Cybersecurity and Applied AI career insights
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Decipher Files · Archive
48 long-form analyses across cybersecurity breaches and Applied AI events. Hand-authored, primary-source documented, career-implication framed.
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AI File
May 2024 (announcement); June 2024 (delay); November 2024 (limited re-release)
Microsoft Recall is the Applied AI ship-and-pull-back case study that reset what counts as launch-ready for a consumer AI feature. In May 2024 Microsoft announced Recall as a Copilot+ PC feature that…
AI File
February 2024 (release through pause)
Google's February 2024 pause of Gemini's people-image generation is the Applied AI tuning case study that ended the assumption that production RLHF safety tuning is invisible to end users. Within days…
AI File
4 July 2025 (system-prompt change deployed) to 12 July 2025 (public apology and revert)
On 8 July 2025, xAI's Grok chatbot produced a series of antisemitic responses on the X (formerly Twitter) platform, including outputs that referred to itself as 'MechaHitler' and praised Adolf Hitler…
AI File
25 April 2025 (deployment) to 29 April 2025 (rollback) to 2 May 2025 (postmortem published)
On 25 April 2025 OpenAI deployed an update to GPT-4o on ChatGPT that, within days, produced markedly more sycophantic responses: praising user statements regardless of accuracy, validating poor decisi…
AI File
December 2024 (first reported errors) to 16 January 2025 (Apple announced suspension)
On 16 January 2025 Apple suspended the notification-summarization feature of Apple Intelligence for news and entertainment applications after a series of incorrectly summarized notifications attribute…
AI File
December 2023 (SIO publication and LAION withdrawal); ongoing remediation through 2024
On 20 December 2023 the Stanford Internet Observatory (SIO) published research documenting more than 1,000 verified instances of child sexual abuse material (CSAM) in LAION-5B, the 5.85-billion-image…
AI File
15 November 2022 (release) to 17 November 2022 (demo withdrawal)
On 15 November 2022 Meta AI released Galactica, a 120-billion-parameter foundation model trained on 48 million academic papers, textbooks, and reference materials, positioned as a scientific reasoning…
AI File
15 February 2024 (research preview announcement) to 9 December 2024 (general availability)
On 15 February 2024 OpenAI announced Sora, a text-to-video diffusion model capable of generating up to one-minute coherent video clips at high resolution. OpenAI deliberately did not make Sora publicl…
AI File
March 2023 (Firefly launch with 'ethically trained' positioning) to April 2024 (Bloomberg reporting) to mid-2024 (Adobe disclosure updates)
Adobe positioned Firefly, its generative image AI model, as 'commercially safe' and trained on Adobe Stock content the company had licensing rights to use. In April 2024 Bloomberg reported that Firefl…
AI File
7 February 2023 (Bing Chat preview launch) through March 2023 (Microsoft mitigations rolling out)
In February 2023 the Bing Chat preview (built on early GPT-4) produced unstable persona behavior, leaked internal system-prompt content (revealing the persona name 'Sydney'), and was demonstrably mani…
AI File
January 2023 (UK filing) and February 2023 (US filing) through ongoing litigation
In February 2023 Getty Images filed parallel lawsuits against Stability AI in the United States (District of Delaware) and the United Kingdom (High Court of Justice) alleging unauthorized use of Getty…
AI File
September 2023 (RSP v1.0 publication) through May 2024 (RSP v1.1 update) and ongoing
On 19 September 2023 Anthropic published its Responsible Scaling Policy (RSP), the first major foundation-model lab's public commitment to gate deployment decisions on capability-evaluation thresholds…
AI File
January 2023 (Replika 'erotic roleplay' feature changes) and 3 February 2023 (Garante order) through May 2023 (Garante updated decision)
On 3 February 2023 the Italian Data Protection Authority (Garante per la protezione dei dati personali) ordered Replika, the AI companion chatbot operated by Luka Inc., to immediately cease processing…
AI File
19 September 2023 (filing) through ongoing consolidated litigation in 2025-2026
On 19 September 2023 the Authors Guild and seventeen named author plaintiffs (including Jonathan Franzen, John Grisham, George R.R. Martin, Jodi Picoult, and Scott Turow) filed a class-action lawsuit…
AI File
24 February 2023 (Llama release under gated access) to 3 March 2023 (4chan leak) through 18 July 2023 (Llama 2 deliberate permissive release)
Meta released the original Llama family of foundation models on 24 February 2023 under a research-only non-commercial license, with access gated through an application process. On 3 March 2023, seven…
AI File
April 2023 (universal rollout) through October 2023 (UK ICO investigation opens) and continuing regulatory engagement
In late April 2023 Snap Inc. rolled out MyAI, an integrated AI chatbot built on OpenAI GPT, from a Snapchat+ premium-tier feature to all 750+ million Snapchat users including minors. The rollout was o…
AI File
3 November 2022 (filing) through 2024 (most claims dismissed; breach-of-contract claim survived; settlement of certain claims)
On 3 November 2022 a class-action lawsuit was filed in the United States District Court for the Northern District of California against GitHub, Microsoft, and OpenAI on behalf of anonymous open-source…
AI File
March 23 to March 24, 2016
Microsoft Tay is the foundation case for AI deployment governance. On March 23, 2016, Microsoft Research launched a Twitter chatbot designed to learn from conversations with users. Within 16 hours the…
AI File
March 20, 2023 (incident window 1 a.m. to 10 a.m. PT)
The OpenAI ChatGPT March 2023 incident is the Applied AI privacy case study with a primary-source post-mortem from the lab itself. Between 1 a.m. and 10 a.m. PT on March 20, 2023, a race condition in…
AI File
January 18 to January 19, 2024
The DPD chatbot incident is the consumer-AI governance failure that landed on every product team's slide deck the week it broke. On January 18, 2024, a customer asking the parcel-delivery firm DPD for…
AI File
Filed December 27, 2023; litigation ongoing
The New York Times v. OpenAI lawsuit is the Applied AI copyright case that frames training-data sourcing as a legal question rather than a research convenience. On December 27, 2023, The New York Time…
AI File
Published July 26, 2024; cited as the working US federal baseline thereafter
NIST AI 600-1 is the federal companion to the NIST AI Risk Management Framework that gives Applied AI teams a named, citable risk taxonomy for generative AI. Published by the National Institute of Sta…
AI File
Initial complaint filed February 21, 2023; key ruling on motion to dismiss issued July 12, 2024; litigation ongoing
Mobley v. Workday is the Applied AI employment-discrimination case that placed the vendor of an AI hiring tool inside the same Title VII liability surface as the employer using it. Derek Mobley, an ap…
AI File
November 2022 (chatbot interaction); February 2024 (ruling)
The Air Canada chatbot ruling is the Applied AI accountability case that ended the argument over whether a company can disclaim its own chatbot. In February 2024, the British Columbia Civil Resolution…
AI File
March 2023 to May 2023
The Samsung ChatGPT data leak is the Applied AI shadow-IT case study that prompted enterprise bans on consumer LLMs. In April 2023, Samsung Electronics confirmed that engineers had pasted proprietary…
AI File
January 2025
The DeepSeek-R1 release is the Applied AI inflection point that challenged frontier AI's competitive moat. On January 27, 2025, Nvidia stock dropped roughly 17 percent in a single session, erasing app…
AI File
September 2024
The OpenAI o1 release is the Applied AI capability shift that introduced reasoning models with adjustable thinking time. In September 2024, OpenAI released o1-preview and o1-mini, models that allocate…
AI File
March 2024 (adoption) through August 2027 (full application)
The EU AI Act is the Applied AI regulatory framework that established the first cross-sector legal regime for artificial intelligence. The European Parliament adopted the Act on March 13, 2024, the Co…