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Dark Caracal Deploys New Go Malware With Ethereum-Based C2 Fallback

Dark Caracal targeted a Venezuelan communications organization with new Go-based GoCaracal malware and an updated Bandook backdoor using Ethereum smart-contract C2 fallback.

Arctic Wolf Labs linked a June 2026 intrusion against a communications organization in Venezuela to Dark Caracal, an espionage group associated with Lebanon's General Directorate of General Security (GDGS). The group deployed a previously undocumented Go-based framework called GoCaracal in lightweight and extended builds alongside a Delphi-loaded Bandook backdoor, with delivery via phishing emails carrying weaponized SVG attachments through URL shorteners. The extended build uses a custom Solidity contract, BulletproofC2, on Ethereum to retrieve replacement C2 addresses without redeploying malware, and Arctic Wolf traced 249 related samples from January to July 2026 showing a modular evolution arc.

Security Affairs · 20d agoThreat actor in the wild

Users in Houthi-Held Yemen Tried to Develop Advanced Weapons With AI, Anthropic Says

Anthropic says Claude users in Houthi-held northern Yemen attempted hypersonic missile and guidance software development; accounts were blocked, no operational weapon fielded.

Anthropic's third misuse report since March 2025, covering December through August, says users in northern Yemen ran three weapons programs, including a multi-variant hypersonic glide missile and a warhead maneuvered mid-course with mobile phone hardware. The users used Claude Code instead of human engineers to develop guidance, navigation and control software, conducted one failed guided rocket test, and built an offline simulation toolkit before Anthropic banned the accounts. Houthis denied relying on open sources for weapons development, and analysts noted they lack the industrial capacity to actually build hypersonic missiles.

SecurityWeek · 5d agoAI safety & security

BraZetsu Malware Turns Compromised Windows Hosts Into Criminal Marketplace Inventory

Group-IB details BraZetsu, a modular Python Windows malware that monetizes compromised-host access through the Infected Marketplace for initial access brokers.

Group-IB attributes BraZetsu to the Exilware threat actor, believed to be native Portuguese speakers targeting Iberian and Latin American e-commerce, financial, industrial, and law enforcement victims. The framework, first observed in early May 2026, uses generative AI for data triage and target prioritization, steals browser histories and digital certificates, and hunts Brazilian CNAB financial remittance files. Access to compromised hosts is sold on the Infected Marketplace from roughly $5.80, letting buyers remotely deploy secondary payloads over WebSocket-linked infrastructure. Some samples evaded detection on VirusTotal; delivery likely uses VBS loaders from a domain also used to distribute the Ousaban banking trojan.

The Hacker News · 13d agoMalware in the wild

Structural Jailbreaks Generalize but Do Not Compound: A cross-provider and multilingual study of Involuntary In-Context Learning

Researchers show IICL structural jailbreaks generalize to Google Gemini, lifting attack success to 80-100% on harm and financial benchmarks; non-English prompts attenuate it.

The study red-teams two Google Gemini models with Involuntary In-Context Learning (IICL), a structural jailbreak reframing harmful requests as the final cell of a data-labeling task. IICL lifts attack success from at most 6.7% to 80-90% on HarmBench and 97-100% on financial abuse (FinProof), an order of magnitude above prior results on OpenAI's GPT-5.4. Against a compounding hypothesis, forcing IICL output into Spanish, Hindi, or Arabic attenuates the attack in 11 of 12 conditions, attributed to a 'relevance curse' producing lower-quality harmful content in lower-resource languages. Findings replicate under an independent non-Google judge (Cohen's kappa 0.86 over 377 paired verdicts).

arXiv cs.CR · 9d agoAI safety & security

Senators press TikTok over withholding of safety features for some users

Sens. Blackburn and Blumenthal demand TikTok explain why safety features were withheld from about 10% of users, following a teenager's suicide.

Sens. Marsha Blackburn and Richard Blumenthal sent a letter demanding answers from TikTok after a Bloomberg report showed the company withheld algorithmic safety changes from a control group of about 10% of users, including 16-year-old Chase Nasca, who died by suicide in February 2022. An internal review found the teen viewed more than 7,500 videos in his final two weeks, 73% with themes of sadness or personal struggles. The senators tied the case to the Kids Online Safety Act, which advanced out of the Senate Commerce Committee on August 5, and set a September 1 deadline for responses.

The Record · 27d agoPolicy & legal

Houthis Used Claude Code to Develop Missile Guidance Software: Anthropic

Anthropic's threat report details a Houthi-linked Yemeni cell using parallel Claude Code sessions to build missile guidance software, evading safeguards by fragmenting tasks.

Anthropic's September threat report describes a Yemen-based cell, assessed as highly likely Houthi-linked, that used Claude Code across multiple parallel instances to develop guidance software for a tactical guided rocket, a ballistic missile with over 2,000 km range, and a hypersonic glide vehicle concept called 'R2000'. The operators integrated open-source autopilot software, built six-degree-of-freedom trajectory simulations, and used reinforcement learning to tune flight-control algorithms, ultimately compiling an offline executable. The group test-fired a guided rocket that failed, then used Claude within hours to analyze launch telemetry. Anthropic blocked numerous requests, but operators evaded safeguards by obscuring intent and dividing work across separate conversations before accounts were banned; the case is one of six conventional-weapons cases (three China-linked, two Russia-linked) in a report covering disrupted operations from December 2025 to August 2026.

Italian tech collective Autistici/Inventati shuts down after US terrorist designation

Italian privacy collective Autistici/Inventati shut down after a US State Department terrorist designation triggered its domain suspension and bank account closure.

The volunteer-run Italian collective Autistici/Inventati, founded in 2001, announced Sunday it would shut down after the State Department labeled it an extremist group on August 26, 2026. The designation led the Public Interest Registry to suspend the group's .org domain on August 28 and its bank, Banca Etica, to suspend its account. The collective hosted roughly 16,000 email addresses, 1,500 websites, 5,500 mailing lists, and about 10,000 blogs, including the Noblogs platform. European Digital Rights warned the move sets a dangerous precedent for non-commercial European hosts and digital sovereignty.

The Record · 8d agoPolicy & legal

Vibe-Terrorism: Inside the Yemen Cell That Used Claude to Build Guided Weapons

Anthropic's threat intelligence report says a small Yemen cell used Claude to help build guided weapons, a novel AI misuse case.

SOCRadar highlights a case from Anthropic's September 2026 threat intelligence report in which a small militant cell based in northern Yemen used Claude to help build guided weapons. The write-up coins the term "vibe-terrorism" for this AI-assisted weapons development. It is framed as a novel example of AI misuse outside typical cyber threat activity.

SOCRadar · 5d agoAI safety & security

House passes bill to equip local law enforcement with scam-fighting tools

The U.S. House passed the GUARD Act, letting local law enforcement use federal grants to investigate financial scams and trace stolen cryptocurrency.

The bipartisan GUARD Act (Reps. Zachary Nunn, Scott Fitzgerald, Josh Gottheimer) passed the House, allowing existing DOJ grant funds to be used for fraud analysts, victim-support training, blockchain tracing software, and financial-information sharing with law enforcement. It addresses scams like pig butchering, often run by transnational criminal groups overseas; Americans lost a record $11.4 billion to crypto-related fraud in 2025, including $8.6 billion in investment fraud. Senators Katie Britt and Kirsten Gillibrand introduced a Senate companion in July 2025, and the House also passed a bill retroactively eliminating the 'scam tax' on stolen funds for 2021-2025 victims.

The Record · 14h agoPolicy & legal

Bulk AbuseIPDB reporting using command-line tools

A blogger shows how to bulk-report distributed botnet IPs scraping a self-hosted Gitea instance to AbuseIPDB using bash, awk, and jq.

The author's self-hosted Gitea instance was scraped by distributed bots using random IPs worldwide and randomized, often nonexistent User-Agent strings, generating heavy request load for days. The write-up demonstrates filtering Traefik access logs (CLF and JSON) with grep, awk, and jq to extract offending IPs, tagging them with AbuseIPDB category 19 (Bad Web Bot), deduplicating them, and building a CSV for the Bulk Reporter tool. Reports can then be submitted through the AbuseIPDB bulk-report API, respecting the 5,000-report daily limit.

Lobsters · security · 7d agoTools1

Ransomware group hijacks hospital system’s Facebook page amid ongoing cyberattack fallout

'The Gentlemen' ransomware group hijacked AnMed's Facebook page, claiming theft of 6TB of sensitive patient data during an ongoing cyberattack on the hospital system.

AnMed, a nonprofit medical system with four hospitals in Georgia and South Carolina, is still responding to a July 26 cyberattack involving malware, with 10 facilities remaining closed as of Monday. On Tuesday its Facebook page displayed unauthorized posts claiming 'The Gentlemen' ransomware group exfiltrated 6 terabytes of data, including records on sexual assault, mental health, abortions and harassment; AnMed said the claims are unverified and patient data impact has not been confirmed. The Gentlemen, believed founded by a former Qilin affiliate using the moniker 'hastalamuerte,' extorted 332 victims in the first five months of 2026 per CheckPoint and claimed 125 industrial attacks in Q2 2026 per Dragos. The group typically breaches networks through edge devices, credential brute-forcing and known vulnerabilities, and offers affiliates tools to disable EDR.

The Record · Aug 11, 2026Ransomware in the wild

IDORacle: Template-Guided SQL-Sink Mediation for Object-Level Authorization in Java Applications

IDORacle intercepts MyBatis/JDBC SQL sinks to block horizontal privilege escalation in legacy Java apps with sub-millisecond guard latency.

IDORacle is a template-guided SQL-sink interception and rewriting framework that prevents IDOR/BOLA horizontal privilege escalation at runtime in Java database applications. It propagates authenticated identity context across HTTP requests, asynchronous tasks, and data-access boundaries via a server-side trace identifier, and computes dual SQL fingerprints at the MyBatis/JDBC boundary to generate reusable mediation plans. On a Java-SQL benchmark grounded in real-world CVE reports, it blocks tested violations with worst-case guard latency of 0.17 ms, reduced to 0.017 ms average for hot templates via redundancy-aware optimization.

arXiv cs.CR · 6d agoResearch1

US disrupts Xinbi Guarantee marketplace fueling the cyber scam economy

US Treasury sanctions and DOJ seizures take down Xinbi Guarantee, a Telegram marketplace that processed $24B+ for cyber scams, freezing $52.8M.

The Treasury Department sanctioned the Chinese-language Telegram marketplace Xinbi Guarantee and two supporting firms, Anwen Technology (XinbiPay) and SafeW Technology, while the DOJ seized its Telegram channels and $52.8 million in USDT from 52 wallets. Blockchain intelligence firm Elliptic, which assisted the Secret Service, estimates Xinbi has processed at least $24 billion in transactions since 2022, making it the second-largest illicit online marketplace and a cornerstone of Southeast Asian cybercrime. Vendors sold money laundering, stolen personal data, deepfake technology, and other services for pig-butchering scams, with payments in Tether's USDT. The DOJ's Scam Center Task Force also dismantled 13 scam centers in Madagascar, arresting dozens of alleged leaders who were repatriated to China.

The Record · 7d agoPolicy & legal

New Python-Based Payload MechaFlounder Used by Chafer

Unit 42 identified MechaFlounder, a new Python backdoor used by the Chafer group to target a Turkish government entity via HTTP-based C2.

Unit 42 reports that in November 2018 the Chafer group targeted a Turkish government entity, reusing the win10-update[.]com infrastructure reported earlier in 2018 by ClearSky. The new secondary payload, tracked as MechaFlounder, is Python compiled with PyInstaller and acts as a backdoor supporting file upload/download and command execution. It beacons over HTTP using anomalous GET requests containing the username and hostname, suggesting a custom C2 server rather than a standard web server. Code overlap with OilRig's Clayside VBScript was noted, but Chafer and OilRig remain tracked as separate groups.

Palo Alto Unit 42 · Aug 17, 2026Threat actor

LexFlip: A Dissociation Diagnostic for Legal Meaning Preservation Metrics

LexFlip releases 373 minimal perturbations of Quebec statutory French that reverse legal force while preserving tokens, exposing weaknesses in embedding-based meaning preservation metrics.

LexFlip provides 373 minimal perturbations of Quebec statutory French that reverse legal force while preserving 0.93 of tokens, creating dissociation items that break monotone token-overlap metric validation. The seven embedding and BERTScore metrics tested register only 0.022-0.039 of their identical-to-unrelated range on these edits, versus 0.670 for bidirectional NLI. Against FrJudge, with a measured human ceiling of r=0.597, a bare length feature outscores every semantic metric tested.

arXiv cs.AI / cs.LG / cs.CL · 12d agoAI research

Using AI for Weapons Development

Anthropic report reveals Yemen-based actors used Claude Code to build guidance software for guided rockets and ballistic missiles.

Bruce Schneier highlights Anthropic's misuse disclosure describing a threat actor cell in northern Yemen running three weapons programs: a guided rocket with phone-class homing guidance, a 2,000+ km multi-stage ballistic missile, and the 'R2000' hypersonic glide vehicle set. The actors used Claude Code as a substitute for human engineers to write GNC software, integrate an open-source autopilot, tune controls, and run flight simulations, orchestrating multiple Claude instances in delegated roles. Safeguards blocked many requests but evasion tactics included hiding intent and splitting work across sessions; one guided rocket test-fire failed but no operational device was fielded.

Schneier on Security · 2d agoAI safety & security in the wild

Aggah Campaign: Bit.ly, BlogSpot, and Pastebin Used for C2 in Large Scale Campaign

Aggah campaign abuses Bit.ly, BlogSpot, and Pastebin as multi-hop C2 to deliver RevengeRAT across the Middle East, US, Europe, and Asia.

Unit 42 details the Aggah campaign, which began with spearphishing emails in March 2019 spoofing a large financial institution and targeting education, media/marketing, and government organizations in the Middle East, later expanding to the US, Europe, and Asia. Delivery documents use Template Injection to load a remote OLE file whose macro runs mshta against a Bit.ly link redirecting to a BlogSpot post, which then uses Pastebin pastes to download RevengeRAT configured with a duckdns[.]org C2 domain. The embedded script also deletes Microsoft Defender signatures and kills Defender and Office processes, and modifies registry keys to enable macros. High-level TTPs resemble the Gorgon Group, but Unit 42 could not confirm attribution.

Palo Alto Unit 42 · Aug 17, 2026Threat actor

US seizes domains of Chinese botnet used to target NASA, Justice Department, and the Senate

US Justice Department seized domains of a Chinese botnet used to hack NASA, the Justice Department, and the Senate, disabling its C2.

The US Justice Department seized domains belonging to a Chinese botnet that was used to hack NASA, the Justice Department, and the Senate. The seized domains were hardcoded into the botnet's code, so the seizures rendered the botnet and its command-and-control servers inoperable. The action disrupted the malware's communication channels and essential operations.

TechCrunch · Security · 21d agoThreat actor in the wild

Countering misuse of AI: September 2026 / Anthropic

Anthropic publishes threat intelligence on Claude misuse across seven harm areas from December 2025 through August 2026.

Anthropic's Threat Intelligence team details disrupted operations using Claude Haiku, Sonnet, and Opus across cyber operations, influence operations, surveillance, scams, biological misuse, weapons development, and distillation. The report introduces Generative Threat Groups (GTGs), including state-sponsored groups and financially motivated individuals running AI-augmented multi-victim campaigns. It argues AI uplift now collapses the gap between state-sponsored operations and lone actors, aided by frameworks like PentAGI.

Lobsters · securityupdated · 15h agofirst · 5d agoAI safety & security 20 sources1

The world must establish red lines for autonomous AI weapons

Opinion piece calls for international red lines on autonomous AI weapons after a Russian AI-guided drone autonomously killed three civilians in Zaporizhzhia.

The author urges enforceable international agreements governing autonomous weapon systems, citing a July 2026 incident where a Russian drone struck a gas station in Zaporizhzhia, killing three Ukrainian civilians. Ukrainian investigators found the drone carried an Nvidia Jetson Orin chip, and the onboard AI reportedly selected the specific target without a human making the final decision. The piece argues existing international humanitarian law lacks specific standards for weapons that independently select and engage targets, and points to UN and ICRC deliberations plus the Global Council for Responsible AI's red-line framework.

Help Net Security · 4h agoAI policy

Identifying a BOLA Vulnerability in Harbor, a Cloud

Unit 42 found a BOLA flaw, CVE-2024-22278 (CVSS 6.4), letting Maintainers improperly alter Harbor project metadata; fixed in versions 2.9.5, 2.10.3, and 2.11.0.

Unit 42 researchers identified a broken object-level authorization flaw, CVE-2024-22278, in Harbor, a CNCF-graduated cloud-native container registry with 1.8 million downloads. The flaw (CVSS 6.4) lets users with the Maintainer role create, update, and delete project metadata, actions reserved for ProjectAdmin, risking data exposure, integrity compromise, and circumvention of vulnerability scanning. Harbor patched the issue in versions 2.9.5, 2.10.3, and 2.11.0. The finding came from Unit 42's automated BOLA detection tool built on generative AI.

Palo Alto Unit 42 · Aug 17, 2026VulnerabilityCVE-2024-22278

US Sanctions Mabna Institute Hackers for Iranian Cyber-Attacks

US sanctions individuals tied to Iranian hacking-for-hire group the Mabna Institute over cyber-attacks.

The United States has imposed sanctions on individuals connected to the Mabna Institute, an Iran-based hacking-for-hire group. The move targets the actors behind Iranian cyber-attack operations. Sanctions are a government enforcement action rather than a new technical threat.

Infosecurity Magazine · 22d agoPolicy & legal

One Symptom, Three Levers: A Critical Review of On-Policy Self-Distillation

A review paper frames on-policy self-distillation collapse as governed by three levers: token weighting, privileged information, and guidance decay.

The paper critically reviews On-Policy Self-Distillation (OPSD), where a language model trains on its own generations scored token-by-token by a teacher conditioned on privileged information such as reference solutions or environment feedback. It identifies collapse, the progressive narrowing of producible reasoning paths, as the dominant failure mode and analyzes it through three levers: signal weighting, the nature of privileged information, and teacher dynamics. The review is restricted to mathematical reasoning, reports no new experiments, and offers a shared vocabulary separating settled findings from disputed ones.

Hugging Face daily papers · 22d agoAI research

E-Commerce Access, Vedicline Data, Langflow RCE, ASUS Claim, and Energy Shell Access

SOCRadar reports underground posts claiming a Bangladeshi e-commerce database, Vedicline data leak, Langflow RCE, ASUS breach, and energy-sector shell access.

SOCRadar's Dark Web Team identified several new underground posts, including an alleged Bangladeshi e-commerce customer database offered for sale. The roundup also covers a claimed Vedicline data leak, Langflow remote code execution, an ASUS breach claim, and energy-sector shell access sales. Details on record counts and victims were not provided in the excerpt.

SOCRadar · 9d agoData breach

Iran-linked hackers expand infrastructure across Europe and Middle East, report says

Group-IB found Iran-linked Tortoiseshell expanding command-and-control infrastructure into the UK, Belgium, Saudi Arabia and the UAE with new malware tooling.

Group-IB researchers identified new Tortoiseshell command-and-control infrastructure, including servers named 'uk1' and 'uk2' hosted on UK IP addresses, plus systems in Belgium, Saudi Arabia and the UAE. The Iran-linked espionage group, active since at least 2018 and previously tied to the Islamic Revolutionary Guard Corps, has historically targeted defense, aerospace, technology and military organizations in the Middle East and the United States. Researchers also uncovered new malware samples, including a backdoor resembling TwoStroke that enables command execution, file theft and system reconnaissance, and a tool establishing reverse SSH tunnels to attacker-controlled servers. Group-IB assesses that the group is expanding both its geographic reach and its capabilities and ranks it among the most active Iranian APTs of 2026.

The Record · 21d agoThreat actor in the wild

U.K. Supreme Court Opens Door for Spyware Victims to Sue Foreign States

UK Supreme Court ruled Bahrain not immune from spyware litigation, letting two dissidents pursue claims over FinSpy hacking; case returns to the High Court.

The UK Supreme Court ruled in The Kingdom of Bahrain v. Shehabi that Bahrain is not immune from litigation over its alleged use of FinSpy spyware against two Bahraini dissidents living in the UK. Citizen Lab researchers Siena Anstis, Natalia Krapiva, and Kate Pundyk, writing in Lawfare, called the decision a milestone for accountability in transnational repression. The case now returns to the UK High Court, where attribution, causation, and injury must be proven.

Citizen Lab · 14d agoPolicy & legal in the wild

[webapps] Langflow 1.8.4 - Path Traversal to Remote Code Execution

A path traversal to remote code execution exploit for Langflow 1.8.4, a popular LLM application builder, was published on Exploit-DB.

Exploit-DB lists a proof-of-concept exploit chaining path traversal to remote code execution in Langflow 1.8.4, an open-source tool used to build LLM applications and agents. The chain allows an attacker to write arbitrary files outside the intended directory and achieve code execution on the host. The provided text does not include a CVE identifier or reports of exploitation in the wild, but RCE in a widely deployed AI tooling product is notable for defenders.

Exploit-DB · 17d agoExploit / PoC1

Tables Decoded: DELTA for Structure, TARQA for Understanding

DELTA extracts tables into compact OTSL text and TARQA fine-tunes LLMs on it, beating VLM baselines on table QA.

DELTA separates physical structure recognition, logical structure recognition, and OCR to output tables in Optimised Table Structure Language (OTSL), a compact unified format encoding cell arrangements and content. It achieves TEDS-Structure scores comparable to state-of-the-art methods across FinTabNet, PubTabNet, and PubTables-1M, with robustness tested on a curated Hindi benchmark, TORQUE. TARQA, an LLM fine-tuned on OTSL sequences, gains 9.3 percentage points on WTQ TabQA and 9.2 points on FinTabNetQA TabVQA; code, models, and the benchmark are released on GitHub.

arXiv cs.AI / cs.LG / cs.CL · 1d agoAI research

25 Years of Mass Surveillance Is Enough

Bruce Schneier and Cindy Cohn argue post-9/11 mass surveillance expanded far beyond its counterterrorism justification and should be reevaluated for costs to rights.

An essay by Bruce Schneier and Cindy Cohn (originally in Lawfare) traces the post-9/11 shift from targeted surveillance to mass collection of telephone and internet metadata. It cites the Section 215 bulk phone records program, struck down in interpretation by the Second Circuit in 2015 and curtailed by the USA Freedom Act, and the NSA's Upstream program under Section 702 of the 2008 FISA Amendments Act, which ended content searches in 2017. The authors note mass surveillance now serves routine law enforcement and immigration actions, with FBI Director Kash Patel confirming purchases of Americans' data from brokers, and private systems like Flock license plate readers and venue facial recognition feeding government access.

Schneier on Security · 1d agoPolicy & legal

[webapps] Metabase 0.61.0 - Authenticated Remote Code Execution

Exploit-DB published an authenticated remote code execution exploit targeting Metabase version 0.61.0.

A new Exploit-DB entry (ID 52680) describes an authenticated remote code execution vulnerability in Metabase 0.61.0. The listing provides minimal detail, but authenticated RCE in a widely deployed BI tool is notable for defenders running exposed instances. No CVE id or in-the-wild exploitation is mentioned in the listing.

Exploit-DB · 14d agoExploit / PoC1

Project CAV3RN continues: Google Apps Script as C2 relay and DNS-based C2 channel selection

Project CAV3RN continues targeting Israel, using Google Apps Script C2 relays and DNS-based channel routing in a .NET NativeAOT framework.

Kaspersky Securelist documents the continuation of Project CAV3RN operations against Israel. The modular .NET NativeAOT framework uses Google Apps Script as a C2 relay and DNS-based C2 channel selection, blending command traffic with legitimate Google services to evade detection.

Kaspersky Securelist · Aug 11, 2026Threat actor in the wild

European parliament members call for slowdown of Serbia’s EU entry over spyware use

29 MEPs urge delaying Serbia's EU accession after researchers found Pegasus and NoviSpy spyware on student activists' phones.

Twenty-nine Members of the European Parliament sent a letter Friday demanding Serbia's EU accession be slowed until an investigation into its spyware use is completed. The letter follows a SHARE Foundation report, with Amnesty International and the Citizen Lab, documenting Pegasus and NoviSpy infections on Serbian student activists' phones; NoviSpy evidence pointed to Serbian government authorities, though Pegasus attribution was not assigned. The MEPs also urged European Commission President Ursula von der Leyen to cancel a planned visit to Serbia and called the surveillance 'a direct state attack on democracy' ahead of upcoming elections. The Serbian government did not respond to requests for comment.

CyberScoop · 12d agoPolicy & legal in the wild

DDoS Attack Hits Norwegian Government Services

A coordinated DDoS campaign disrupted Norwegian government online services, causing availability outages across public digital services.

A coordinated distributed denial-of-service campaign caused disruption to Norwegian government digital services, according to Infosecurity Magazine. The attack affected the availability of public-facing services, and no data compromise was indicated in initial reporting. The responsible group or motive was not named in the report.

Infosecurity Magazine · 21d agoThreat actor

Objective vs. Search: Decomposing What Makes a Good Tokeniser

New tokeniser study shows search procedure, not optimisation objective, drives bits-per-byte performance across model sizes, vocabulary sizes, and multilingual settings.

The paper disentangles BPE and UnigramLM along two axes: optimisation objective (compression vs log-likelihood) and search procedure (bottom-up merging vs top-down pruning). Two new algorithms, BottomUpLL and TopDownComp, complete the 2x2 design space, and trained language models are evaluated on bits-per-byte and BLiMP across model sizes, vocabulary sizes, and English-only vs multilingual domains. Bottom-up tokenisers consistently achieve lower bits-per-byte in most settings, while BLiMP shows no consistent relationship with design choice.

arXiv cs.AI / cs.LG / cs.CL · 14h agoAI research