https://imadethisup.org/blog Short, sourced notes on synthetic media, case analyses, research summaries, and policy explainers from the editorial team at imadethisup.org. A public-education project of Global Cyber Institute, Inc. (501(c)(3), EIN 84-2148770). en-us Editorial content licensed CC BY-NC 4.0, Global Cyber Institute, Inc. Sun, 30 Aug 2026 12:00:00 GMT Sun, 30 Aug 2026 12:00:00 GMT 1440 scripts/build-feed.mjs info@imadethisup.org (imadethisup.org Editorial) info@imadethisup.org (imadethisup.org Editorial) https://imadethisup.org/assets/og/default.svg https://imadethisup.org/ https://imadethisup.org/blog/how-robust-is-invisible-watermarking https://imadethisup.org/blog/how-robust-is-invisible-watermarking Sun, 30 Aug 2026 12:00:00 GMT imadethisup.org Editorial Provenance Research on attacking invisible watermarks reveals removal, forgery and detection-degradation are distinct threats. Robustness is conditional, not absolute. https://imadethisup.org/blog/reporting-ncii-to-platforms-what-research-shows https://imadethisup.org/blog/reporting-ncii-to-platforms-what-research-shows Sun, 30 Aug 2026 12:00:00 GMT imadethisup.org Editorial Personal An audit of reporting mechanisms for non-consensual intimate imagery shows different outcomes depending on which platform route victims use. https://imadethisup.org/blog/why-deepfake-impersonation-defeats-detection https://imadethisup.org/blog/why-deepfake-impersonation-defeats-detection Sat, 29 Aug 2026 12:00:00 GMT imadethisup.org Editorial Business Deepfake attacks on executives target decision-making, not media detection. The control that works is procedural verification outside the attack channel. https://imadethisup.org/blog/audio-deepfake-detection-generalization https://imadethisup.org/blog/audio-deepfake-detection-generalization Sat, 29 Aug 2026 12:00:00 GMT imadethisup.org Editorial Research Audio deepfake detectors trained on one set of voice generators often fail on others. What the research says about using detection results in reports. https://imadethisup.org/blog/synthetic-content-research-gaps https://imadethisup.org/blog/synthetic-content-research-gaps Sat, 29 Aug 2026 12:00:00 GMT imadethisup.org Editorial Research The US AI Safety Institute has published specific research gaps in synthetic content mitigation. Here is what it says does not work yet. https://imadethisup.org/blog/eu-ai-act-article-50-penalties https://imadethisup.org/blog/eu-ai-act-article-50-penalties Sat, 29 Aug 2026 12:00:00 GMT imadethisup.org Editorial Law Article 99(4)(g) puts breaches of the AI Act's synthetic-content transparency duties in the EUR 15 million or 3 percent tier. Who enforces, and how fines are set. https://imadethisup.org/blog/what-content-credentials-establish https://imadethisup.org/blog/what-content-credentials-establish Sat, 29 Aug 2026 12:00:00 GMT imadethisup.org Editorial Provenance Content Credentials are signed statements about a file's history, not proof that the depicted events happened. Their absence is uninformative on its own. https://imadethisup.org/blog/deepfake-detectors-on-real-world-deepfakes https://imadethisup.org/blog/deepfake-detectors-on-real-world-deepfakes Sat, 29 Aug 2026 12:00:00 GMT imadethisup.org Editorial Research Deepfake-Eval-2024 tested detectors on deepfakes actually circulating online. Reported AUC fell by 45 to 50 percent against laboratory benchmarks. https://imadethisup.org/blog/eu-ai-act-article-50-deepfake-disclosure https://imadethisup.org/blog/eu-ai-act-article-50-deepfake-disclosure Sat, 29 Aug 2026 12:00:00 GMT imadethisup.org Editorial Law Providers and deployers must mark and disclose AI-generated content under Article 50. Requirements took effect 2 August 2026. https://imadethisup.org/blog/which-cameras-have-certified-content-credentials https://imadethisup.org/blog/which-cameras-have-certified-content-credentials Sat, 29 Aug 2026 12:00:00 GMT imadethisup.org Editorial Provenance The C2PA registry lists seven devices with certified Content Credentials. Which camera makers appear, which haven't, and how you can verify it yourself. https://imadethisup.org/blog/why-detector-scores-do-not-travel https://imadethisup.org/blog/why-detector-scores-do-not-travel Sat, 29 Aug 2026 12:00:00 GMT imadethisup.org Editorial Research Detectors score highly on the benchmark they trained on. Measured performance on generators released later is a different and much weaker number. https://imadethisup.org/blog/reg-s-p-small-firm-data-security https://imadethisup.org/blog/reg-s-p-small-firm-data-security Mon, 15 Jun 2026 12:00:00 GMT imadethisup.org Editorial Business Law The SEC's amended Regulation S-P (Release No. 34-100155) turns a dusty privacy rule into a cybersecurity mandate, written incident response, 30-day customer breach notice, and vendor oversight, with the smaller-firm compliance deadline (June 3, 2026) now here. https://imadethisup.org/blog/ai-ediscovery-in-arbitration https://imadethisup.org/blog/ai-ediscovery-in-arbitration Mon, 15 Jun 2026 12:00:00 GMT imadethisup.org Editorial Law Research TAR has been judicially blessed for over a decade and generative-AI review is now joining the workflow, but the hard part is defending the process: proportionality under FRCP 26, validation by recall and precision, and a human who certifies under Rule 26(g). Da Silva Moore, Rio Tinto, Hyles, Sedona. https://imadethisup.org/blog/ai-governance-from-the-security-chair https://imadethisup.org/blog/ai-governance-from-the-security-chair Mon, 15 Jun 2026 12:00:00 GMT imadethisup.org Editorial Research Business When an organization adopts AI, governance lands on the security chair. The CISO's remit across NIST AI RMF, ISO/IEC 42001, the EU AI Act, deepfake/information-integrity risk, and SEC board reporting. https://imadethisup.org/blog/jams-ai-rules-discovery https://imadethisup.org/blog/jams-ai-rules-discovery Mon, 15 Jun 2026 12:00:00 GMT imadethisup.org Editorial Law Research The JAMS AI Disputes Rules show how to gate AI-touched evidence, secured-environment expert access to models and training data, disclosure of AI use, and proportionality. AAA-ICDR guidance, FRE 901, proposed Rule 707. https://imadethisup.org/blog/ai-tools-attorney-client-privilege https://imadethisup.org/blog/ai-tools-attorney-client-privilege Mon, 15 Jun 2026 12:00:00 GMT imadethisup.org Editorial Law Business Pasting client material into a third-party AI tool can breach confidentiality and waive privilege. What ABA Rule 1.6, Formal Opinion 512, FRE 502, Upjohn, and Hickman require counsel to do. https://imadethisup.org/blog/deepfake-incident-response-plan https://imadethisup.org/blog/deepfake-incident-response-plan Mon, 15 Jun 2026 12:00:00 GMT imadethisup.org Editorial Business Case A checklist-driven incident-response playbook for voice-clone and deepfake incidents at smaller firms, detect, contain, preserve, notify, recover, grounded in NIST SP 800-61, FBI IC3, FinCEN, and CISA guidance. https://imadethisup.org/blog/agentic-ai-accountability-sec https://imadethisup.org/blog/agentic-ai-accountability-sec Mon, 15 Jun 2026 12:00:00 GMT imadethisup.org Editorial Research Law Autonomous AI agents are trading and drafting disclosures with little supervision, so when one breaks the securities laws, who answers? The SEC's "AI washing" enforcement, the scienter gap, and why agency law keeps the firm liable. https://imadethisup.org/blog/ai-hallucination-tax-arbitration https://imadethisup.org/blog/ai-hallucination-tax-arbitration Mon, 15 Jun 2026 12:00:00 GMT imadethisup.org Editorial Law Research A fabricated AI citation is no glitch; it's a self-inflicted breach of the duty of competence that taxes the whole proceeding in sanctions, wasted hours, and lost credibility. Mata, Park v. Kim, ABA Opinion 512, FRCP 11, and the JAMS and AAA-ICDR AI rules. https://imadethisup.org/blog/follow-the-money-ai-fraud https://imadethisup.org/blog/follow-the-money-ai-fraud Mon, 15 Jun 2026 12:00:00 GMT imadethisup.org Editorial Law Business A cloned voice induces the wire and on-chain layering erases the trail, why financial tracing alone no longer proves modern fraud, and the four things investigators and counsel must add. FBI IC3 and FTC figures, FinCEN, Chainalysis. https://imadethisup.org/blog/forensic-neutrals-digital-evidence https://imadethisup.org/blog/forensic-neutrals-digital-evidence Mon, 15 Jun 2026 12:00:00 GMT imadethisup.org Editorial Law Research When adversaries deadlock over whether digital or AI evidence is authentic, courts can appoint a neutral technical authority, a court-appointed expert under FRE 706 or a special master under FRCP 53, whose only client is the record. https://imadethisup.org/blog/white-collar-fraud-investigation https://imadethisup.org/blog/white-collar-fraud-investigation Mon, 15 Jun 2026 12:00:00 GMT imadethisup.org Editorial Case Research Generative AI lets fraudsters fabricate documents, invoices, and voices, and lets investigators be misled by fluent, synthetic artifacts. How curiosity and rigor keep authenticity an inquiry, not an assumption. ACFE, FBI IC3, FinCEN, DOJ ECCP. https://imadethisup.org/blog/deepfake-wire-fraud-real-estate https://imadethisup.org/blog/deepfake-wire-fraud-real-estate Mon, 15 Jun 2026 12:00:00 GMT imadethisup.org Editorial Case Business Voice and video impersonation is hitting title, escrow, and closing workflows. The break point isn't the model; it's the missing out-of-band callback on wiring instructions. FBI IC3 real-estate fraud figures, FinCEN Alert FIN-2024-Alert004, ALTA guidance. https://imadethisup.org/blog/deepfakes-in-family-court-evidence https://imadethisup.org/blog/deepfakes-in-family-court-evidence Mon, 15 Jun 2026 12:00:00 GMT imadethisup.org Editorial Law Research In custody court a fabricated clip lands before anyone proves it fake, but Federal Rules of Evidence 901 and 902, used affirmatively, put the authentication burden back where it belongs. Proposed Rule 707; NCSL deepfake legislation tracker. https://imadethisup.org/blog/authenticating-ai-evidence-rule-901 https://imadethisup.org/blog/authenticating-ai-evidence-rule-901 Mon, 15 Jun 2026 12:00:00 GMT imadethisup.org Editorial Law Academic Rule 901's lenient authentication gate met its match in generative AI, a look at 901(b)(9), 902(13)-(14), the Grimm-Grossman and Delfino 901(c) proposals, proposed Rule 707, and what litigators should do now. https://imadethisup.org/blog/deepfakes-workplace-harassment https://imadethisup.org/blog/deepfakes-workplace-harassment Mon, 15 Jun 2026 12:00:00 GMT imadethisup.org Editorial Law Personal Synthetic intimate imagery of a coworker is a workplace event, not a private one, and Title VII reaches conduct that never happened at the office. Muldrow v. City of St. Louis; TAKE IT DOWN Act; a practical employer response plan. https://imadethisup.org/blog/ai-metadata-hallucination https://imadethisup.org/blog/ai-metadata-hallucination Mon, 15 Jun 2026 12:00:00 GMT imadethisup.org Editorial Research Provenance Generative AI doesn't only hallucinate the text; it can fabricate the hidden author, date, and provenance metadata we rely on to prove a file is authentic. How to verify provenance with hashing, C2PA Content Credentials, and chain of custody. https://imadethisup.org/blog/generative-ai-copyright-canvas https://imadethisup.org/blog/generative-ai-copyright-canvas Mon, 15 Jun 2026 12:00:00 GMT imadethisup.org Editorial Law Research Two copyright fights collide over generative AI, whether AI output can be owned, and whether training on copyrighted works was lawful. Thaler v. Perlmutter, the Copyright Office's 2025 reports, and the Andersen / NYT / Getty suits. https://imadethisup.org/blog/arup-deepfake-what-it-proves https://imadethisup.org/blog/arup-deepfake-what-it-proves Mon, 27 Apr 2026 12:00:00 GMT imadethisup.org Editorial Case Business The break point in the Arup Hong Kong USD 25M deepfake fraud was operational, not technical. The lesson is the missing out-of-band callback above the wire-transfer threshold. https://imadethisup.org/blog/why-detectors-fail-on-new-generators https://imadethisup.org/blog/why-detectors-fail-on-new-generators Mon, 27 Apr 2026 12:00:00 GMT imadethisup.org Editorial Research Academic A short tour of the cross-generator generalization gap, the field's central open problem. Wang et al. CVPR 2020, Frank et al. ICML 2020, ASVspoof 2021, Stable Signature, SynthID-Image, Saberi et al. on watermark robustness. https://imadethisup.org/blog/take-it-down-act-explained https://imadethisup.org/blog/take-it-down-act-explained Mon, 27 Apr 2026 12:00:00 GMT imadethisup.org Editorial Law Personal A practical reading of S.146 (signed 19 May 2025) for survivors, platforms, and counsel. Federal criminal prohibition on non-consensual intimate imagery and a 48-hour platform takedown obligation.