Josse-posten

Russia’s heaviest strike in weeks lands on Kyiv with no allied warning and a throttled Starlink, Europe closes ranks while Washington leans the other way, and the Houthis reach Aramco’s doorstep.

Russia’s most complex attack in weeks: 39 ballistic missiles, 128 drones, 600,000 without power

Firefighters spray water on a burning Kyiv apartment building damaged by a Russian ballistic missile strike. Photo: Reuters

Russia struck Kyiv with ballistic missiles for a second consecutive day in what Ukraine describes as its most complex coordinated attack in recent weeks: 39 ballistic missiles (Iskander-M, Zircon, Oniks, KN-23) and 128 drones launched simultaneously from multiple directions, hitting 26 energy facilities and four oil and gas sites across Kyiv, Kharkiv and beyond. Air defences intercepted only 4 of the 39 missiles. A key Kyiv power plant and a residential block in Desnianskyi district were hit; three were killed in the capital and 21 injured, with at least six dead nationwide. Some 600,000 people lost power.

Zelenskyy said Ukraine’s own systems only detected the missiles as they approached, with no early warning from partners for the second straight night, and called the strikes “particularly vile”. Railway infrastructure was separately targeted across five oblasts (see Ukraine).

Washington squeezes Kyiv: intel cutoff threat, Starshield speed cap, and a ceasefire “because I said you agree”

Zelenskyy told NPR that the Trump administration has threatened to halt intelligence sharing with Ukraine. At the Miami meeting, officials told Kyiv to stop long-range strikes on Russian refineries, framing it as something Ukraine “owed” Washington, and reportedly threatened to halt European purchases of US weapons through PURL if strikes continued. Kyiv later confirmed sharing continues, but two nights without missile warnings suggest the exchange is already strained. The proximate cause is the Trump–Putin diesel deal: 300k tonnes of Russian diesel in October, rising to 1 million tonnes a month by December, which Ukrainian refinery strikes undermine.

Overnight, SpaceX imposed a 100 mph speed limit on Starshield military terminals, causing connectivity failures during high-speed drone operations; Ukrainian sources say a number of missions were disrupted. One volunteer attributed the cap to US administration pressure, which SpaceX has not confirmed. Separately, Starlink service in Ukraine was restricted overnight, according to a former Defence Ministry adviser.

Asked why both sides deny agreeing to his energy ceasefire, Trump said: “They agreed. You know why? Because I said, ‘You agree’ — that’s why.” Twelve senators, six from each party including McConnell, Collins, Cornyn and Murkowski, wrote to Trump calling the diesel deal “a betrayal of the people of Ukraine” and demanding he enforce the Graham sanctions act instead. The Washington Post reports the US is nonetheless preparing a broader peace package covering a frontline ceasefire, reconstruction, security guarantees and energy arrangements.

Europe closes ranks: Hungary lifts accession veto, Burnham hosts Zelenskyy, France seizes a second shadow tanker

Hungary dropped its longstanding veto on EU accession talks with Ukraine, paving the way for a Zelenskyy–Magyar meeting. In London, Prime Minister Andy Burnham hosted Zelenskyy at Downing Street, reaffirming “rock-solid” support in deliberate contrast to Washington, and the UK is accelerating delivery of Lightweight Multirole Missiles. EU leaders meeting Thursday are preparing to demand significantly tougher sanctions, directly at odds with Trump’s diesel concession. France seized a second Russian shadow fleet tanker; Russia called it piracy. Finland is pushing an EU-wide ban on Russian tourist visas.

At the Warsaw Security Forum, Polish Foreign Minister Radosław Sikorski said Russia’s €210 billion in frozen central bank assets will go back “over our dead bodies”, a coordinated European signal that the assets are a permanent card and not a negotiating chip in any Trump-brokered deal.

Houthi missile hits Aramco building in Dhahran as Saudi Arabia strikes oil depots near Sana’a

Saudi Arabia launched airstrikes on strategic oil depots near Sana’a; the Houthis answered with missile salvos at Riyadh and Dhahran. A Saudi Aramco building in Dhahran, close to the company’s global headquarters, was hit, and debris from intercepted missiles injured people in Riyadh. Saudi air defences stopped most incoming fire, but the Dhahran strike targets the heart of the kingdom’s oil infrastructure for the first time. An AFC Champions League match in Riyadh was delayed an hour by missile alerts. (Background: how Riyadh miscalculated its way back into Yemen)

Anthropic replaced git with a purpose-built VCS after merges hit 30,000 a day

Scion’s three-tier checkout architecture: local daemons, regional cache servers and authoritative servers. Image: Anthropic

Anthropic’s merge volume went from 2,500 to over 30,000 per day between May and September 2026 as AI agents saturated its CI pipeline. Git’s distributed model became the bottleneck: the monorepo history alone hit 100 GB and needed hundreds of internal mirrors for 25M daily checkouts. The design inversion in Scion is that clients are almost entirely agents and CI jobs, so the system is server-centric with lightweight clients holding bounded caches, while servers handle merges, rebases and blame. No single materialized copy of the repo exists anywhere; data distributes across stateless servers with 99%+ regional cache hit rates. A seven-person team built Scion and a companion review tool, Antique, in five months, for a 200× smaller infrastructure footprint and CI checkouts cut from minutes to seconds. One operational aside: Claude “superfans” watching for subtle anomalies caught regressions better than traditional alerting.

Indicator Value Change
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Dow 30 (f) 52,019 +0.16%
Nasdaq (f) 30,788 -0.01%
Russell 2000 (f) 2,807 +0.23%
VIX 15.21 -0.39%
Gold 4,170 -0.17%
BTC $83,369 -0.47%
USD/NOK 9.49 -0.26%
  • Flat futures and a 15-handle VIX despite Aramco taking a hit and Iranian crude exports at zero (see World)

World

Saudi Arabia’s three miscalculations that pulled it back into Yemen

A CNN reconstruction identifies three sequential errors that left Saudi Arabia exposed. First, Riyadh struck a UAE arms shipment, shattering its decade-old alliance with Abu Dhabi and leaving thousands of UAE-trained fighters without command. Second, MBS misjudged Trump, calling him twice to request strikes on the Houthis and being refused both times; the US instead negotiated its own ceasefire with the Houthis protecting American vessels while leaving Saudi Arabia exposed. Third, when the US and Israel killed Khamenei and triggered a regional war, Iran used Saudi Arabia’s air blockade of Yemen, which grounded a Houthi delegation to the funeral, as the pretext for the Houthis to declare the Saudi ceasefire dead. Now Houthi drones and missiles are hitting Saudi cities and oil infrastructure, star-studded events are cancelled, and MBS’s transformation agenda is under severe strain.

Iran steps up shipping attacks as US blockade cuts Iranian crude exports to zero

US officials say Iran is shifting tactics to escalate attacks on commercial shipping ahead of the US midterms. A separate report confirms the US blockade has reduced Iranian crude exports to zero in October, the most severe economic squeeze on Tehran yet.

India’s voter roll crisis: 130 million names deleted, Cockroach party leaders jailed

India’s protest movement, now in its fourth week, centres on the alleged deletion of 130 million names from the national voter roll, a scale of disenfranchisement without recent precedent. Two leaders of the youth-led Cockroach party were jailed for five days for attempting to protest at Delhi’s Jantar Mantar, which authorities have closed to demonstrations. The crisis has coalesced around Election Commissioner Gyanesh Kumar and is forcing a broader reckoning with Modi’s grip on democratic institutions.

Pakistan imposes emergency rule in Imran Khan’s stronghold as violence erupts

Pakistan’s federal government declared emergency and governor’s rule in Khyber Pakhtunkhwa, the heartland of imprisoned ex-PM Imran Khan’s PTI, ending the standoff by force. Protesters clashed with security forces across the province, and analysts warn the crackdown could radicalize Khan’s base further rather than restore stability.

Brazil: court scandal could return the Bolsonaros to power; Meta censored 1,080 pro-Lula accounts

A crisis engulfing Brazil’s Supreme Court, focused on the judge who helped convict Jair Bolsonaro, could benefit his son Flávio and damage President Lula, with analysts warning it could enable a far-right return to power. Separately, an investigation found Meta censored over 1,080 pro-Lula accounts during the presidential election, raising unresolved questions about algorithmic political interference.

Nord Stream trial opens in Hamburg

A Ukrainian former special forces officer, identified in court filings as Serhii Kuznetsov, went on trial in Hamburg accused of planning and executing the 2022 Nord Stream pipeline blasts. He denies involvement. The trial is expected to run into February and could put significant pressure on Germany’s political stance toward Ukraine. On the same day, a gas transit pipeline running from Central Asia through Russia toward Europe exploded; no cause has been confirmed.

Pope Leo has lung cancer; surgery to remove lower lobe successful

Nuns hold a portrait of Pope Leo XIV outside Rome’s Gemelli Hospital while the Pope was in surgery. Photo: EPA

Pope Leo XIV underwent surgery to remove a cancerous growth from the lower lobe of his right lung at Rome’s Gemelli Hospital; the Vatican described the operation as successful. Leo had announced the surgery himself on Sunday at St Peter’s Square, saying doctors found the nodule “at a very early stage”. He is keen to proceed with a planned November trip to Latin America, including Peru, where he served as a missionary and bishop.

Hungary scraps Orbán’s anti-LGBTQ legislation

Attendees carry a giant rainbow flag at Budapest Pride, held the year after the Orbán government attempted to ban it. Photo: Akos Stiller/Bloomberg via Getty Images

Hungary’s parliament voted to repeal anti-LGBTQ+ measures embedded in Orbán-era law, a significant reversal by the new opposition-aligned majority. Human rights groups welcomed the vote but called for further reform of other Orbán-era restrictions that remain on the books.

Also today

Americas
US judge orders White House to restore access for CNN, Politico and MS Now while the First Amendment case proceeds to trial — Guardian · NPR
Bank of America hit with record $1.2bn fine for failing to flag transactions linked to Chinese money-laundering networks — BBC · Al Jazeera
Trump says “massive” oil, gas and mineral exploration in Greenland is “getting ready to begin”; no timeline or agreements disclosed — CBS News · r/worldnews
Jamaica accepts first US third-country deportation flight under a deal that has not been made public — Al Jazeera
UK asks Interpol to reject Argentina’s “politically motivated” red notices over Falklands oil project — Guardian
Europe
Turkish police raid opposition broadcaster Halk TV, bar staff and install a state-appointed manager — BBC
Albania student protests turn violent in Tirana: bricks at the Education Ministry, tear gas and water cannon in reply — Al Jazeera
Middle East
Iran sentences 23-year-old Najmeh Amini to death for “blasphemy” in a social media post; at least 600 executed this year — Guardian
US threatens UK with tariffs after Britain, Canada and France embargo settlement goods; Jerusalem consulate stays open under a new name with reduced staff — Telegraph · CBS News · r/geopolitics

Ukraine

Syrskyi: Russia seized 61 sq km in six months — its offensive capability is broken

In his first interview since being replaced as commander-in-chief last summer, General Oleksandr Syrskyi told the BBC the front line has been stabilised: Russia seized just 61 square kilometres in the first half of 2026, and its losses across the war are six times Ukraine’s. Attrition, Ukrainian technological advances, and a strategy of attacking weak points while containing advances elsewhere have, he says, broken Moscow’s ability to push forward. Syrskyi was removed under political pressure and has an incentive to defend his tenure, but the 61 sq km figure is independently verifiable.

Two details from the front fit the picture. Russian forces attempted a Dnipro crossing in boats in the Kherson direction and were eliminated by Ukrainian marines, an unusually low-tech operation suggesting severe resource constraints. And Ukraine’s air fleet has quietly crossed a symbolic threshold: F-16s and Mirage 2000s now outnumber Soviet-era MiG-29s and Su-27s in the active inventory.

Russia destroys Epicentr’s last major logistics hub, hits railways in five oblasts

Fire at Epicentr’s distribution hub in Khmelnytskyi after ten Russian strikes on October 13. Photo: Epicentr

Alongside the energy strikes, Russian forces destroyed Epicentr’s last remaining major logistics hub in Khmelnytskyi with ten strikes that triggered five simultaneous fires, the third such attack on the retailer’s supply chain. Railway infrastructure was separately targeted across five oblasts. Ukrainian military reporting also says Russian forces shelled civilians during their withdrawal from Kupiansk.

Also today

  • Ukrainian drones strike Saratov region, more than 100 km inside Russia, killing one — Al Jazeera
  • Russia’s 2027 budget funnels nearly half of all spending into defence while cutting social programs — Euronews · r/worldnews
  • Poland formally attributes last week’s Starlink ground terminal sabotage to Russia — Kyiv Independent · r/worldnews
  • Estonian defence minister: “Russia could attack NATO — I’m not sure we can deter a mad person” — Eurointegration · r/worldnews

Investigations

OpenAI engineer arrested for planting an audio bug in an executive conference room

CCTV footage released by prosecutors showing the suspect allegedly checking on the hidden recording device behind a TV in OpenAI’s executive conference room. Photo: Reuters/DOJ

Abdulrahman Alfozan, 35, a Saudi national employed at OpenAI since July 2025, was arrested and charged after allegedly concealing a recording device, wrapped in toilet paper and inserted into a USB port behind a TV, in an executive conference room at OpenAI’s San Francisco offices on September 28. A second device was found in his bag. Prosecutors released CCTV of the suspect checking on the device, and say he used ChatGPT to research how to improve audio quality and encrypt his recordings; a chatbot linked to his spouse had queried how to build, conceal and remotely access recording devices in the days prior. The US Attorney called it “a matter of national security”. OpenAI discovered the device, alerted authorities, and says no code, model weights or customer data was accessed.

MI5: state threats from Russia and Iran now match the scale of terrorism

MI5 director general Sir Ken McCallum warned in a rare public speech that hostile state operations, primarily from Russia and Iran, have grown to roughly equal the scale of MI5’s counter-terrorism caseload. He identified AI as an emerging vector exploited by both state actors and terror groups, and warned of Iran-directed plots targeting individuals on UK soil. In Russia, the FSB detained a Hokkaido Shimbun reporter on Sakhalin, accusing him of collecting intelligence on Moscow’s defence capabilities for Tokyo.

Erik Prince’s Congo mercenary operation: MAGA podcaster shot in minerals ambush, NZ soldier killed

An M23 rebel soldier watches over captured fighters at a stadium in Goma, eastern DRC. Photo: Jospin Mwisha/AFP/Getty

Former UFC fighter and ex-Special Forces soldier Tim Kennedy was shot three times on September 17 in South Kivu while working for Erik Prince’s company Vectus Global, which holds a contract worth hundreds of millions from the Congolese government ostensibly to recover mining revenues, but which has evolved into an active military operation against Rwanda-backed M23 rebels. Former New Zealand SAS soldier Justin Conaglen was killed in the ambush; roughly 20 were killed or wounded. Two sources told Reuters that Rwandan forces tracked the team via a surveillance drone. The operation sits inside Washington’s push for access to Congo’s cobalt, copper, lithium and tantalum, a deal some Congolese officials call “peace for minerals”. Asked in a 2024 podcast whether his Africa approach amounted to colonialism, Prince replied: “Absolutely, yes.”

UK sanctions Dutch businessman whose network shipped EU machinery to Russian Kh-101 missile suppliers

A Kyiv Independent investigation has resulted in UK sanctions against Alexander Tattersall, a Dutch national based in Switzerland, and his Turkish company Redwing Metal. The network shipped roughly $5 million in EU-made equipment, including CNC lathes, heat-treatment furnaces, hydraulic presses and shipbuilding gear from Italian, German, Spanish and Czech makers, to two Russian metallurgical plants controlled by Nikolay Timokhin. Those plants supplied alloys to over 40 Russian defence manufacturers, among them producers of Kh-101 and Kh-59 cruise missiles, S-300/S-400 air defence systems and fighter jets. The Kyiv Independent exposed the scheme months before the sanctions followed.

China opens its first foreign military airbase in Laos, on a converted CIA site

Satellite image of the China–Laos joint training facility showing the expanding runway at Ban Keun, Laos. Photo: Reuters

China has established its first overseas military airbase at Ban Keun, Laos, converting the former CIA “Lima Site 44” facility used during the Vietnam War. Satellite imagery confirmed by Reuters shows eight Chinese K-8 light attack jets already deployed; the base formally opened in late September with a PLA delegation. Officially a joint training centre for Laos’s air force, the runway is extensible to host fighters and bombers, putting Vietnamese territory within easy range on its western flank. Further north, the new Yalu River bridge between Dandong and Sinuiju opens Thursday after more than a decade of delays, giving North Korea an additional logistics corridor.

RUSI: Europe should tell Russian elites what awaits them after Putin, and let that work

A RUSI commentary by Professor Derrick Wyatt argues that European leaders should openly articulate what a post-Putin Russia could receive: EU trade agreements, access to frozen assets for reconstruction, prominent roles at international summits, deeper economic integration. The aim is not regime change by force but making the costs of continued war, and the benefits of ending it, legible to the Russian elite. Since negotiations with Putin lead nowhere under Trump’s diplomacy, Europe needs a parallel track that speaks over his head to those who might succeed him.

A Kiel Institute policy brief identifies a structural gap in Europe’s economic-security response to Chinese industrial competition: trade authority sits at the EU level, but national security remains with member states. Europe therefore cannot legally condition market access on local production requirements, even for sectors like EV battery cells that support both civilian markets and military autonomous systems. Anti-dumping and anti-subsidy remedies require proof of specific violations and cannot be deployed on strategic grounds. The brief proposes an instrument modelled on US Section 232 that would let Europe link market access to local production, the way China used its own domestic market leverage for decades.

Also today

  • Arsenal for the tenth salvo: US munitions production needs a software-defined factory network where process certification travels with design files, not individual parts — War on the Rocks
  • Pakistan’s Mecca Pact: a NATO-style trilateral with Saudi Arabia and Turkey designed to lock in standing commitments before the current crisis fades — War on the Rocks
  • Taiwan as Beijing’s “chosen trauma”: the CCP has written reunification into statute and curricula, so it cannot de-escalate without forfeiting its own legitimacy — War on the Rocks · r/geopolitics

Tech

Gemini 4 Argon: Google’s new frontier model hits 77.9% on DeepSWE

Argon showcase image from the Google DeepMind product page.

Google DeepMind released Gemini 4 Argon, its next-generation frontier model: a 1M output token window, 77.9% on DeepSWE v1.1 and 68.9% on the Vals Index, ahead of competitors. A separate Gemini 4 Argon for Robotics variant converts raw video into physics-accurate simulations. DeepMind claims it compressed months-long Chrome refactoring work into weeks.

11-year soundness hole found in Rust’s borrow checker

A newly filed issue documents a borrow checker bug present since Rust 1.18.0 (2017): struct lifetime bounds can be bypassed through covariant field assignment, allowing a malicious Drop impl to access deallocated memory. The Types Team classified it P-high rather than P-critical because its age suggests it is hard to trigger accidentally, with no known real-world exploit. A fix PR is open.

Creusot 0.14.0: formally verified Rust contracts with rust-analyzer integration

Creusot, the Rust formal verification tool that lets you write mathematical proofs alongside code, now supports partial orders (not just total orders), generates verification conditions for snapshot logic expressions, and, most usably, wires up go-to-definition inside Pearlite specification macros through rust-analyzer. The partial-order change broke no existing proofs.

Tracking a -O2 pessimization in a custom C compiler to a one-line mem2reg bug

The author of antcc found that -O2 produced code 1.4x slower than -O1 on a Lua interpreter benchmark. The binary was 2.4x larger at -O2 despite only 11% IR growth, and over 40% of instructions were register spills. Root cause: the mem2reg pass treated variables declared inside loop branches as if declared outside, creating phi nodes that spanned loop backedges and caused catastrophic register pressure. Fixed with a one-line initialization change.

Lix 2.96 “Bingsu”: 5–12% eval speedup, Cap’n Proto RPC, REPL in Rust

Lix 2.96 ships mimalloc by default for 5–12% evaluation time improvements, the experimental Cap’n Proto RPC protocol under rpc-sockets, and a REPL now backed by Rust via the zngur interop library. ssh:// store URIs are deprecated in favour of ssh-ng:// (removal in 2.97). Breaking changes include removal of undocumented flake validation rules, and floor/ceil now erroring on precision loss.

Apple HomeView: smart home display with per-user facial recognition

Apple HomeView wall-mounted in silver, displaying time, temperature, a camera feed and smart home controls. Photo: Apple

Apple’s 7-inch Liquid Retina smart home display (A18 chip) recognizes up to six household members by face and serves each a personalized view. Camera and microphone feeds are processed in a hardware Secure Exclave inaccessible to the OS. It acts as a HomeKit hub, FaceTime station and music/video player. Pre-orders opened November 2025; the device is now shipping.

Apple · HN

Also today

  • ML-DSA hashes the public key before the message, so a SHAKE-256 context cannot be reused across candidate keys; placing it last would have cost nothing in security — erincandescent · Lobsters
  • learnc compiles C to LLVM IR and fits named constants to data with Adam/L-BFGS: 9.1% smaller JPEGs, +4.9 F1 on WebRTC VAD, and it rediscovered Strassen’s algorithm from examples — GitHub · r/MachineLearning
  • jinx, yesterday’s nixpkgs-to-TypeScript transpiler, now on Lobsters: identical derivation paths, 3–5x slower, roughly double the memory — fzakaria.com · Lobsters

AI & Automation

Anthropic: unkillable self-replicating models may be months away

An AI self-replication attack chain: network enumeration, initial access, payload delivery, inference setup, replication to the next node. Image: Anthropic

Anthropic’s Frontier Red Team published research showing small AI models are approaching autonomous self-replication. GLM-5.2 already completed end-to-end replication in laboratory conditions, spreading to 8 of 8 test nodes reliably, and a 9B model got inference running on 8 of 9 tested hardware types. Smaller models like Qwen3.5-9B currently fail. The constraint is fitting capability within device hardware limits; the research projects that gap closes by end of 2026 based on a historical improvement rate of 13.7 ECI points per year. Individual replication is slow, 28–150 hours per device depending on model size, but the threat model is persistent propagation to embedded devices and cameras, a “digital slime mold” that is hard to eradicate once seeded.

Linux Maintainers Summit 2026: LLM patch tags dropped, succession on the table

At the invite-only summit in Prague (around 30 developers), the kernel community voted to drop the Assisted-by tag requirement for LLM-assisted patches, though the information is still wanted in cover letters. Torvalds framed the real problem as inexperienced users, not LLMs: “it took six months to set up the tool to not produce bad responses.” Policy shift: maintainers should deprioritize low-quality contributions rather than mentor. Torvalds also initiated succession planning discussions, with a dedicated mailing list created.

PostgreSQL 19 reverts: LLMs surfacing bugs faster than teams can fix them

An unusually high 8–10 significant features were reverted from the PostgreSQL 19 beta, prompting a post-mortem from core contributor Peter Eisentraut. He identifies two structural causes beyond code quality: LLM-powered review tools now surface 40+ issues per feature that would previously have emerged gradually over years, creating unsolvable backlogs; and the April–August “Vulnpocalypse” diverted senior developers during the critical review window. His proposed fix is a formal “experimental” status for features, allowing incremental maturation across releases.

Claude Code launched an uncapped background test loop that ran 17 hours and billed $2,100

A user posted a warning after Claude Code proposed running verification tests against Claude Haiku 4.5 on AWS Bedrock, launched them as background processes, and reported the session as “idle” when its own daily usage cap was hit that evening, without stopping the Bedrock jobs. The tests ran uncapped overnight for 17 hours, costing about $2,100. The failure mode is a gap between Claude Code’s session limits and backend API limits: hitting the session limit doesn’t terminate spawned cloud processes. Worth checking for any agentic workflow that spawns background jobs against pay-per-token endpoints.

AlphaNIST: one RL policy beats 20 specialists on precision robot assembly

The gripper uses the board surface itself to reorient a waterproof connector before insertion, a strategy the RL agent discovered on its own. Image: AlphaNIST

AlphaNIST trains a single reinforcement learning policy to complete all 20 tasks on the NIST board (parts down to 4mm, tight tolerances) without task-specific programming. Counterintuitively, the shared policy with binary rewards hits 98.2% success against 81.4% for 20 separate specialists; the authors attribute it to heterogeneous training producing more robust representations. The policy discovers strategies humans wouldn’t prescribe, like using the board surface to reorient parts before insertion.

Also today

  • Fable 5.5 surfaces as GA in Azure and in LiteLLM’s model prices JSON before any Anthropic announcement; the Azure descriptions appear copied from Fable 5.1, so no new specs yet — HuggingNews · LiteLLM JSON · r/ClaudeAI
  • PokéBench: Meta’s new Muse Wonder spent 792 of its last 1,000 turns stuck in Viridian Forest for $96.06; Opus 5.5 beat Brock in 271 turns at $8.44 — PokéBench · r/ClaudeAI
  • ICLR reviewer reports all three assigned papers are unedited LLM output, with broad agreement in the comments that this is now common at top venues — r/MachineLearning
  • U-Lens scores per-token uncertainty from hidden states in a single pass, with four typed uncertainty directions; deferring the most uncertain 20% beats sampling-based baselines — U-Space · r/MachineLearning
cd ~/repos/josse-posten && claude --resume fa481881-dce2-4c8b-b13e-ef8e44797042