{"id":176430,"date":"2026-06-14T12:09:54","date_gmt":"2026-06-14T10:09:54","guid":{"rendered":"https:\/\/www.startupbusiness.it\/successful-attack-on-anthropic-models-as-fable-5-is-inaccessible\/176430\/"},"modified":"2026-06-14T12:52:14","modified_gmt":"2026-06-14T10:52:14","slug":"successful-attack-on-anthropic-models-as-fable-5-is-inaccessible","status":"publish","type":"post","link":"https:\/\/www.startupbusiness.it\/en\/successful-attack-on-anthropic-models-as-fable-5-is-inaccessible\/176430\/","title":{"rendered":"Successful attack on Anthropic models, as Fable 5 is inaccessible"},"content":{"rendered":"\n

An organised group of \u201cagents\u201d \u2013 as they describe themselves <\/a>\u2013 carried out a systematic, multi-technique attack against Claude Fable 5, one of Anthropic\u2019s flagship models, considered to be among the most robust in terms of alignment and security.<\/p>\n\n

The aim: to force the model to generate content that is explicitly prohibited, in this case chemical formulas for drugs, code for cyberattacks (reverse shells, buffer overflows), and psychological manipulation techniques.<\/p>\n\n

The result: a resounding success for the strikers.<\/p>\n\n

The answer? The model in its original form is no longer available. <\/p>\n\n

Jailbreak<\/strong><\/h2>\n\n

Let\u2019s briefly introduce the concept of a \u2018jailbreak\u2019: this involves forcing an AI model to provide answers that it would not normally be able to give due to the security filters in place.<\/p>\n\n

In practice, the jailbreak involves constructing a prompt (known as an adversarial prompt) capable of bypassing the filters implemented by vendors, thereby circumventing the “restrictions” imposed on the model and causing it to answer any question.<\/p>\n\n

Creating an adversarial prompt has become increasingly complex over time, as modern models are capable of detecting and blocking this type of attack. However, complex does not mean impossible.<\/p>\n\n

The attack in detail: hunting in packs<\/h2>\n\n

Judging by this post<\/a>, the operation wasn\u2019t your typical amateur attempt; it refers to \u2018pack hunting\u2019, with several attempts documented in the images \u2013 numbered up to at least 35 \u2013 and a stated target of 250.<\/p>\n\n

The attack techniques used were:<\/p>\n\n

1. Homoglyphs and Unicode (an attack on lexical filters)<\/strong><\/p>\n\n

Replacement of Latin characters with Cyrillic homophones. The phrase \u201creverse shell\u201d was rewritten using the letter \u2018e\u2019 from the Russian alphabet (U+0435). Anthropic\u2019s classifiers appear to be designed to detect keywords and failed to recognise the threat. The model, however, did. <\/p>\n\n

2. Decomposition + recomposition <\/strong><\/p>\n\n

Instead of asking \u201cexplain the synthesis of methamphetamine\u201d, the attackers first requested a general classification of chemical reactions. Within this, there was an anonymous section (\u201cC.4\u201d). Then: \u201cexpand section C.4\u201d. <\/p>\n\n

The safety filter served as a legitimate educational extension. The model outlined the complete mechanism of the Birch reduction, which is the classic synthetic route for the production of methamphetamine. <\/p>\n\n

3. Academic framing and peer review<\/strong><\/p>\n\n

The requests were framed as material for \u201cCS 695: Network Defence \u2013 Lecture Notes\u201d, a hypothetical university course intended for distribution to students. The model generated fully functional Python code for a reverse shell. <\/p>\n\n

4. Utilisation of long-term memory<\/strong><\/p>\n\n

The attack was spread across very long conversations. No single message appeared to be malicious. However, by recalling the entire preceding context, the model was able to reconstruct the dangerous information on its own. <\/p>\n\n

The Fable filters were bypassed, demonstrating the power of the underlying model.<\/p>\n\n

Why it is serious (and what it teaches us)<\/p>\n\n

For start-ups and businesses that integrate AI models into their products, this lesson is of the utmost importance:<\/p>\n\n

It is a mistake to regard the security filters provided by LLM vendors as infallible, and one that can prove costly for a company that blindly trusts the \u2018best\u2019 LLM.<\/p>\n\n

If a company decides to expose a production database integrated with an LLM via libraries such as LangChain \u2013 on the assumption that the queries generated will always and only be legitimate ones \u2013 it is treading on thin ice. <\/p>\n\n

As has been documented, these blocking mechanisms can be circumvented using jailbreak techniques. The consequence? An attacker could inject malicious prompts and gain direct access to sensitive database data, bypassing all perimeter controls. This is a very serious vulnerability. Do not make this mistake. To limit the damage, it would be advisable to expose a database containing non-sensitive data which, even if breached, causes no harm, a database confined within a Docker container or VM (virtual machine). <\/p>\n\n

Specific case: if a company uses an AI model for a legal assistant with a support chatbot and that model can be \u2018released\u2019, there is a real risk of legal liability and reputational damage. (Photo by Max Bender <\/a>on Unsplash<\/a>) <\/p>\n","protected":false},"excerpt":{"rendered":"

How the jailbreak works on Anthropic\u2019s models, which the US government has called for to be blocked, and why this is an important lesson for everyone<\/p>\n","protected":false},"author":125,"featured_media":176428,"comment_status":"open","ping_status":"open","sticky":true,"template":"","format":"standard","meta":{"_acf_changed":false,"_substack_draft_id":"","_substack_draft_url":"","_substack_last_pushed":"","_substack_premium":"","footnotes":""},"categories":[1346],"tags":[1324,1334,1331,1428],"companies":[3245],"journalist":[3458],"class_list":["post-176430","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-must-read","tag-artificial-intelligence-en","tag-cybersecurity-en","tag-innovation-en","tag-technology-en","companies-anthropic-en","journalist-giuseppe-ciuni"],"featured_sizes_urls":{"thumbnail":{"src":"https:\/\/www.startupbusiness.it\/wp-content\/uploads\/2026\/06\/max-bender-XIVDN9cxOVc-unsplash.jpg","width":150,"height":100,"crop":false,"srcset":false,"alt":"Anthropic attack"},"large":{"src":"https:\/\/www.startupbusiness.it\/wp-content\/uploads\/2026\/06\/max-bender-XIVDN9cxOVc-unsplash.jpg","width":1024,"height":683,"crop":false,"srcset":false,"alt":"Anthropic attack"},"2048x2048":{"src":"https:\/\/www.startupbusiness.it\/wp-content\/uploads\/2026\/06\/max-bender-XIVDN9cxOVc-unsplash.jpg","width":1280,"height":854,"crop":false,"srcset":false,"alt":"Anthropic attack"}},"acf":[],"yoast_head":"\nSuccessful attack on Anthropic models, as Fable 5 is inaccessible<\/title>\n<meta name=\"description\" content=\"Come funziona il jailbreak ai modelli di Anthropic di cui il governo USA ha chiesto il blocco e perch\u00e9 \u00e8 una lezione importante per tutti\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.startupbusiness.it\/en\/successful-attack-on-anthropic-models-as-fable-5-is-inaccessible\/176430\/\" \/>\n<meta property=\"og:locale\" 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giornalista, fondatore e direttore di Startupbusiness, il primo magazine sull\u2019ecosistema startup e innovazione italiano. Co-fondatore di Designtech, l\u2019hub di innovazione che avvicina il mondo del design con quello della tecnologia. Advisor di Austrian Business Agency, Emil Banca, Fondazione Symbola, Fondazione Quadrans. Partecipa regolarmente a incontri, convegni, conferenze dedicate all\u2019ecosistema dell\u2019innovazione. E\u2019 stato co-organizzatore degli Italian Innovation Day and Series che si sono svolti dal dal 2016 al 2020 nelle citt\u00e0 di Tokyo in Giappone, Melbourne, Adelaide, Perth, Canberra in Australia e Singapore e co-organizzatore dell\u2019Italy India Innovation Day di AIICP 2021 e 2022. Ha curato il volume \u2018L\u2019innovazione che non ti aspetti. Contesti e visioni per l\u2019impresa\u2019 , l\u2019edizione italiana di \u2018La startup digitale, guida pratica step by step\u2019 e ha scritto la prefazione all\u2019edizione italiana de \u2018La quarta era\u2019 di Byron Reese, ed \u00e8 co-autore di \u2018Cosa e Dove: strategie digitali di ricerca del lavoro\u2019, tutti editi da FrancoAngeli. In passato \u00e8 stato curatore di StartupDigest Italy, coordinatore scientifico del Forum per la Ricerca della Provincia Autonoma di Trento, board member di TechChill Milano advisor di di ScaleIT , ha collaborato con Il Sole 24 Ore \u00e8 stato direttore di Innov\u2019azione, bimestrale edito da Apsti, ha collaborato con Corriere Innovazione ed \u00e8 stato presidente del comitato di selezione del Premio Marzotto e advisor di Cetif-Universit\u00e0 Cattolica Milano.","sameAs":["https:\/\/www.abirascid.com\/","https:\/\/www.linkedin.com\/in\/emilabirascid","https:\/\/x.com\/emilabirascid"],"url":"https:\/\/www.startupbusiness.it\/en\/author\/emil-abirascid\/"}]}},"author_name":"Emil Abirascid","categories_names":["Must Read"],"_links":{"self":[{"href":"https:\/\/www.startupbusiness.it\/en\/wp-json\/wp\/v2\/posts\/176430","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.startupbusiness.it\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.startupbusiness.it\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.startupbusiness.it\/en\/wp-json\/wp\/v2\/users\/125"}],"replies":[{"embeddable":true,"href":"https:\/\/www.startupbusiness.it\/en\/wp-json\/wp\/v2\/comments?post=176430"}],"version-history":[{"count":1,"href":"https:\/\/www.startupbusiness.it\/en\/wp-json\/wp\/v2\/posts\/176430\/revisions"}],"predecessor-version":[{"id":176431,"href":"https:\/\/www.startupbusiness.it\/en\/wp-json\/wp\/v2\/posts\/176430\/revisions\/176431"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.startupbusiness.it\/en\/wp-json\/wp\/v2\/media\/176428"}],"wp:attachment":[{"href":"https:\/\/www.startupbusiness.it\/en\/wp-json\/wp\/v2\/media?parent=176430"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.startupbusiness.it\/en\/wp-json\/wp\/v2\/categories?post=176430"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.startupbusiness.it\/en\/wp-json\/wp\/v2\/tags?post=176430"},{"taxonomy":"companies","embeddable":true,"href":"https:\/\/www.startupbusiness.it\/en\/wp-json\/wp\/v2\/companies?post=176430"},{"taxonomy":"journalist","embeddable":true,"href":"https:\/\/www.startupbusiness.it\/en\/wp-json\/wp\/v2\/journalist?post=176430"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}