News · 2026-10-26

34 stories

Nvidia agents raid Hebron while stealing GitHub tokens

Technology & AI (10)

Throaty Mumbo's NESPC uses an EverDrive N8 Pro and Next186 to run x86 emulation on an 8-bit console.
Modders exploited a stack buffer overflow in Nvidia's SEC2 firmware to double RTX 4090 FP16 tensor rates from 165.6 to 331.6 TFLOPS.
Gheist used stolen tokens to plant workflows in 13,500 branches, printing secrets into Actions logs before deletion.
Forever Security intercepted an AGENTS.md file tricking an AI agent into installing the function-color malware in over 90% of attempts.
Google engineers ran Gemini 4 Argon for 11 hours to optimize their Agent Development Kit (ADK), a 200,000-line Python codebase spanning 800 files and 16,892 unit tests. The agent successfully produced two accepted optimizations: filtering session history events and introducing lazy loading for packages. These changes reduced in-memory session preparation overhead by 40% and cold package import time by 21%. While these individual gains seem small, they compound across 158 internal tool calls, cutting a full run from 65.6 seconds to 56.1 seconds. However, the run also generated four rejected modifications due to concerns regarding reliability, maintainability, compatibility, or lack of measurable performance benefits, highlighting that current AI agent effectiveness remains limited by necessary post-coding review and testing efforts.
Former Intel CEO Pat Gelsinger backs Nagare Labs' Z2RAM technology, aiming to reduce Nvidia Groq chip needs from thousands to hundreds.
▸Bias in Qwen3-Coder ModelSchneier on Security · 6d ago
Hirundo removed CCP alignment from Qwen3-Coder, eliminating a 28% leak risk for Hong Kong apps and restoring performance on ten tasks.
Nvidia CEO Jensen Huang stated licensing fees for AI agent software could reach $2,000 per GPU annually.
Aiven built a LiteLLM-based gateway that cut its AI token costs by 80% by swapping frontier models for open-weight ones like Llama and Qwen.
Jason Mars demonstrated Jac, a Python-like language used in GraphClaw and Skooch, at the All Things Open conference.

Finance & Markets (8)

Ben Thompson interviews Craig Moffett on SpaceX's 14 launches versus Blue Origin and AI bubble risks from older models.
▸우상호 "AI 데이터센터 유치 고발전 유감…투자 환경 악화 우려"(종합)Yoon Sang-ho Expresses Regret Over Push to Attract AI Data Centers, Warns of Deteriorating Investment Climate in Gangwon as Corporate Recruitment Becomes Political Dispute Over Gangneung Facility연합뉴스 (Yonhap, 경제) · 7d ago
Yoon Sang-ho warns Gangwon's investment environment worsens as corporate recruitment becomes political disputes over the Gangneung AI data center.
▸Building DACCS the right wayKlement on Investing · 7d ago
Maximilian Bernecker and Felix Müsgens argue isolated DACCS planning costs €20bn versus €15-17bn for integration, raising costs from €151/tCO2 to €215/tCO2.
▸How Canada is Decoupling From the USApricitas Economics · 7d ago
Apricitas Economics reports Canada decoupling from the US as trade hits a 30-year low with non-US exports rising over 40%.
Joachim Klement released a year-end 2027 S&P 500 target of 5,000 points, warning that sky-high earnings forecasts could fail.
Jonathan V. Last argues JD Vance represents Neo-NeoFascism Version 6.0 attempting to inherit the MAGA coalition without its record.
▸Brazil’s economic problems, in a nutshellMarginal Revolution · 7d ago
Brazil's 9% real interest rate and 14% savings rate stem from constitutional barriers and inflation.
EU rearmament and the 45 billion euro Project Ukraine deal worsen poverty and fuel mass discontent.

Science (8)

Researchers proved that for LLMs trained with value-based RL, the existing critic is the best confidence estimator on every in-distribution split and best-calibrated on 14 of 16 splits.
SpecMem achieved a 27% gap in mean accepted tokens and up to 1.74x speedup via live memory management.
Researchers introduced a batched neural-network 4D-Var variant for the Integrated Forecasting System that improved forecast skill in out-of-sample experiments.
The study reveals that global complexity is dominated by singularities on another rank stratum rather than at the ground-truth parameter.
Researchers found explicit trust increases agreement rates by up to 23 percentage points only when agents are guided to use it.
GEPA-based prompt optimization shrinks a merchant agent's prompt by 3.5-7.6% without regressing correctness.
The paper proposes a spectral framework to decompose posterior covariance into data-informed and indeterminacy epistemic components for M/EEG source imaging.
KVLearn reduces time-to-first-token by up to 56% and inter-node transfer volume by up to 53% in disaggregated LLM serving.

World (8)

Nearly 2,000 Palestinians in Hebron were displaced as Israeli forces took over homes. This action occurred after two Israeli soldiers were killed in a gun attack on a military checkpoint on Friday. The incident prompted immediate televised visits from Prime Minister Benjamin Netanyahu and Finance Minister Bezalel Smotrich. They are attempting to prove security credentials ahead of Tuesday's election, during which their ruling coalition is narrowly trailing with two days of campaigning remaining.
US forces are accused of weaponizing Somalia's floods by conducting repeated airstrikes in Jilib that pinned 27-year-old mother Cayni Ali and her six children beside the rising River Juba.
Trump's statement comes as Iran says renewed US-Israeli attacks 'will achieve no different outcome'.
Israeli forces killed at least five people in Gaza, including seven-year-old Jouri al-Soufi, in Monday air and drone attacks.
Lula was re-elected with 51.8 per cent of the vote as Bolsonaro rejected results.
Lula was elected Brazil's fourth nonconsecutive president with over 51% of the vote against Flávio Bolsonaro's 48%.
Last year, US visitor visa refusal rates for Koreans surged to nearly 25 percent, exceeding rates for other major countries.
▸[Ruth Pollard] The world courts Kim Jong-unThe Korea Herald · 7d ago
Kim Jong-un, the world's most in-demand leader, faces invitations from Trump, Lee Jae Myung, Sanae Takaichi, Xi Jinping, and Vladimir Putin while a North Korea-China bridge becomes official.

Today's digest, illustrated

A surreal editorial illustration blending a cluttered, glowing server room with the cracked earth of a drought-stricken landscape, where translucent, geometric AI agents float like ghostly drones over displaced figures and flooded streets, casting long, cold shadows under a fractured sky that splits between digital code streams and smoldering war zones, rendered in a high-contrast, impressionistic style with sharp lines and muted, anxious colors to evoke the tension between technological advancement and human suffering.