fly51fly (@fly51fly)
논문 'Consistency of Large Reasoning Models Under Multi-Turn Attacks' 발표(Y Li, R Krishnan, R Padman, CMU, 2026). 다중 턴 공격 상황에서 대형 추론 모델의 일관성(consistency) 문제를 분석·보고하는 연구 논문으로, 모델의 공격 내성 및 안정성 관련 인사이트를 제공합니다(원문 링크 포함).
#adversarial
TechRadar (@techradar)
AI 어시스턴트가 '명령(instructions)'과 '데이터(data)'를 구분하지 못한다는 점이 많은 제로클릭(zero-click) 프롬프트 인젝션 공격의 핵심 원인이라는 지적입니다. 이 관찰은 입력 처리 방식의 근본적 취약성을 드러내며, 프롬프트 설계·검증과 모델 안전성 강화가 필요함을 시사합니다.
🤓 At BlackHat Asia in Singapore, I am running two advanced AI trainings with my friend Maxime Cousseau that go beyond slides and hype. You will build and break real AI systems!
🤖 Practical GenAI for CTI – 2 Days
Stop watching demos. Build real agentic workflows for CTI.
Design RAG pipelines, orchestrate agent systems, integrate MCP and Skills into real world intelligence scenarios.
Study how attackers use AI. Then build something stronger to track and outpace them.
😈 Adversarial AI – 1 Day
Prompt injection. Malicious Agent Skills. MCP abuse. Tool compromise.
We tear down the ecosystem and expose where it fails.
You leave with concrete methods to assess and exploit AI systems before someone else does.
These are some of the most advanced and practical AI security trainings available today, designed to keep you ahead of the curve!
👉 Practical GenAI for Threat Intel: Real-World Agentic Workflows for Cyber Threat Intelligence https://blackhat.com/asia-26/training/schedule/index.html#practical-genai-for-threat-intel-real-world-agentic-workflows-for-cyber-threat-intelligence-49450
👉 Adversarial AI: Red Team Tactics, Prompt Hunting, and Defense
https://blackhat.com/asia-26/training/schedule/?#adversarial-ai-red-team-tactics-prompt-hunting-and-defense-50270
fly51fly (@fly51fly)
arXiv 논문 'Thought-Transfer: Indirect Targeted Poisoning Attacks on Chain-of-Thought Reasoning Models' 발표: 체인-오브-생각(Chain-of-Thought) 기반 추론 모델을 표적하는 간접적 데이터 중독 공격 기법 'Thought-Transfer'를 제시하여 추론 경로를 조작할 수 있음을 보입니다. 보안·안전성 측면에서 시사점이 큽니다.
✨ This year I will teach two trainings at @blackhatevents Asia in April!
🧠 Practical GenAI for Threat Intel: Real World Agentic Workflows for Cyber Threat Intelligence (2 days)
Latest version of the course, with a strong focus on agent architectures, workflows, RAG systems, and recent research.
⚔️ Adversarial AI: Red Team Tactics, Prompt Hunting, and Defense (1 day)
A new course focused on adversarial AI and how modern AI systems break, including agents, RAG, and MCP, with a strong emphasis on defense and prompt hunting.
By Dear Hollow
I’m beginning to think Mire was a fluke. I’m not saying that as a bad thing, but I remember listening to Conjurer’s debut and thinking that it was a top post-metal album steeped in atmosphere and enigma, tied together with vicious vocals and vindictive weight.1 So then, I was immensely let down by follow-up Páthos because it seemed to shed substance for novelty: if I’m being honest, its stark dichotomy of heartwrenching melodies and kickass riffs felt inauthentic and shoehorned. Thus, I approached Unself carefully, hoping for something like Mire but tentatively expecting Páthos. What I got, however, was neither. You see, Mire was a fluke not in quality but in approach, because Unself proves that Conjurer prioritizes riff, weaponizing it for the very human tale of the deconstruction of self.
The title track enters with what I would expect from an early 2010s metalcore band intro,2 the Americana cover of 1919 gospel song “I Can’t Feel At Home in this World Anymore” morphing into a full-on dissodeath takedown via a barb of squealing dissonance. While this and the final song, “The World is Not My Home” seem to tie up the album into a thematic deconstruction of religion, Unself is a bit more complex than that. It reflects the journey of vocalist/guitarist Dani Nightingale through an autism diagnosis and discovery of them being non-binary. Similarly reflecting this complexity and remaining incredibly difficult to neatly categorize its sonic assault, Conjurer lays a foundation of post-metal’s meandering rhythmic hulk with death metal intensity, sludge tonal abuse, and a sleek modern production built atop, with – in Unself – hints of black metal. It’s not the second coming of Mire – it’s Unself and undeniably on-brand and completely authentic – and that’s perfectly okay for Conjurer.
Unself’s structure shows Conjurer’s devotion to natural growth, a welcome change from the shoehorned Páthos – largely because Nightingale’s sonic struggles with self-discovery undergird the movements. The two halves of the album are divided into three tracks, bookended by the Huntsmen-influenced thematic motif of the aforesaid “I Can’t Feel at Home in This World” morphed into ugly beatdowns and yearning sadness. The meat of the two suites fall into one of three categories: the relatively traditional post-metal waltzing of Amenra’s heavier moments in sprawling weight (“All Apart,” “Foreclosure”), the yearning chord progressions and melodies recalling Páthos’ emotive emphasis to a more effective degree (“There Is No Warmth,” “Let Us Live”), or the outright assaults of blackened sludge and -core breakdowns (“The Searing Glow,” “Hang Them in Your Head”). As the album progresses, so does the intensity. The latter, the most vicious of the bunch, feel like they nearly boil over, nearly forsaking the post-metal attack for an obscure death metal attack a la Convulsing or Adversarial – making interlude “A Plea” truly the eye of the storm in its minimalist approach, distant vocal samples, and acoustic strumming.
The balance between novelty and songwriting remains an issue for Conjurer. Because of the trichotomy of its sounds, Unself offers different levels of quality. At first, the more traditional post-metal cuts (“All Apart,” “Foreclosure”) feel like absolute bangers, touched with darkness and harmony – but then you hear the other two approaches and they suddenly feel overly long and uneventful in comparison. Likewise, there are several tracks that could stand a good trimming, simply because many feature a singular abrupt tonal shift from melodic to dissonant in its last respective third (“There is No Warmth,” “Let Us Live”). A more divisive take is that Conjurer’s production is very modern and sleek, the down-tuned leads more akin to 2010s metalcore acts like The Plot in You or The Sorrow, an accessibility largely contradicting post-metal’s historic opaqueness (Neurosis) and death metal’s hostility (Bolt Thrower), so while I liked its more “loud and ouchy” tones, others may not be so persuaded.
The novelty and the emotion are resolved in Unself, as Conjurer finally feels authentic and realized. No, Unself is not better than Mire, but it feels more genuine and human than Páthos, offering some of the act’s most intense material to date while chronicling the dismantling of the self into something more authentic. Not only does Dani Nightingale embark on a journey of self-discovery, but Conjurer does too. I’m just happy to be along for the ride.
Rating: 3.0/5.0
DR: 4 | Format Reviewed: 320 kb/s mp3
Label: Nuclear Blast Records
Websites: conjureruk.bandcamp.com | conjureruk.com | facebook.com/conjureruk
Releases Worldwide: October 24th, 2025
#2025 #30 #Adversarial #Amenra #BlackMetal #BoltThrower #BritishMetal #Conjurer #Convulsing #DeathMetal #DissonantDeathMetal #Huntsmen #Neurosis #NuclearBlastRecords #Oct25 #PostMetal #Review #Reviews #SludgeMetal #TheOngoingConcept #ThePlotInYou #TheSorrow #Unself #VeilOfMaya
If Your Adversary Is the Mossad (2014) [pdf]
https://www.usenix.org/system/files/1401_08-12_mickens.pdf
#HackerNews #If #Your #Adversary #Is #the #Mossad #(2014) #[pdf] #Mossad #cybersecurity #adversarial #pdf #HackerNews
Proscription – Desolate Divine Review
By Dear Hollow
Last we met Finland’s Proscription, an overwhelming amount of promise was almost as intense as their blackened death attack. While rerecorded songs from their 2017 demo such as “I, the Burning Son” and “Blessed Feast of Black Seth” singlehandedly tamed the experience with jarring simplicity and excessive repetition killing momentum, tracks like “Conduit” and “To Reveal the Word Without Words” were elite blackened death. The promise was insane, causing a bigger stir in the underground than the music itself. While Conduit was solid, Desolate Divine promises even bigger and better – and delivers.
Proscription in a way, feels like a blackened death metal underdog story. The band’s constituents are assembled from the fringes of Finnish black/death, most prominent likely being formidable vocalist/guitarist Christbutcher of Maveth, Cryptborn, and Excommunion fame, although caliber from Brutal Torment, Tramalizer, and Ominous offer their relentless services. This background in more brutal stylistic tendencies pairs neatly with the mountain of sound that Proscription offers. Unlike its predecessor, which dwelt in hints of insanity and riffy mid-tempo crunch, Desolate Divine is a streamlined and no-holds-barred brutalizer of an album, bordering on war metal. Paired with a uniquely blackened death obscurity that appears in haunting leads and hints of atmosphere, Proscription offers a winning formula that is slightly held back by its brickwalled production but ultimately improves upon its predecessor in every way.
If it’s intensity you want, Proscription has it in droves. Haunting leads and blackened tremolo are often the only tether to sanity, their only sense of tangible in their blasting of Behemoth-through-the-war-metal-machine. Bottom-heavy beatdowns are aplenty, with an old school riffy death metal template a la Morbid Angel or Bolt Thrower with the insanity of blastbeats and panicked rhythms (“Bleed the Whore Again,” “Behold a Phosphorescent Dawn”), while overlapping leads, flaying technicality, and wild solos cut through tremolos both down-tuned and blackened (“Gleam of the Morning Star,” “Entreaty of the Very End”). Centerpiece “The Midnight God” (a previously released track in a 2023 split with Sulphurous) and closer “The Great Deceiver” (also from a previously released 2023 demo) offer nearly perfect overlapping of relentless beatdown, blackened grime, and riff – both expertly placed throughout the album. It’s refreshing that previously released material is a highlight rather than a hitch.
Desolate Divine is a bit of a tale of two halves. Proscription goes off the rails in the first half, forsaking every act of subtlety for sheer violence, while the second half is a much more ominous affair. Don’t get me wrong, these tracks will rip you a new one, but at their core is a much more plodding and stable approach, focusing on an almost marching rhythm throughout, making their more obscure and haunting qualities that much more impactful and downright epic when the technical insanity and rhythmic heft collide (“Heave Ho Ye Igneous Leviathan,” title track). Even synth makes appearances in haunting, spacious overtones in this second act (“Behold a Phosphorescent Dawn,” “Not But Dust”), capitalizing on the more haunting attack.
Desolate Divine is dense and unforgiving and certainly imperfect. The brickwalled production and the jarringly start-stop songwriting (not uncommon for other acts like Belphegor or Adversarial) make it difficult to uncover the treasures amid the muck; the central melody of “Behold a Phosphorescent Dawn” sounds too much like Inspector Gadget, and ambient interlude “Not But Dust” feels out of place. However, it’s a step up from Conduit in that its previously released material is a highlight, and there are no bad songs aboard this uncompromising album. It seamlessly blends deathened viscera and blackened flaying in ways that few else can, with stunning brand-setting performances across the board from largely unrecognized Finnish black/death veterans. The potential on Desolate Divine is almost as suffocating as the blackened death metal Proscription wields.
Rating: 3.5/5.0
DR: 4 | Format Reviewed: 320 kb/s mp3
Label: Dark Descent Records
Websites: proscription.bandcamp.com | facebook.com/proscriptionhorde
Releases Worldwide: August 29th, 2025
#2025 #35 #Adversarial #Aug25 #Behemoth #Belphegor #BlackMetal #BlackenedDeathMetal #BoltThrower #BrutalTorment #Cryptborn #DarkDescentRecords #DeathMetal #DesolateDivine #Excommunion #FinnishMetal #Maveth #MorbidAngel #Ominous #Proscription #Review #Reviews #Sulphurous #Tramalizer
🔥 New Text on carrier-bag.net:
Matthias Planitzer "HalluciGen. A practical implementation to defend from AI scrapers" announcing a Open Source Wordpress-Plugin to annoy and disturb AI-scrapers:
The text: https://carrier-bag.net/hallucigen-a-practical-implementation-to-defend-from-ai-scrapers/
The tool: https://codeberg.org/emergentdigitalmedia/HalluciGen
The Schedule is Live!
Check out the full lineup of talks, workshops, panel discussions, and hands-on activities happening at Adversary Village at @defcon Hacking Conference 33!
Schedule webpage: https://adversaryvillage.org/adversary-events/DEFCON-33/
Mark your calendars - we can't wait to see you all at DEF CON!
#AdversaryVillage #DEFCON33 #AccessEverywhere #AdversarySimulation #Adversarial #Offensive #PurpleTeam
'Towards Optimal Branching of Linear and Semidefinite Relaxations for Neural Network Robustness Certification', by Brendon G. Anderson, Ziye Ma, Jingqi Li, Somayeh Sojoudi.
http://jmlr.org/papers/v26/21-0068.html
#minimizes #robustness #adversarial
The #adversarial system in Canadian #divorce proceedings often creates win-lose scenarios. Legal professionals can guide clients toward collaborative alternatives that prioritize fair resolutions over courtroom battles.
Discover better approaches for your clients: https://dtsw.io/AdversarialSystem101
✍️Integration of secure #quantumcommunication #protocols into edge device using #quantum-enhanced generative #adversarial networks (QE-GANS) #by Abilash Radhakrishnan, et al.
'Regularizing Hard Examples Improves Adversarial Robustness', by Hyungyu Lee, Saehyung Lee, Ho Bae, Sungroh Yoon.
http://jmlr.org/papers/v26/22-1428.html
#adversarial #regularizing #robustness
'Learning with a linear loss function: excess risk and estimation bound..."', by Guillaume Lecué, Lucie Neirac.
http://jmlr.org/papers/v25/23-1405.html
#adversarial #estimators #regularized
and even a Japanese think tank claims that Trump tariffs will result in -2.07% GDP for the US. PrimeNews gets all kinds of people, so I guess that colleague has chosen the opinion of an irresponsible wacko who espouses a rare theory (i.e., the opposite)
#Trump.
#Nikkei.
#GDP
#adversarial
The Nikkei has been critical of Trump, reporting in January that “Trump tariffs will result in -1.1% U.S. GDP in 2027.” Since the election, Nobel Prize winners in economics have all claimed that Trump's policies will worsen the US economy,
#Trump.
#Nikkei.
#GDP
#adversarial
'Scaled Conjugate Gradient Method for Nonconvex Optimization in Deep Neural Networks', by Naoki Sato, Koshiro Izumi, Hideaki Iiduka.
http://jmlr.org/papers/v25/22-0815.html
#nonconvex #adversarial #inception
'An Optimal Transport Approach for Computing Adversarial Training Lower Bounds in Multiclass Classification', by Nicolas Garcia Trillos, Matt Jacobs, Jakwang Kim, Matthew Werenski.
http://jmlr.org/papers/v25/24-0268.html
#adversarial #regularization #classifiers
'A Random Projection Approach to Personalized Federated Learning: Enhancing Communication Efficiency, Robustness, and Fairness', by Yuze Han, Xiang Li, Shiyun Lin, Zhihua Zhang.
http://jmlr.org/papers/v25/23-0215.html
#adversarial #personalized #personalization
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Server: https://mastodon.social
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