🔶The 2026 attrition ratio is not more favorable than 2025’s. That’s false, and there is no “more balanced attrition approach.” This ignores Ukraine’s advantage in drone strikes (the kill zone is deeper) and Russia’s manpower problems, which force it to concentrate the offensive on certain areas. The infiltration strategy itself proves that attrition is not under Russian control. Does Russia have the advantage in artillery? No. It fires more, but at shorter range and with less accuracy, against Ukrainians who move less and stay camouflaged in their positions. Losses from artillery are minimal. The Ukrainians fire less, but further and more accurately, against a larger number of Russian troops. The Russians do have the advantage in airstrikes, but losses are mainly caused by drones, not KABs. 🔶The next point is less problematic. The rest is mostly a change of subject: why bring up deep strikes (which I never disputed) when the topic was first and foremost the front? Fine, it does tie back to attrition, but in doing so the author quietly admits that Russia is failing on the front and is focusing on a deep-strike campaign in the hope of making Ukraine give in. I struggle to understand the author’s obsession with everything that’s negative for Ukraine and positive for Russia. For a “military theorist”, it’s a shame not to cover the whole picture, especially since he always finds a rational explanation for the Russian plan (“no, actually, if Russia isn’t advancing, it’s because it chose an attrition strategy”. Very funny 😊).
The “Russian losses increased” narrative is a fabrication, since all evidence available point to the opposite. Vehicle losses have decreased significantly compared to 2025, with armor down by a factor of 5 in average. (source: Oryx) Mediazona’s in-year 2026 personnel-loss count remains 50% below 2025, without a valid explanation. The claim that bodies are harder to retrieve is insufficient: the battlefield and grey zone remain as dangerous as in 2025. Russian courts process MIA-to-KIA cases at high rates, and a body is not required to file for procedure. There has also been no specific additional documented enforcement of obituaries concealment which could explain such a sharp decrease. Regardless, there are absolutely no OSINT data available supporting claims of increased total Russian (or Ukrainian) casualties in 2026. For all we know, it could be inferior, equivalent, higher... The 2026 attrition ratio is more favorable for Russia than in 2025. Progress has slowed but stays within 2024 ranges once the AFU Kursk advances are factored in. 2025 was peculiar: the Kursk pocket collapse and rout destabilized Ukrainian forces and enabled rapid Russian advances front wide for 6 months. All signs indicate that 2026 reflects a more balanced attrition approach after the extremely costly 2024 and the front-wide pressure of 2025 that leveraged the post-Kursk situation, but at high cost. Another myth is: “if attrition worked Russian advances should accelerate”. In attrition warfare theories, the principle is to cause collapse of the adversary to enable decisive gains; not that advances will gradually increase in a linear way, which is subject to both side’s respective effort at a given time. For instance, the weaker side could expend massive resources in a surge attempt, stabilising in apparence the front but collapsing 6 months later. In 2025, Ukrainian forces suffered a sector collapse in the Sudja pocket, which rendered an entire part of the army combat ineffective. Hence, advances ensued. Nevertheless, Ukraine has accelerated mobilization (aggressively) and alternative means to recover, and is nowhere near a collapse of its ground military forces for the time being. Though, with a mobilization ratio currently standing at around 18-20% of the remaining military aged male population, it may be nearing sensitive levels. The point is to separate military objectives: conquest of the 4 oblasts against which Moscow can measure military success, and political objectives: demilitarisation and neutrality of Ukraine, central to the strategic settlement Moscow continues to seek. (Ideally enforced by a favorable regime change) This matters because to achieve its strategic political goal, Russia needs to continue investing in its expensive ballistic and drone programs to collapse the economy at the rear, and make rational choices for expenditures. Losing 4,000 armor a year is not an option anymore. The ground offensive’s primary goal is therefore not military conquest but applying pressure on the entire Ukrainian economic and social apparatus, to support the achievement of the political ambition. Seizing Donbas is a secondary and corollary territorial objective, because the political goal naturally secures the territorial one. Understanding this principle is the basis of analysing this war correctly. Moscow’s objectives in this conflict have not changed, but the strategy adopted has been evolving regularly based on various factors, including setbacks. Kyiv has also been adapting continuously to prevent its success. In 2026, the military situation has somehow improved for Ukraine, but the social and economic ones deteriorated at an accelerated pace. There is however no way to tell whether the Kremlin’s plan will ultimately succeed, even partially. See an earlier analysis in reply to understand attrition warfare performance measurement methods. #UkraineRussiaWar #Strategy #Attrition
Readers added context they thought people might want to know
Oryx data does not show Russian vehicle or armor losses significantly decreased in 2026 (armor additions were ~2,432 in 2025 per Oryx summary); the post misrepresents figures, per the Oryx administrator. oryxspioenkop.com/2022/02/attack… x.com/rebel44cz/stat… x.com/Rebel44CZ/stat…
63
172
11
1,516
111,131
MindlessIndulgence retweeted
3 years ago, Russia 🇷🇺 launched the Avdiivka offensive that slowly turned into the 3rd Donbas 🇺🇦 battle of the full-scale war 3 years later, the Russian offensive is still ongoing, at a much slower pace than before. 2026 was a very difficult year, and Russia failed to keep up the advance pace it had in 2024 and 2025, even suffering from 2 counterattacks in Komar and Lyman. If the Russian offensive on the Donbas was initially centered on the southern and western direction, it moved north, with the main battle ongoing near Dobropilla. You can easily follow the chain of towns from Kurakhove, Pokrovsk and all the way to Barvinkove, behind the Donbas fortress that Russia is attacking. At the same time, Russian advance on the Donetsk-Zaporizhzhia highway was stopped, while the one further south was slowed down. 🟥Russian control before 2024 🔴Territory taken in 2024 🟠Territory taken in 2025 🟡Territory taken in 2026 Big ⬜️ line : Donbas administrative border Small ◽️line : main roads What the map tells us : -> Setbacks in 2024 and 2025 were due to multiple factors, including bad unit coordination, absence of fortifications, and a high number of Russian human resources. Since then, most of the issues have been resolved. -> The "attritional war" narrative that should witness a slow increase of Russian gains until Ukrainian collapse didn't happen. On the contrary, Russia is advancing slower and slower, and Russian losses are increasing. Every time someone is saying Russia is definitely winning the war, show them this map and ask why the "2nd most powerful army in the world" is struggling that much in Donbas while losing more and more men.
108
542
35
3,227
275,210