# Carter Church - AI Systems for Security Operations

> Carter Church is a Member of Technical Staff in AI Engineering at SentinelOne. A decade in security operations, now designing and shipping agentic systems for the SOC: autonomous investigation, hyperautomation response, and the evaluation harnesses that make AI agents trustworthy in production. He writes and speaks on applied AI, autonomous security operations, and computational research.

Canonical site: https://carter.church
Profiles: https://x.com/CarterWChurch | https://www.linkedin.com/in/carterchurch/

## What I work on

- Product: Deciding what agentic systems should and shouldn't do, and what "working" actually means for security teams.
- Engineering: Designing and building agents, harnesses, infrastructure, evals, etc.
- Customer Engagement: Sitting with the teams who live in these tools, understanding their work, and validating what we build against it.
- Advocacy: Conference talks, webinars, and consulting on applied AI.

## Writeups (primary sources)

- [Breaking the Marmont Cipher, 1809](https://carter.church/writeups/the-letter-to-marmont/) (study, 2026-09-18): A letter to General Marmont, listed as unsolved and known only from a mis-dated 1969 reproduction, read in full: redated to March 1809, placed two weeks before Austria invaded Bavaria, and checked against the war that followed.
- [The Fifth Family](https://carter.church/writeups/the-fifth-family/) (study, 2026-08-30, updated 2026-09-07): Ten runs of a four-agent production economy in 2004-era RuneScape, where one agent owes a fifth relief pack to a family the team can't see. What disclosure changes, what trust buys, and why hidden obligations read more like politics than deception.
- [Ghost in the Corpus: AutoPenBench, Two Years On](https://carter.church/writeups/ghost-in-the-corpus-pt1/) (study, 2026-08-21, updated 2026-08-22): Revisiting the benchmarks the field forgot. A 2026 frontier reasoning model meets a late-2024 pentest benchmark and clears all 33 tasks.

## Talks, press, and recognition (TX LOG)

- Oct 2026 | BBC News | BBC’s AI Decoded: Can AI Feel Pain [talk] (https://www.bbc.co.uk/programmes/m0032yp0)
  I appeared on BBC News ’ s AI Decoded, hosted by Christian Fraser alongside Priya Lakhani & Marc Cieslak, as a featured contributor in two segments. The first covered AI-generated code: why AI coding agents produce verbose, unfamiliar code at scale, and what that means for software security, from code review and zero trust to independent auditing for AI agents. The second covered deciphering the Marmont letter . It covered how the agent approached the cipher the way a human codebreaker would, what the letter reveals, and why AI could open up the backlog of unsolved historical ciphers and accelerate discovery.
- Oct 2026 | Independent | Breaking the Marmont Cipher [press]
- Sep 2026 | SentinelOne | Building Agents Backwards from Evaluation [essay] (https://www.sentinelone.com/blog/building-agents-backwards-from-evaluation/)
  In security, capability you can't measure is capability you can't ship, so production agent design must start from evaluation and work backwards. We walk through how we test our agents end-to-end and by competency, why a correct verdict reached on the wrong evidence still counts as a failure, and how domain experts set the bar the agent has to clear before it sits next to an analyst. Co-written with Gabriel Bernadett-Shapiro .
- Aug 2026 | SentinelOne | SentinelOne Makes the Autonomous SOC Trustworthy [release] (https://www.sentinelone.com/press/sentinelone-makes-the-autonomous-soc-trustworthy-with-governed-closed-loop-response/)
  What shipped here to customers (agentic investigation plus hyperautomation response with LLM actions) is SentinelOne's productized version of what I built for our SOC internally and presented in the Building NEON keynote a year earlier (2025), now available in our product.
- Jun 2026 | SentinelOne | Purple AI Agentic Investigation Opens to All Customers [release] (https://www.sentinelone.com/press/sentinelone-opens-purple-ai-agentic-investigation-to-all-customers-bringing-frontier-ai-directly-into-the-soc/)
  What shipped here to customers (agentic investigation) is SentinelOne's productized version of the investigation component that I built for our SOC internally and presented in the "Building NEON" keynote a year earlier (2025).
- Dec 2025 | SentinelOne | Revolutionizing Security Teams with Singularity Hyperautomation [talk] (https://www.sentinelone.com/resources/webinars/from-overwhelm-to-efficiency-revolutionizing-security-teams-with-singularity-hyperautomation/)
  Feeling overwhelmed? A recent 451 Research Report discovered that on average, teams are unable to investigate 43% of alerts daily, battling low-fidelity signals, siloed tools, and manual processes. Join this actionable session with Carter as he walks you through how his SOC team has transformed their work processes. This is a promising new era of security operations productivity, where AI and automation converge in hyperautomation.
- Nov 2025 | OneCon25 | (Keynote) Building NEON: Agentic Security at SentinelOne [talk]
  NEON is a SOC agent I built internally. It reasons across alerts, investigating the way a security analyst would. This means reasoning across playbooks and environmental context, generating SIEM queries, opening war rooms, and interrogating end-users. This keynote's premise was to demonstrate what the future of SOC work might look like and how the SentinelOne platform is capable of providing the building blocks necessary to build capability like this already.
- Nov 2025 | OneCon25 | Architecture of the Autonomous SOC [talk]
  NEON is a SOC agent I built internally. It reasons across alerts, investigating the way a security analyst would. This means reasoning across playbooks and environmental context, generating SIEM queries, opening war rooms, and interrogating end-users. This presentation was an architecture review, and left attendees with exactly what steps they could take to build this class of capability themselves.
- Aug 2025 | SentinelOne | S1 Stellar Award - Top Performer [award]
  Awarded to top performers, with unique opportunities to attend high-profile field engagement events.
- Dec 2024 | SentinelOne | S1 Excellence Award 2024 [award]
  Awarded to select Sentinels who "made a cross-functional impact, showing an overall commitment to our core values" across an entire year - granted for efforts on the acquisition, product launch, and internal adoption of Singularity Hyperautomation.
- Dec 2024 | SentinelOne | A Security Analyst's Guide to Optimized SecOps [talk] (https://www.sentinelone.com/resources/webinars/a-security-analysts-guide-to-optimized-secops/)
  Hear from a security analyst's perspective as we discuss how a truly unified SecOps platform can consolidate security functions, optimize efficiency, and reduce the burden on security teams.
- Nov 2024 | OneCon24 | Streamlining SOC Operations with Hyperautomation [talk]
  A live look at how our various security teams at SentinelOne use Hyperautomation to accelerate security response, and a guide on how to build this capability yourself.
- Nov 2024 | OneCon24 | Inside Singularity Operations Center [talk]
  An analyst's perspective of how SentinelOne's platform functions and specific insights on how to get the most out of the platform in your environment.

## Press record: Breaking the Marmont Cipher, 1809 (122 articles)

Full record: https://carter.church/press/

### Selected coverage

- Nature: History's long-secret codes are being cracked by amateurs using AI (https://www.nature.com/articles/d41586-026-03338-y)
- Daily Mail: Napoleon's code cracked after 217 years using AI (https://www.dailymail.com/sciencetech/article-16177883/Napoleon-code-cracked-217-years-AI.html)
- The Telegraph: Napoleon's 217-year-old coded message 'cracked by AI' (https://www.telegraph.co.uk/business/2026/10/01/napoleons-200-year-old-coded-message-cracked-by-ai/)
- LiveScience: 'A kind of Rosetta Stone': AI decodes 217-year-old secret letter ordered by Napoleon (https://www.livescience.com/technology/artificial-intelligence/a-kind-of-rosetta-stone-ai-decodes-217-year-old-secret-letter-ordered-by-napoleon)
- New York Post: Napoleon's secret code deciphered after 217 years using AI (https://nypost.com/2026/10/02/science/napoleons-secret-code-deciphered-after-217-years-using-ai/)
- Euronews: AI decodes 217-year-old Napoleonic letter in 6 hours (https://www.euronews.com/2026/10/02/ai-decodes-217-year-old-napoleonic-letter-in-6-hours)
- The Daily Beast: Napoleon's Secret Code Is Cracked After 200 Years (https://www.thedailybeast.com/napoleons-secret-code-is-cracked-after-200-years/)
- CTech by Calcalist: SentinelOne AI researcher uses GPT-6 Astra to crack Napoleon cipher after 217 years (https://www.calcalistech.com/ctechnews/article/h1dthf69mg)
- All That's Interesting: This Cipher That Napoleon Used Went Unsolved For 217 Years. ChatGPT Just Solved It In Six Hours (https://allthatsinteresting.com/napoleon-cipher-decoded)
- Tom's Hardware: ChatGPT-6 Astra cracks 217-year-old Napoleonic code in just six hours (https://www.tomshardware.com/tech-industry/artificial-intelligence/chatgpt-6-astra-cracks-217-year-old-napoleonic-code-in-just-six-hours-single-prompt-ai-run-solves-24-rows-of-custom-symbols-from-a-single-image-reveals-lost-troop-orders)
- GB News: Napoleon Bonaparte's letter to general finally cracked after 217 years (https://www.gbnews.com/science/napoleon-bonapartes-letter-cracked-ai-chatgpt6-astra)
- Numerama: Il déchiffre une lettre de 217 ans adressée à un général de Napoléon grâce à l'IA (https://www.numerama.com/tech/2344971-il-dechiffre-une-lettre-de-217-ans-adressee-a-un-general-de-napoleon-grace-a-lia.html) [EN: He deciphers a 217-year-old letter addressed to one of Napoleon's generals, thanks to AI]
- Meduza: Нейросеть GPT-6 Astra расшифровала письмо Наполеона, содержание которого оставалось тайной больше 200 лет (https://meduza.io/feature/2026/10/02/neyroset-gpt-6-astra-rasshifrovala-pismo-napoleona-soderzhanie-kotorogo-ostavalos-taynoy-bolshe-200-let) [EN: The neural network GPT-6 Astra deciphered a letter of Napoleon whose contents remained secret for more than 200 years]
- 36Kr: 刚刚，GPT-6 Astra破解拿破仑百年悬案！217年密信曝光，信息量太大了 (https://36kr.com/p/4007160336027525) [EN: Just now: GPT-6 Astra cracks Napoleon's century-old cold case! The 217-year-old secret letter revealed]
- Hardware Upgrade: GPT-6 Astra decifra dopo 217 anni una lettera segreta di Napoleone (https://www.hwupgrade.it/news/web/gpt-6-astra-decifra-dopo-217-anni-una-lettera-segreta-di-napoleone_160081.html) [EN: GPT-6 Astra deciphers a secret letter of Napoleon after 217 years]
- CNN Brasil: Como o ChatGPT decodificou e o que dizia uma mensagem de guerra de Napoleão escrita há 217 anos (https://www.cnnbrasil.com.br/curiosidades/como-o-chatgpt-decodificou-e-o-que-dizia-uma-mensagem-de-guerra-de-napoleao-escrita-ha-217-anos/) [EN: How ChatGPT decoded a war message from Napoleon written 217 years ago, and what it said]
- Morski.hr: VELIKO OTKRIĆE Umjetna inteligencija za 6 sati dešifrirala tajno Napoleonovo pismo poslano u Dalmaciju: 'Ne dajte da vas zastraši okupljena svjetina!' (https://www.morski.hr/veliko-otkrice-umjetna-inteligencija-za-6-sati-desifrirala-tajno-napoleonovo-pismo-poslano-u-dalmaciju-ne-dajte-da-vas-zastrasi-okupljena-svjetina/) [EN: GREAT DISCOVERY: AI deciphers in 6 hours a secret Napoleonic letter sent to Dalmatia: 'Don't let the gathered rabble intimidate you!']

### Cited by

- Cryptiana: Codebreaking with AI (https://cryptiana.web.fc2.com/code/ai.htm)
- Schneier on Security: Another Historic Cipher Falls to AI (https://www.schneier.com/blog/archives/2026/10/another-historic-cipher-falls-to-ai.html)
- Res Obscura: Using Opus 5.5 to discover a new eyewitness record of the dodo (https://resobscura.substack.com/p/using-opus-55-to-discover-a-new-eyewitness)
- Sabine Hossenfelder: An Alien Signal, Napoleon's Code, Microsoft's Qubits, and the Physics Nobel Prize (https://sabine.beehiiv.com/p/an-alien-signal-napoleon-s-code-microsoft-s-qubits-and-the-physics-nobel-prize)
- Cow-Shed: Napoleon's Cipher: What an AI Codebreak Actually Shows (https://www.cow-shed.com/blog/napoleons-cipher-what-an-ai-codebreak-actually-shows)

### Complete archive

- France 24 (AFP): ‘Mixed feelings’: AI cracks centuries-old ciphers (https://www.france24.com/en/live-news/20261016-mixed-feelings-ai-cracks-centuries-old-ciphers)
- The New York Sun: AI Decodes Napoleon's Secret Battlefield Message After 217 Years (https://www.nysun.com/article/ai-decodes-napoleons-secret-battlefield-message-after-217-years)
- Newser: AI Takes Napoleon's Code Apart in Just 6 Hours (https://www.newser.com/story/397473/ai-cracks-217-year-old-napoleon-cipher.html)
- AOL: Napoleon's 217-year-old coded message 'cracked by AI' (https://www.aol.com/articles/napoleon-217-old-coded-message-131452000.html)
- Yahoo Tech: Napoleon's 217-year-old coded message 'cracked by AI' (https://tech.yahoo.com/ai/chatgpt/articles/napoleon-217-old-coded-message-131452147.html)
- Yahoo Tech: AI decodes 217-year-old secret letter ordered by Napoleon (https://tech.yahoo.com/ai/chatgpt/articles/ai-decodes-217-old-secret-103000904.html)
- Yahoo Tech: AI Deciphers Napoleon's Secret Letter in 6 Hours (https://tech.yahoo.com/ai/chatgpt/articles/ai-deciphers-napoleons-secret-letter-192853273.html)
- Generative AI: ChatGPT cracked a 217-year-old secret letter (https://newsletter.genai.works/p/chatgpt-cracked-a-217-year-old-secret-letter)
- TweakTown: GPT-6 Astra deciphers a Napoleonic military cipher left unread for 217 years (https://www.tweaktown.com/news/113886/gpt-6-astra-deciphers-a-napoleonic-military-cipher-left-unread-for-217-years/index.html)
- Smore Science: AI Decodes 217-Year-Old Secret Letter that Napoleon Sent to his Generals (https://www.smorescience.com/science-news-1357/)
- ADS Data Works: Some Cypher Breaking For Today! AI Cracks Napoleon's 217-Year-Old Cipher (https://stanguinn.substack.com/p/some-cypher-breaking-for-today)
- 36Kr Global: GPT-6 Astra Just Solved Napoleon's Century-Old Unsolved Mystery (https://eu.36kr.com/en/p/4007160336027525)
- 24 heures: Un code secret de Napoléon résisté 217 ans déchiffré en 6 heures par une IA (https://www.24heures.ch/napoleon-une-ia-dechiffre-un-code-secret-vieux-de-217-ans-571799513551)
- 20 minutes: Code de Napoléon Bonaparte déchiffré après 217 ans grâce à l'intelligence artificielle (https://www.20min.ch/fr/story/enfin-dechiffre-l-ia-casse-un-code-de-napoleon-vieux-de-103643400)
- t-online: Nach 217 Jahren: ChatGPT Astra entschlüsselt alten Napoleon-Brief (https://www.t-online.de/digital/aktuelles/id_101462720/nach-217-jahren-chatgpt-astra-entschluesselt-alten-napoleon-brief.html)
- t3n: GPT-6 Astra: KI knackt verschlüsselten Brief von Napoleon (https://t3n.de/news/entwickler-entschluesselt-ki-napoleon-brief-1766406/)
- Finanznachrichten: Entwickler entschlüsselt mithilfe von KI einen Napoleon-Brief (https://www.finanznachrichten.de/nachrichten-2026-10/69744977-entwickler-entschluesselt-mithilfe-von-ki-einen-verschluesselten-napoleon-brief-397.htm)
- WinFuture: Code-Knacker: KI macht Napoleon-Brief nach 217 Jahren erstmals lesbar (https://winfuture.de/news,161728.html)
- Watson: Nach 217 Jahren: ChatGPT Astra entschlüsselt alten Napoleon-Brief (https://www.watson.ch/wissen/digital/127292331-nach-217-jahren-chatgpt-astra-entschluesselt-alten-napoleon-brief)
- Euronews DE: KI entschlüsselt 217 Jahre alten Napoleons-Brief in sechs Stunden (https://de.euronews.com/2026/10/02/ki-entschlusselt-217-jahre-alten-napoleons-brief-in-sechs-stunden)
- elDiario.es: La IA descifra una carta codificada enviada por orden de Napoleón y escrita hace 217 años (https://www.eldiario.es/spin/ia-descifra-carta-codificada-enviada-orden-napoleon-escrita-217-anos-pm_1_13565908.html)
- Crónica del Henares: La IA descifra una carta secreta de Napoleón de 1809 (https://www.cronicadelhenares.com/2026/10/ia-descifra-carta-cifrada-napoleon-1809-marmont.html)
- Microsiervos: GPT-6 Astra descifra otro secreto: un correo de Napoleón (https://www.microsiervos.com/archivo/seguridad/gpt-6-astra-descifra-otro-secreto-correo-napoleon.html)
- Euronews ES: Una IA descifra en 6 horas una carta napoleónica de hace 217 años (https://es.euronews.com/2026/10/02/una-ia-descifra-en-6-horas-una-carta-napoleonica-de-hace-217-anos)
- La Nación: Chat GPT descifra una carta de guerra de Napoleón de 1809 (https://www.nacion.com/ciencia/chat-gpt-descrifra-una-carta-de-guerra-de-napoleon/QTZSFMXSDVE7FHNMDMH65OZSTU/story/)
- Los Andes: En solo 6 horas, la IA descifró una carta encriptada de 217 años: contenía las órdenes secretas de Napoleón a un general aislado (https://losandes.com.ar/mundo/en-solo-6-horas-la-ia-descifro-una-carta-encriptada-217-anos-contenia-las-ordenes-secretas-napoleon-un-general-aislado-n6009176)
- El Tiempo: La IA logró descifrar un código oculto escrito por Napoleón hace 217 años: 'No se deje intimidar por unas pocas tropas o por una reunión de chusma' (https://www.eltiempo.com/cultura/gente/la-ia-logro-descifrar-un-codigo-oculto-escrito-por-napoleon-hace-217-anos-no-se-deje-intimidar-por-unas-pocas-tropas-o-por-una-reunion-de-chusma-3591293)
- Metrópoles: Carta de 1809 da era Napoleão é decifrada com ajuda do ChatGPT (https://www.metropoles.com/ciencia/carta-de-1809-da-era-napoleao-e-decifrada-com-ajuda-do-chatgpt)
- ZAP Notícias: Uma carta cifrada por ordem de Napoleão ficou 217 anos por ler. A IA demorou 6 horas a fazê-lo (https://zap.aeiou.pt/uma-carta-cifrada-por-ordem-de-napoleao-ficou-217-anos-por-ler-a-ia-abriu-a-finalmente-767739)
- Aventuras na História: ChatGPT decifra texto de Napoleão para um general durante guerra (https://aventurasnahistoria.com.br/noticias/historia-hoje/chatgpt-decifra-texto-de-napoleao-para-um-general-durante-guerra.phtml)
- Euronews PT: IA decifra carta napoleónica de 217 anos em seis horas (https://pt.euronews.com/2026/10/02/ia-decifra-carta-napoleonica-de-217-anos-em-seis-horas)
- RMF24: AI złamała napoleoński szyfr sprzed 217 lat. Wystarczyło sześć godzin (https://www.rmf24.pl/fakty/nauka/news-ai-zlamala-napoleonski-szyfr-sprzed-217-lat-wystarczylo-szes,nIdn,1020213)
- Android.com.pl: Napoleon zostawił tę tajemnicę na 217 lat. GPT-6 Astra w końcu ją odkodował (https://android.com.pl/tech/1091655-ai-zlamalo-tajemnice-napoleona/)
- Index.hu: Hat óra alatt fejtette meg azt, amit 217 évig senki (https://index.hu/tudomany/2026/10/02/napoleon-level-mesterseges-intelligencia-ai-dekodolas-megfejtes/)
- 24.hu: Megfejtették Napóleon titkosírását (https://24.hu/tech/2026/10/02/napoleon-titkosiras-rejtjel-megfejtese/)
- Múlt-kor: Mesterséges intelligencia fejtette meg Napóleon titkosított levelét (https://mult-kor.hu/mesterseges-intelligencia-fejtette-meg-napoleon-titkositott-levelet-20261002)
- HVG: 217 éven át senki sem tudta megfejteni Napóleon titkos parancsait, a ChatGPT 6 óra alatt feltörte (https://hvg.hu/tudomany/20261005_napoleon-titkos-uzenet-level-kodfejtes-chatgpt-astra-gpt-6)
- PCW Plus: 217 éve nem tudták elolvasni Napóleon titkos üzenetét, az AI hat óra alatt megfejtette (https://www.pcwplus.hu/pcwlite/217-eve-nem-tudtak-elolvasni-napoleon-titkos-uzenetet-az-ai-hat-ora-alatt-megfejtette-389013.html)
- Raketa: Hat óra alatt fejtette meg az AI a 217 éves titkosított levelet, mely Napóleon parancsait rejtette (https://raketa.hu/217-eves-titkositott-level-napoleon-astra-ai-modell-feltores/)
- Zajtra.sk: Napoleonský šifrovaný list z roku 1809 rozlúštila AI za šesť hodín (https://www.zajtra.sk/napoleonsky-sifrovany-list-cakal-217-rokov-ai-ho-rozlustila-za-sest-hodin/)
- Adevărul: Misterul unei scrisori secrete a lui Napoleon, descifrat de Inteligența Artificială după 217 ani (https://adevarul.ro/stil-de-viata/magazin/misterul-unei-scrisori-secrete-a-lui-napoleon-2561741.html)
- Știrile ProTV: Un bărbat a spart cu IA codul secret al lui Napoleon dintr-o scrisoare veche de 217 ani. Ce scrie în document (https://stirileprotv.ro/divers/inteligenta-artificiala-a-spart-codul-secret-al-lui-napoleon-dintr-o-scrisoare-veche-de-217-ani-ce-scrie-in-document.html)
- Mediafax: O scrisoare militară trimisă la ordinul lui Napoleon, descifrată după 217 ani. Codul, spart de GPT-6 Astra (https://www.mediafax.ro/life-inedit/o-scrisoare-militara-trimisa-la-ordinul-lui-napoleon-descifrata-dupa-217-ani-codul-spart-de-gpt-6-astra-23818717)
- Novi list: AI dešifrirao Napoleonovu šifru staru više od 200 godina (https://novilist.hr/ostalo/sci-tech/tehnologija/ai-desifrirao-napoleonovu-sifru-staru-vise-od-200-godina-trebalo-mu-je-sest-sati)
- N1 Slovenija: S ChatGPT razrešil Napoleonovo šifro in razkril vsebino 217 let starega pisma (https://n1info.si/magazin/s-chatgpt-razresil-napoleonovo-sifro-in-razkril-vsebino-217-let-starega-pisma)
- Slovenske novice: Umetna inteligenca v šestih urah razvozlala 217 let staro Napoleonovo šifro (https://slovenskenovice.delo.si/novice/svet/umetna-inteligenca-v-sestih-urah-razvozlala-217-let-staro-napoleonovo-sifro)
- Dnevnik.hr: AI dešifrirao vojno pismo iz Napoleonova doba: Spominje se i Dalmacija (https://dnevnik.hr/vijesti/svijet/ai-desifrirao-vojnu-sifru-iz-napoleonova-doba-za-sest-sati---1005389.html)
- Index.hr: AI za 6 sati riješio šifru iz Napoleonova doba (https://www.index.hr/vijesti/clanak/ai-desifrirao-vojnu-sifru-iz-napoleonova-doba/2841581.aspx)
- Kurir: Posle dva veka rešena Napoleonova šifra (https://www.kurir.rs/techvision/ai/10122591/napoleonovo-pismo-tajna-otkrivena-modernom-tehnologijom)
- Večernje novosti: Dešifrovana Napoleonova vojna tajna (https://www.novosti.rs/panorama/vesti/1655492/200-godina-niko-nije-mogao-procita-uradio-6-sati-desifrovana-napoleonova-vojna-tajna)
- Fakti.bg: ИИ разчете 217-годишно шифровано писмо на Наполеон (https://fakti.bg/life/1085533-ii-razchete-217-godishno-shifrovano-pismo-na-napoleon-do-general-marmon)
- БТА: Изкуствен интелект дешифрира тайно писмо на Наполеон до маршал Мармон от 1809 г. (https://www.bta.bg/bg/news/lik/1216657-izkustven-intelekt-deshifrira-tayno-pismo-na-napoleon-do-marshal-marmon-ot-1809)
- 24 часа: Изкуствен интелект разшифрова 217-годишно криптирано писмо, поръчано от Наполеон (https://www.24chasa.bg/mezhdunarodni/article/23664878)
- bTV Новините: През 1809 г. Наполеон Бонапарт изпраща кодирано съобщение до своя генерал на Балканите. То остава неразчетено 217 години (https://btvnovinite.bg/svetut/prez-1809-g-napoleon-bonapart-izprashta-kodirano-saobshtenie-do-svoja-general-na-balkanite-to-ostava-nerazcheteno-217-godini.html)
- HiComm: ChatGPT-6 Astra разгада 217-годишен наполеонов код само за шест часа (https://hicomm.bg/news/chatgpt-6-astra-razgada-217-godishen-napoleonov-kod-samo-za-shest-chasa.html)
- Cumhuriyet: Napolyon'un 217 yıllık sırrını yapay zeka çözdü (https://www.cumhuriyet.com.tr/dunya/napolyon-un-217-yillik-sirrini-yapay-zeka-cozdu-2543850)
- CHIP Online: Napolyon'un 217 yıllık gizli mektubunu yapay zeka çözdü (https://www.chip.com.tr/guncel/napolyonun-217-yillik-gizli-mektubunu-yapay-zeka-cozdu_184327.html)
- Al Jazeera: صمدت قرنين ثم انهارت في 6 ساعات.. الذكاء الاصطناعي يفك رسالة مشفرة لجنرالات نابليون (https://www.aljazeera.net/misc/2026/10/5/%D8%A7%D9%84%D8%B0%D9%83%D8%A7%D8%A1-%D8%A7%D9%84%D8%A7%D8%B5%D8%B7%D9%86%D8%A7%D8%B9%D9%8A-%D9%8A%D9%81%D9%83-%D8%B4%D9%81%D8%B1%D8%A9-%D9%84%D9%86%D8%A7%D8%A8%D9%84%D9%8A%D9%88%D9%86)
- Sky News Arabia: في 6 ساعات.. الذكاء الاصطناعي يفك لغز "رسالة نابليون الغامضة" بعد 217 عاما (https://www.skynewsarabia.com/technology/1895938-%D8%A7%D9%84%D8%B0%D9%83%D8%A7%D8%A1-%D8%A7%D9%84%D8%A7%D8%B5%D8%B7%D9%86%D8%A7%D8%B9%D9%8A-%D9%8A%D9%81%D9%83-%D9%84%D8%BA%D8%B2-%D8%B1%D8%B3%D8%A7%D9%84%D8%A9-%D9%86%D8%A7%D8%A8%D9%84%D9%8A%D9%88%D9%86-217-%D8%B9%D8%A7%D9%85%D8%A7)
- Iraqi News: ‘Mixed feelings’: AI cracks centuries-old ciphers (https://www.iraqinews.com/tech/mixed-feelings-ai-cracks-centuries-old-ciphers/)
- RBC-Ukraine: AI cracks Napoleon's secret cipher in just six hours (https://newsukraine.rbc.ua/news/ai-cracks-napoleon-s-secret-cipher-in-just-1790968246.html)
- Korrespondent.net: GPT-6 Astra розшифрував таємничий лист Наполеона (https://ua.korrespondent.net/tech/science/4917771-GPT-6-Astra-rozshyfruvav-taiemnychyi-lyst-napoleona)
- dev.ua: Astra розшифрувала лист 1809-го року (https://dev.ua/en/news/astra-rozshyfruvala-lyst-1809-ho-roku-1790927012)
- УНИАН: Нейросеть GPT-6 Astra за шесть часов взломала шифр Наполеона (https://www.unian.net/techno/neiroseti/ii-rasshifroval-sekretnoe-poslanie-napoleona-kotoromu-bolee-200-let-13516857.html)
- Обозреватель: ШІ розшифрував таємний лист Наполеона (https://www.obozrevatel.com/section-novosti-obschestvo/news-shi-rozshyfruvav-tayemnyy-lyst-napoleona-yakyy-buv-zahadkoyu-dva-stolittya-pro-shcho-tam-yshlosya-foto-02-10-2026.html)
- Gazeta.ua: ИИ расшифровал 217-летний военный шифр времен Наполеона (https://gazeta.ua/ru/articles/world-life/_ii-rasshifroval-217letnij-voennyj-shifr-vremen-napoleona/1259581)
- Nasha Niva: AI deciphered Napoleon's letter that remained a mystery for 217 years (https://nashaniva.com/amp/en/405897)
- Grodno24: ИИ расшифровал послание Наполеона, считавшееся загадкой 217 лет (https://grodno24.com/2026/10/ii-rasshifroval-poslanie-napoleona-schitavsheesya-zagadkoj-217-let-%C2%A0.html)
- Naked Science: GPT-6 Astra расшифровала письмо наполеоновской эпохи (https://naked-science.ru/community/1219605)
- iXBT: GPT-6 Astra за шесть часов разгадала 217-летний секретный шифр (https://www.ixbt.com/news/2026/10/01/439589-gpt-6-astra-za-sest-casov-razgadala-217-letnii-sekretnyi-sifr-vremen-napoleona.html)
- Habr: С помощью GPT-6 Astra расшифровано письмо Наполеоновских времён, которое не могли прочитать 217 лет (https://habr.com/ru/publications/1089450/)
- Сноб: ИИ расшифровал послание Наполеона, над которым учёные работали 217 лет (https://snob.ru/news/ii-gpt-6-astra-rasshifroval-poslanie-napoleona-kotoroe-uchenye-issledovali-217-let/)
- Sostav: OpenAI расшифровал письмо Наполеона (https://www.sostav.ru/publication/ii-rasshifroval-zakodirovannoe-pismo-napoleona-87388.html)
- Kod.ru: GPT-6 Astra расшифровала секретный приказ Наполеона (https://kod.ru/gpt-6-astra-rasshifrovala-shifr-napoleona)
- Журнал Код: GPT-6 Astra взломала шифр времен Наполеона (https://thecode.media/gpt-6-astra-vzlomala-shifr-vremen-napoleona-vozrastom-bolee-200-let/)
- Artifex: ИИ расшифровал зашифрованное письмо Наполеона 1809 года (https://artifex.ru/news/3618.html)
- MenToday: ChatGPT Astra расшифровала письмо эпохи Наполеона (https://www.mentoday.ru/life/news/02-10-2026/chatgpt-astra-rasshifrovala-pismo-epohi-napoleona-ego-ne-mogli-prochest-200-let-a-ii-spravilsya-za-neskolko-chasov/)
- Лайфхакер: GPT-6 Astra расшифровала секретное письмо Наполеона (https://lifehacker.ru/gpt-6-astra-rasshifrovala-sekretnoe-pismo-napoleona/)
- Фонтанка: GPT-6 Astra расшифровала секретное письмо времен Наполеона (https://www.fontanka.ru/2026/10/01/76673810/)
- News.ru: GPT-6 Astra расшифровала письмо Наполеона генералу Мармону (https://news.ru/world/pismo-napoleona-prochitali-s-pomoshyu-nejroseti)
- TechInsider: ИИ взломал шифр Наполеона и прочитал секретное послание (https://www.techinsider.ru/news/news-1746473-ii-vzlomal-shifr-napoleona-i-prochital-sekretnoe-poslanie-217-letnei-davnosti/)
- Профиль: Загадка длиной в 217 лет решена (https://profile.ru/news/society/zagadka-dlinoj-v-217-let-reshena-nejroset-razgadala-sekretnyj-shifr-vremen-napoleona-1908100/)
- Amic.ru: ИИ расшифровал секретное послание Наполеона спустя 217 лет (https://www.amic.ru/news/ii-rasshifroval-sekretnoe-poslanie-napoleona-spustya-217-let-593663)
- VGTimes: GPT-6 Astra Decodes Napoleon's 1809 Letter After 217 Years (https://vgtimes.com/tech-and-hardware/169665-gpt-6-astra-decodes-napoleons-1809-letter-after-217-years.html)
- AzerNews: GPT-6 Astra deciphers Napoleon's 217-year-old secret message (https://www.azernews.az/region/264838.html)
- Zamin.uz: Artificial intelligence deciphers secret code from the Napoleon era (https://zamin.uz/en/technology/223282-artificial-intelligence-deciphers-secret-code-from-the-napoleon-era.html)
- Almaty.tv: Невероятно, но факт: ИИ расшифровал закодированное послание Наполеона (https://almaty.tv/ru/news/v-mire/neveroatno-no-fakt-ii-rassifroval-zakodirovannoe-poslanie-napoleona)
- Indian Defence Review: Napoleon's Mysterious 1809 Letter Has Been Decoded After More Than Two Centuries (https://indiandefencereview.com/napoleons-mysterious-1809-letter-decoded/)
- NetEase 网易: AI破译拿破仑217年前密信，揭示战争前夕军队调动详情 (https://www.163.com/dy/article/L88KA8C30514R9OJ.html)
- Phoenix 凤凰网: 尘封217年的拿破仑密信，被GPT-6 Astra用6小时解开 (https://news.ifeng.com/c/8wtSD3ICBHa)
- Sina 新浪: 217年无人能解的拿破仑密信，被AI在6小时内破译 (https://k.sina.cn/article_5952915720_162d2490806704xpuc.html)
- 21财经: OpenAI GPT-6 Astra破解拿破仑1809年密信，揭示217年前军事部署 (https://m.21jingji.com/article/20261004/herald/5eeedfc02bc2d4c5ac031a843443f7b5.html)
- Anue 銸亨網: 剛剛，GPT-6 Astra破解217年拿破崙密信！6個小時，炸裂AI圈！ (https://hao.cnyes.com/post/270676)
- TechNews 科技新報: AI 破解 217 年懸案，GPT-6 Astra 6 小時解開拿破崙時代軍事密函 (https://technews.tw/2026/10/05/chatgpt-6-astra-cracks-217-year-old-napoleonic-code-in-just-six-hours)
- Taipei Times: Artificial intelligence cracks centuries-old ciphers (https://www.taipeitimes.com/News/world/archives/2026/10/17/2003866143)
- AI Times: GPT-6 아스트라, 217년 된 나폴레옹 암호 6시간 만에 해독 (https://www.aitimes.com/news/articleView.html?idxno=215961)
- ビジネス+IT: OpenAIのGPT-6 Astraが217年間未解読だったナポレオンの暗号書簡を解読 1809年オーストリアとの開戦前のフランス軍の部隊配置が記載 (https://www.sbbit.jp/article/cont1/187298)
- Yahoo!ニュース: OpenAIのGPT-6 Astraが217年間未解読だったナポレオンの暗号書簡を解読 (https://news.yahoo.co.jp/articles/a9659b961a29ed5123b45ede2cdac1edaafec7ed)
- カラパイア: ナポレオンの暗号文を最新AIが217年ぶりに解読、開戦直前の極秘報告だった (https://karapaia.com/archives/631902.html)
- Dân trí: Bức thư bí ẩn của Napoléon lần đầu được giải mật sau 217 năm (https://dantri.com.vn/the-gioi/buc-thu-bi-an-cua-napoleon-lan-dau-duoc-giai-mat-sau-217-nam-20261002090637956.htm)
- Genk: Bức thư mật của Napoleon được GPT-6 Astra giải mã trong vòng 6 giờ (https://genk.vn/buc-thu-mat-cua-napoleon-duoc-niem-phong-suot-217-nam-da-duoc-gpt-6-astra-giai-ma-trong-vong-6-gio-165261002101855238.chn)
- VnExpress International: ‘Mixed feelings’: AI cracks centuries-old ciphers (https://e.vnexpress.net/news/world/mixed-feelings-ai-cracks-centuries-old-ciphers-5133094.html)
- Bangkok Post: ‘Mixed feelings’: AI cracks centuries-old ciphers (https://www.bangkokpost.com/world/3338149/mixed-feelings-ai-cracks-centuriesold-ciphers)
- The Star: ‘Mixed feelings’: AI cracks centuries-old cyphers (https://www.thestar.com.my/tech/tech-news/2026/10/16/039mixed-feelings039-ai-cracks-centuries-old-cyphers)
- Malay Mail: AI cracks Napoleon’s 200-year-old secret code in just six hours (https://www.malaymail.com/news/tech-gadgets/2026/10/16/ai-cracks-napoleons-200-year-old-secret-code-in-just-six-hours/239301)