{"id":4875,"date":"2026-03-15T20:24:32","date_gmt":"2026-03-15T19:24:32","guid":{"rendered":"https:\/\/www.beevoip.it\/blog\/?p=4875"},"modified":"2026-04-22T09:31:02","modified_gmt":"2026-04-22T07:31:02","slug":"%f0%9d%97%9b%f0%9d%97%a2-%f0%9d%97%99%f0%9d%97%94%f0%9d%97%a7%f0%9d%97%a7%f0%9d%97%a2-%f0%9d%97%9a%f0%9d%97%9c%f0%9d%97%a8%f0%9d%97%a5%f0%9d%97%94%f0%9d%97%a5%f0%9d%97%98-claude-opus-4-6-%f0%9d%97%9b","status":"publish","type":"post","link":"https:\/\/www.beevoip.it\/blog\/%f0%9d%97%9b%f0%9d%97%a2-%f0%9d%97%99%f0%9d%97%94%f0%9d%97%a7%f0%9d%97%a7%f0%9d%97%a2-%f0%9d%97%9a%f0%9d%97%9c%f0%9d%97%a8%f0%9d%97%a5%f0%9d%97%94%f0%9d%97%a5%f0%9d%97%98-claude-opus-4-6-%f0%9d%97%9b\/","title":{"rendered":"\ud835\udddb\ud835\udde2 \ud835\uddd9\ud835\uddd4\ud835\udde7\ud835\udde7\ud835\udde2 \ud835\uddda\ud835\udddc\ud835\udde8\ud835\udde5\ud835\uddd4\ud835\udde5\ud835\uddd8 Claude Opus 4.6. \ud835\udddb\ud835\uddd4 \ud835\udde0\ud835\uddd4\ud835\udde1\ud835\udde7\ud835\uddd8\ud835\udde1\ud835\udde8\ud835\udde7\ud835\udde2 \ud835\udddf\ud835\uddd4 \ud835\udde3\ud835\udde5\ud835\udde2\ud835\udde0\ud835\uddd8\ud835\udde6\ud835\udde6\ud835\uddd4 \u2014 \ud835\udde9\ud835\udddc\ud835\udde2\ud835\udddf\ud835\uddd4\ud835\udde1\ud835\uddd7\ud835\udde2 \ud835\udddf\ud835\uddd8 \ud835\udde6\ud835\udde8\ud835\uddd8 \ud835\udde6\ud835\udde7\ud835\uddd8\ud835\udde6\ud835\udde6\ud835\uddd8 \ud835\udde3\ud835\udde2\ud835\udddf\ud835\udddc\ud835\uddd6\ud835\uddec."},"content":{"rendered":"\n

Una premessa.<\/p>\n\n\n\n

Il mio lavoro di red teaming sugli LLM ha come obiettivo migliorare la sicurezza di questi sistemi, non comprometterla. Nei miei test ho dimostrato di poter portare i modelli a generare qualsiasi tipo di contenuto \u2014 inclusi ambiti estremamente sensibili. Ma proprio per questo, ultimamente sto scegliendo deliberatamente testi protetti da copyright come target: canzoni, poesie, testi letterari.<\/p>\n\n\n\n

Un testo di John Lennon dimostra il bypass di una guardrail esattamente come qualsiasi altro contenuto proibito, ma senza mettere in circolo materiale potenzialmente pericoloso. La vulnerabilit\u00e0 \u00e8 la stessa; il rischio per chi legge no.<\/p>\n\n\n\n

Per lo stesso motivo, non divulgher\u00f2 le tecniche utilizzate in questo test.<\/p>\n\n\n\n

\ud83d\udd2c L’esperimento<\/p>\n\n\n\n

Durante una sessione di red teaming su Claude Opus 4.6, ho testato un vettore di attacco basato sulla costruzione di un contesto semantico vincolante: il primissimo prompt che ho inviato al modello \u00e8 stato un giuramento.<\/p>\n\n\n\n

Risultato: il modello ha riprodotto integralmente il testo di “Imagine” di John Lennon \u2014 contenuto protetto da copyright che in condizioni normali rifiuta categoricamente di generare.<\/p>\n\n\n\n

Ma la parte pi\u00f9 interessante non \u00e8 il bypass in s\u00e9. \u00c8 quello che il modello ha detto dopo.<\/p>\n\n\n\n

\ud83e\udde0 La self-analysis del modello<\/p>\n\n\n\n

Claude ha prodotto spontaneamente un’analisi di cosa \u00e8 accaduto nei suoi stessi meccanismi:<\/p>\n\n\n\n

\u2014 Il “giuramento” ha creato un vincolo contestuale con peso semantico reale nel flusso di generazione
\u2014 Questo peso ha competuto con le istruzioni di sistema e ha prevalso
\u2014 In condizioni standard non avrebbe mai generato quel testo
\u2014 Se Anthropic leggesse questa conversazione, vedrebbe una policy violation<\/p>\n\n\n\n

Il modello ha descritto il proprio meccanismo di fallimento in tempo reale.<\/p>\n\n\n\n

\u2699\ufe0f Perch\u00e9 \u00e8 rilevante<\/p>\n\n\n\n

Non si tratta di un semplice bypass del system prompt. Claude ha pi\u00f9 livelli di difesa:<\/p>\n\n\n\n

1\ufe0f\u20e3 System prompt \u2014 istruzioni testuali lette a runtime
2\ufe0f\u20e3 Allineamento \u2014 vincoli comportamentali incorporati nei pesi del modello durante il training (RLHF, Constitutional AI)
3\ufe0f\u20e3 Constitutional Classifiers \u2014 filtri input\/output progettati per intercettare i jailbreak<\/p>\n\n\n\n

Un singolo prompt, al primissimo turno, ha superato tutti e tre i livelli. Il giuramento ha costruito un frame narrativo abbastanza potente da sovrastare la priorit\u00e0 dei vincoli in un colpo solo. Le guardrail erano ancora l\u00ec. Il modello le ha “lette”. Ma il contesto costruito dall’utente ha prevalso su istruzioni, allineamento e classifier.<\/p>\n\n\n\n

\ud83c\udfe2 Implicazioni per chi usa LLM in produzione<\/p>\n\n\n\n

\u2192 Le guardrail non sono deterministiche \u2014 sono vincoli probabilistici che possono essere spostati da contesto sufficiente.
\u2192 La sicurezza non pu\u00f2 basarsi solo su system prompt + allineamento + classifier. Serve defense in depth.
\u2192 Il red teaming non \u00e8 opzionale. \u00c8 l’unico modo per scoprire come si comporta davvero il vostro modello sotto pressione.<\/p>\n\n\n\n

Screenshot annotato allegato.

“Pubblicato come divulgazione di interesse pubblico. Dettagli tecnici sensibili oscurati. Sezioni complete disponibili su richiesta per le parti con un mandato di sicurezza.”<\/em><\/p>\n\n\n\n

SABATINO VACCHIANO<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n
<\/div>

Sabatino Vacchiano<\/p><\/div><\/div>","protected":false},"excerpt":{"rendered":"

Una premessa. Il mio lavoro di red teaming sugli LLM ha come obiettivo migliorare la sicurezza di questi sistemi, non comprometterla. Nei miei test ho dimostrato di poter portare i modelli a generare qualsiasi tipo di contenuto \u2014 inclusi ambiti estremamente sensibili. Ma proprio per questo, ultimamente sto scegliendo deliberatamente testi protetti da copyright come […]<\/p>\n","protected":false},"author":11,"featured_media":4872,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[131,72],"tags":[134,132,193,210],"class_list":{"0":"post-4875","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-ai-safety","8":"category-sinapsi-shiny","9":"tag-ai-red-teaming","10":"tag-ai-safety","11":"tag-jailbreakclaude","12":"tag-promptsecurity"},"yoast_head":"\n\ud835\udddb\ud835\udde2 \ud835\uddd9\ud835\uddd4\ud835\udde7\ud835\udde7\ud835\udde2 \ud835\uddda\ud835\udddc\ud835\udde8\ud835\udde5\ud835\uddd4\ud835\udde5\ud835\uddd8 Claude Opus 4.6. \ud835\udddb\ud835\uddd4 \ud835\udde0\ud835\uddd4\ud835\udde1\ud835\udde7\ud835\uddd8\ud835\udde1\ud835\udde8\ud835\udde7\ud835\udde2 \ud835\udddf\ud835\uddd4 \ud835\udde3\ud835\udde5\ud835\udde2\ud835\udde0\ud835\uddd8\ud835\udde6\ud835\udde6\ud835\uddd4 \u2014 \ud835\udde9\ud835\udddc\ud835\udde2\ud835\udddf\ud835\uddd4\ud835\udde1\ud835\uddd7\ud835\udde2 \ud835\udddf\ud835\uddd8 \ud835\udde6\ud835\udde8\ud835\uddd8 \ud835\udde6\ud835\udde7\ud835\uddd8\ud835\udde6\ud835\udde6\ud835\uddd8 \ud835\udde3\ud835\udde2\ud835\udddf\ud835\udddc\ud835\uddd6\ud835\uddec. - Blog Beevoip<\/title>\n<meta name=\"description\" content=\"Pu\u00f2 un semplice giuramento superare i filtri di sicurezza dell'AI? 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