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19 stories in the last 30d

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Senior engineers are spending their week cleaning up AI-generated code

New Relic study finds AI-generated code doubles critical runtime issues, with senior engineers losing a third of their week to fixes.

A New Relic survey of U.S. technology leaders reports AI now writes the majority of shipped code, with senior SRE and DevOps engineers spending up to a third of their week triaging and refactoring it. A large majority of organizations had at least one AI-related production failure in the past six months, and roughly three in ten saw newly introduced security vulnerabilities. AI-generated code showed nearly twice as many critical runtime issues as peer-reviewed human-authored code, with gaps concentrated in edge cases, concurrency, deprecated APIs, and complex state changes. Most teams now prompt AI tools to embed logs and traces directly into generated code.

Help Net Security · 24d agoAI industry1

The 2.5-hour AI-generated Odyssey movie is 2.5 hours too long

AI studio Fountain 0 released the 2.5-hour fully AI-generated film 'Odysseus: The Fall,' which reviewers panned for severe visual and audio consistency failures.

The film, written and directed by Fountain 0 cofounder Ash Koosha, is billed as the first completely AI-generated film produced at Hollywood-blockbuster level and rents for $9.99 via web browser only. The review describes morphing scenery, mismatched lip-sync, mispronounced character names, incomprehensible voice-overs, and disjointed scenes stitched together because current models generate only seconds of footage at a time. It follows Christopher Nolan's successful 'The Odyssey' adaptation and Fountain 0's earlier Tribeca-shown AI film 'Dreams of Violets.'

The Verge · AI · 16h agoAI industry

Anthropic’s Text Watermarking Proves AI Companies Do Not Care at All About Writing

Anthropic will watermark Claude outputs by biasing low-stakes word choices, a method it says complies with EU AI regulations.

Anthropic detailed how future Claude versions will carry a statistical watermark by altering the source of randomness used to pick among near-synonymous words, adding no hidden characters or metadata; a key holder can compute a probability that text was Claude-generated. The company says internal testing showed no impact on quality, creativity, or readability, and frames the change as compliance with new EU AI regulations. Critics including John Gruber and Jeff Jarvis argue the method treats synonyms as interchangeable and devalues writing, a view echoed in this 404 Media opinion piece.

404 Media · 29d agoAI industry

Instagram’s AI detection is a mess (again)

Instagram is mislabeling ordinary edited photos as AI Content while some AI imagery goes unlabeled, repeating a 2024 detection failure.

The Verge documents weeks of erroneous AI Content labels on Instagram, including images edited only with Canva's Background Remover or an iPhone Photos app, while some generative images escape tagging. Canva said some of its assistive AI tools were being tagged as generative and claims the issue is fixed, though users still report tagging. Meta scans IPTC and C2PA metadata and uses signals like Google's SynthID, but remains vague about detection criteria; one tester found only Meta AI-created or edited images reliably triggered labels, and an image-poisoned photo was tagged. A similar mislabeling wave hit Instagram in 2024.

The Verge · AI · 13d agoAI industry

Apple’s new iPhone camera mode promises to prove your photo isn’t AI

Apple's iPhone 18 Pro adds a Reference Image mode that cryptographically signs camera sensor pixels to prove photos were not AI-generated or edited.

Apple will launch a Reference Image mode with the iPhone 18 Pro lineup, using the new camera sensor to sign every pixel and develop the signed data via Private Cloud Compute into an unalterable reference image viewable in Photos. Users can compare the reference image against edited versions to verify authenticity, building on provenance standards like SynthID, C2PA, and Meta's Content Seal. A Reference Image API will span iOS, iPadOS, and macOS for third-party apps, though the feature launches without EU support, arriving there in iOS 27, iPadOS 27, and macOS 27.

The Verge · AI · 7d agoAI industry

Cocomelon's Studio Tells Its Artists to Start Experimenting With AI

Moonbug Entertainment, studio behind Cocomelon and Blippi, issued generative AI guidelines requiring human authorship and legal review of all AI use.

Moonbug Entertainment, producer of Cocomelon, Little Baby Bum, Blippi, and Mia's Magic Playground, shared its 'Studio AI Bible' and generative AI policy with 404 Media. The guidelines permit AI for ideation, storyboarding, and utility tasks but require substantial human creative input on core elements, legal approval of every tool, and a 'provenance and isolation' filing system to preserve copyright. A spokesperson said generative AI is not currently used in aired episodes. Moonbug content has hundreds of millions of YouTube subscribers, with Cocomelon spinoffs on Netflix, a Universal movie in development, and a Disney+ move planned next year.

404 Media · 20d agoAI industry

AI is adding to the review load on open-source projects, many of them thinly funded

ACM Technology Policy Council authors warn AI-generated code is overwhelming thinly funded open-source maintainers, raising software supply chain security risks.

Six authors including Simson Garfinkel and Josiah Dykstra, writing for the ACM Technology Policy Council, argue AI coding tools flood open-source projects with contributions that human maintainers must still review. They cite Google's CodeMender agent contributing 72 security fixes to open-source projects, some as large as 4.5 million lines of code, between April and October 2025. Funding is lopsided: the Linux Foundation raised $292,217,236 in 2024 versus $2,379,402 for the Apache Software Foundation. They also note most open-source applications still ship no SBOM despite US and EU mandates, and attackers increasingly plant malicious packages in popular repositories.

Help Net Security · 9h agoAI industry1

Why you should work on AI for AI Research — Richard Socher of Recursive

Richard Socher's new lab Recursive, backed by $4.65B seed, targets AI systems that automate AI research itself.

Latent Space interviews Richard Socher, founder of You.com and AIX Ventures, about his new venture Recursive, which raised a $4.65 billion seed round to build the 'Eureka Machine' — a superintelligence for automating invention and AI research. Early claimed results include an AI research system outperforming humans and their agents on optimization tasks within two days, and NVIDIA GPU kernel improvements discovered without CUDA experts. Discussion spans reward hacking, constitutional AI critique, AI regulation, open-source models as geopolitical soft power, and hard-takeoff constraints.

Latent Space · 2d agoAI industry1

How Fyxer built an AI executive assistant people trust

Fyxer details its OpenAI-powered AI executive assistant, orchestrating 30-50 specialized models trained on 500,000+ hours of assistant workflows.

OpenAI published a case study on Fyxer, whose AI executive assistant orchestrates 30-50 specialized OpenAI models trained on more than 500,000 hours of annotated executive assistant workflows. The system uses supervised fine-tuning, LoRA, and Direct Preference Optimization on user edits, and 53% of AI-generated email drafts are accepted as written. Fyxer's annual recurring revenue grew from $1 million to $32 million during 2025.

OpenAI News · 3d agoAI industry

Leading mathematicians fear AI is making their field dumber, and warn the rest of us is next

Twenty-five Fields Medal winners, including Terence Tao, warn AI companies' benchmark-driven approach to mathematics is misaligned with the discipline's purpose of understanding.

In a joint statement, 25 Fields Medal winners including Terence Tao, Peter Scholze, and Maryna Viazovska warn that AI systems solving major open problems at machine speed undermine conceptual understanding and raise severe attribution and plagiarism questions. The statement lands amid a controversy accusing OpenAI of training math models to beat researchers to a rumored partial solution of a Millennium Prize Problem. The signatories describe a general threat to intellectual work across professions and call for urgent action by mathematicians, AI companies, and society, while not seeking a ban.

The Decoder · 5d agoAI industry1

India’s Pocket FM doubles revenue run rate to $500M as AI powers 93% of audio content

Indian audio platform Pocket FM doubled its annualized revenue run rate to $500M, with AI now producing 93% of its catalog.

Pocket FM, an Indian serialized audio storytelling platform, doubled its annualized revenue run rate to $500 million in a year, with AI powering 93% of its catalog and 99% of new content. The company says generative AI, including in-house creative-writing and text-to-speech models, made production roughly 80 times cheaper, letting 550,000+ creators produce about 2.5 million hours of content annually across 770,000 audio series for 250 million listeners. Parent Pocket Entertainment is reportedly in talks to raise $100-120 million at about a $2 billion valuation, is profitable on an adjusted basis, and its AI-only microdrama app Pocket Saga has reached a $15 million annualized run rate.

TechCrunch · AI · 6d agoAI industry

Sure, Meta’s AI Muse works, but it sure creeps me out

Hands-on review finds Meta's Muse AI agent completes shopping and email tasks but surfaces personal Instagram API data beyond user-visible ad-topic settings.

Meta launched Muse, its first agentic AI productivity assistant, which performs tasks like shopping, email management, trip planning, media generation, and creating webpages or documents via a cloud-based virtual computer. The Verge's hands-on found it successfully deleted thousands of promotional emails and completed an Amazon purchase, but it also revealed detailed personal interests inferred from Instagram and Facebook account API data that is not visible in the apps' ad-topic settings. Meta says Muse only exchanges data needed for third-party integrations and does not share information with advertisers; the reviewer frames privacy unease as the main adoption hurdle.

The Verge · AIupdated · 6d agofirst · 6d agoAI industry 2 sources1

OpenAI’s sly mathematical breakthrough sends a chill through academia

OpenAI claims an unreleased model solved the Navier-Stokes Millennium Prize problem in 88 hours using ~10,000 agents, sparking academic scooping controversy.

OpenAI announced that one of its unreleased internal models took 88 hours, running a swarm of roughly 10,000 AI agents, to produce a solution to the Navier-Stokes Millennium Prize problem, a $1 million Clay Mathematics Institute challenge unsolved by humans for nearly 90 years. The announcement triggered allegations from NYU professor Tristan Buckmaster that OpenAI scooped his joint work with Anthropic researcher Levent Alpoge and questioned whether OpenAI accessed his Codex sessions; OpenAI denies using specific user data but concedes de-identified data influence cannot be ruled out. Critics say the rushed, reportedly million-dollar effort violates academic norms around trust and openness, potentially chilling collaboration in mathematics.

The Verge · AI · 7d agoAI industry2

NVIDIA Brings Real-Time AI to Broadcast, Sports and Global Streaming at IBC

NVIDIA expanded its AI for Media suite at IBC 2026, adding NIM microservices for synthetic video detection, body pose, frame generation, upscaling and HDR.

At IBC 2026 in Amsterdam, NVIDIA announced a major expansion of NVIDIA AI for Media, a collection of GPU-accelerated SDKs, NIM microservices and blueprints for broadcast and streaming workflows. The Synthetic Video Detector (SVD) NIM microservice reaches 99.3% accuracy on text-to-video and 97.7% on image-to-video content, while Video Frame Generation boosts frame rates 2x-4x and Video Super Resolution adds 10-bit support; TrueHDR converts SDR to HDR at up to roughly 2,000 nits. Partners including Dalet, TwelveLabs, Wowza, Vizrt and Ross Video are integrating the new services into verification, compliance and live-production workflows.

NVIDIA Blog · 7d agoAI industry

OpenAI's millennium proof dispute raises the question of whether researchers can trust AI labs

Mathematician Tristan Buckmaster accused OpenAI of pressuring him and possibly training on his drafts amid OpenAI's race to claim a Navier-Stokes millennium proof.

OpenAI published a blog post and Sam Altman defended the team behind its AI-generated proof of the Navier-Stokes Millennium Problem after mathematician Tristan Buckmaster accused the company of academic misconduct. Buckmaster and co-author Levent Alpöge, who works at Anthropic, allege OpenAI pressured Buckmaster, sidelined Alpöge, and may have trained on drafts they entered into OpenAI's systems. OpenAI acknowledges it cannot rule out that de-identified data from their product usage helped improve its models. Mathematician Terence Tao warned the episode could discourage researchers from sharing work, reversing centuries of open science.

The Decoder · 8d agoAI industry1

Meta bets on AI agent Muse to catch up in AI race

Meta launched Muse, a free personal AI agent in the US that autonomously shops, emails, and plans trips, powered by its in-house Muse Spark model.

Meta unveiled Muse, a consumer personal AI agent that handles tasks like online shopping, emailing, and trip planning, continues working in the background, and requests approval for purchases. It launches in the US on iOS, Android, and muse.ai, is free for most users with unspecified paid tiers, and runs on Meta's in-house Muse Spark model. Muse executes on a cloud virtual machine with a Sentinel agent policing outbound actions, and Meta promises an encrypted confidential VM later this year plus 1Password, Shop Pay, and Stripe Link support. The launch is positioned as the centerpiece of Meta's effort to catch up with OpenAI, Anthropic, and Google.

The Verge · AI · 8d agoAI industry 3 sources1

Podcast: We Spoke to an Amazon Worker Destroying Books for AI

404 Media podcast covers Amazon destroying scanned books for AI training, recurring AI names in academic papers, and ICE voter-data spending.

404 Media's podcast follows up on its investigation of an Amazon warehouse where books are scanned and destroyed for AI training data, including an interview with a warehouse worker. The hosts also discuss how the same few names repeatedly surface in LLM outputs and AI-generated academic papers. The episode additionally covers ICE's plans to spend millions on voter fraud data and Boston Dynamics robot dogs.

404 Media · 15d agoAI industry

PRs NOT Welcome: How Top AI Open Source Projects Are Managing Thousands of Contributors

Top AI open source projects like Vercel, Astro, Flue, and tldraw are restricting external PRs and using agent-based software factories to triage, fix, and review contributions.

Several prominent AI-native open source projects are closing or limiting external pull requests, largely because submissions are often AI-generated. Vercel built a multi-agent software factory for its AI SDK (over 20 million weekly npm downloads) that now authors 25-35% of merged PRs and closes 70-80% of issues. Astro adopted similar auto-triage automation, Fred Schott created the Flue framework with automatic PR-to-issue conversion, and tldraw automatically closes external PRs.

Latent Space · 15d agoAI industry

Lovable CTO: The Future of SaaS Is Apps That Agents Can Use

Lovable pivots from app building to exposing app functions as agent-callable capabilities via hosted MCP servers, raising a $400M Series C at a $13.3B valuation.

Lovable CTO Fabian Hedin outlined a strategy of turning published applications into agent-accessible capabilities by exposing selected functions as tools through a hosted MCP server, usable from ChatGPT, Claude, and other MCP-compatible clients. The company reports surpassing a $500M annualized revenue run rate, more than 60 million projects created, over 900 million monthly visits to Lovable-built apps, and usage by employees at nearly two-thirds of the Fortune 500. Menlo Ventures led a $400M Series C this month alongside EQT's Scaleup Europe Fund, valuing the company at $13.3 billion. Lovable evolved from the open-source GPT Engineer tool, became a commercial product in November 2024, and now competes with platforms like Vercel in AI-generated software hosting.

Latent Space · 21d agoAI industry