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Ai Detection

21 GoKawiil briefs on this topic

Martin Fowler warns writers against letting LLMs draft their prose

Writer Martin Fowler describes an 'uncanny valley' reaction he gets when reading text that feels LLM-generated, even without obvious markers like em-dashes. He expresses skepticism toward AI-detection tools, arguing they miss the point since the discomfort is a human reaction that occurs before any tool verdict matters. Fowler advises authors to avoid drafting with LLMs or even accepting AI rephrasing suggestions, though he considers AI-generated outlines potentially acceptable.

Stony Brook researcher Tuhin Chakrabarty discusses challenges of detecting AI-written fiction

Nature interviewed computer scientist Tuhin Chakrabarty of the State University of New York at Stony Brook about his work on detecting AI-generated text, following controversy over claims that the 2026 novel Daggermouth was partly AI-written. Author H. M. Wolfe has denied the allegation, which a journalist based on Chakrabarty's research. Chakrabarty discussed issues around disclosure, copyright and distinguishing human from AI-assisted writing.

Google opens SynthID Detector to the public for spotting AI-made media

Google has launched its SynthID Detector tool to all users, letting anyone upload an image, video, or audio file to check for an embedded watermark indicating it was AI-generated. The underlying SynthID watermarking technology debuted in 2023, and a restricted version of the detector was previously available only to select researchers and journalists starting in 2025.

Dartmouth provost admits heavy AI use after detector flags his Washington Post op-ed

An AI-detection tool called Pangram flagged an August Washington Post op-ed by Dartmouth provost Santiago Schnell, which criticized AI cheating, as likely LLM-generated, according to a Semafor report. A follow-up investigation by student paper The Dartmouth found the same tool identified nine other recent works by Schnell as largely AI-written. Schnell confirmed to The Dartmouth that he uses AI for 'language refinement, copyediting, improving clarity and organization,' while maintaining he develops the ideas, research and structure himself.

NBER study: AI-written STEM dissertations linked to lower academic job rates

A working paper from the National Bureau of Economic Research found that nearly 30% of STEM PhD dissertation abstracts submitted in the US this year contained AI-generated text, up from under 2% in 2023. The study, which analyzed over 226,000 dissertations using the detection tool Pangram, also found that graduates whose dissertations showed AI-generated text were more likely to go into industry jobs and less likely to pursue academic careers.

The Consensus launches rule-based 'AI tells' detector for its tech feed

The Consensus has built a lightweight detection tool that flags articles resembling AI-generated writing, integrating it directly into its site. Unlike commercial tools such as Pangram, which the publication already pays for but finds too costly to run on every submission, the new system relies on static rules comparing pre- and post-2023 writing patterns rather than machine learning. The tool labels content as merely resembling AI writing, not confirming it was AI-written, and the creator notes it has occasionally flagged his own articles.

OpenAI says it used its own AI tools to detect an internal spy

OpenAI has disclosed that it identified a corporate spy within its organization by applying its own artificial intelligence systems to the investigation. The company frames the episode as evidence that its AI tools can be turned toward internal security problems, not just external products.

University of Maryland team builds IdeaLens to flag AI-generated research ideas

Researchers led by Rishanth Rajendhran at the University of Maryland have built a tool called IdeaLens that distinguishes human- from AI-generated ideas by analyzing a text's stripped-down outline rather than its wording or style. In tests described in a preprint, the detector correctly identified AI-derived ideas 91% of the time by spotting characteristic argument structures and flow.

Meta deploys new AI systems to catch ads that funnel users to child abuse material

Meta said it acted on 33.2 million pieces of child sexual exploitation content on Facebook and Instagram in the first half of 2026, with over 97% detected by its own systems before user reports. The company is also rolling out new AI tools, including a large language model that flags 'signposting' ads which appear harmless but direct users to illegal content hosted elsewhere online. Meta also introduced a 'red-teaming AI agent' designed to probe its own safety systems for weaknesses.

Google opens SynthID Detector website to public for checking AI-generated media

Google launched a public website that lets anyone check whether an image, video, or audio clip was generated using AI, after testing the tool with journalists and researchers since last year's Google I/O. The site uses SynthID, Google's watermarking technology introduced in 2023, and supports a wide range of image, video, and audio file formats. Google says SynthID is already built into Gemini, Nano Banana, Veo, Lyria, and other generative tools, as well as the Gemini app and Chrome browser.

Swimlane survey: 91% of SOC analysts report higher job satisfaction with AI tools, but entry-level roles shrink

A new Swimlane survey of security operations center professionals found that 91% report increased job satisfaction since adopting AI-driven detection and response tools. However, nearly half of respondents said AI has made it harder for newcomers to break into the field, and one in four said reliance on AI is limiting their own skill development.

CNET reviewer tests Chamberlain's $379 Premier Smart Garage Door Opener with built-in camera

CNET tested Chamberlain's Premier Smart Garage Door Opener with MyQ technology, priced at $379, which combines a garage door motor with an integrated security camera featuring AI detection and motion zone controls. The device also includes a 2,000-lumen LED light, keypad, wall controller and remotes, and offers app-based scheduling and automatic closing rules, though advanced features require a subscription and professional installation.