ZeroHour

Search: “Reflection AI”

40 stories

Nvidia buys Hugging Face, the GitHub of AI, for $13 billion

Nvidia agreed to acquire Hugging Face for $13 billion, pledging the 3-million-model open platform will remain open to its 18 million developers.

Nvidia has agreed to acquire Hugging Face, the model and dataset hosting platform, for $13 billion, pending regulatory review. The platform hosts about 3 million primarily open AI models, 500,000 datasets, and 1 million AI applications, used by more than 200,000 companies and 18 million developers. Nvidia pledged Hugging Face will remain an open platform and keep its brand; the startup previously declined a $500 million Nvidia investment to avoid a dominant investor. The deal supports Nvidia's open-weights strategy, alongside backing for Reflection AI, CoreWeave, and Nebius.

Ars Technica · AI · 13d agoAI industry

Coding Is Over. Get over It

A JPMorgan Chase engineer reflects on AI agents outpacing hand-coding, questioning ROI while predicting inference costs will become negligible.

A personal essay by a software engineer with 15+ years at JPMorgan Chase describes how AI coding agents now outperform him and have transformed his workflow. He argues AI ROI is unmeasurable, praises cheap small models such as GPT 5.6 Luna, and cites Claude Code head Boris Cherny's advice to discard AGENTS.md/Claude.md rule files. He contends coding is no longer scarce, worries entry-level jobs will be automated first, and predicts AI's bigger impact lies outside coding.

How workers are unlocking new ways of working

OpenAI's analysis of 1.5 million ChatGPT work messages finds cross-occupation AI tasks becoming recurring parts of workers' routines.

OpenAI's latest Work at the Frontier research analyzed more than 1.5 million work-related ChatGPT messages from April through July 2026. Among roughly 6,200 consistently observed workers, previously used cross-occupation tasks grew from 13.1% of occupation-specific AI activity in April to 25.9% in July. Workers returned to a cross-occupation task used the prior month 23.6% of the time versus an 8.4% baseline, with an average next-month return rate of 18.5%. Recurrence was highest for customer discussions (54%), advertising copy (44%), and marketing materials (37%), suggesting AI may broaden jobs before titles change.

OpenAI News · 12h 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 · 12d agoAI industry

Reimagining advertising with AI

OpenAI launches ChatGPT advertising features including Sponsored Agents, AI ad creation in Ads Manager, and integrations with HubSpot and Shopify.

OpenAI is testing Sponsored Agents in the United States, letting users converse with clearly labeled business-sponsored agents after clicking ads in ChatGPT. Advertisers can create, update, and analyze campaigns via natural-language prompts in ChatGPT with an Ads Manager plugin, plus AI-suggested copy and imagery in Ads Manager. HubSpot becomes the first CRM partner and Shopify the first ecommerce partner, with the Shopify app expanding internationally on September 23.

OpenAI News · 8h agoAI industry

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 industry

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 · 23d agoAI industry1

When will average people feel AI’s impact?

Interconnects essay argues AI's impact is still a rounding error for average people, comparing looming wage stagnation to Engels' pause.

An Interconnects essay argues that AI currently touches daily life far less than previous industrial revolutions, since its benefits are concentrated in knowledge work and lack tangible consumer goods. The author invokes Engels' pause (1790-1840), when British wages stagnated amid rapid GDP growth, as a warning that popular backlash could kneecap AI's development. He contends the current phase is about building compounding infrastructure, and predicts daily life may look similar even 50 years from now.

Interconnects · 7d agoAI industry1

Mistral raises €3B as sovereign AI becomes big business

Mistral AI raised a €3B Series D at a €21B+ valuation, led by Samsung Electronics, to scale European compute capacity and sovereign AI services.

French AI lab Mistral AI raised €3 billion (~$3.58B) at a post-money valuation above €21 billion, which it calls the largest equity round ever completed by a European technology company. Samsung Electronics led the round, with EQT's Scaleup Europe Fund and PSG Equity as co-leads; a16z, Nvidia, Salesforce Ventures, Advent, BlackRock, and Luxembourg also participated. The company plans to build 1 GW of European compute capacity by 2030, offer region-selectable query processing, and host third-party open-weight models as part of a sovereign AI strategy. Mistral operates in 20 countries and targets governments and enterprises seeking control over AI models and data residency.

TechCrunch · AI · 8d agoAI industry

Former Infosys chief’s AI startup nabs another $53M

Hang Ten Systems, founded by ex-Infosys CEO Vishal Sikka, added $53 million to its seed round, bringing total funding to $85 million.

The new round was led by Temasek's early-stage platform Xora with Mayfield participating, closing five weeks after the initial $32 million seed. Founded in May 2026, the Palo Alto startup advises enterprises with over $10 billion in annual revenue on AI strategy and builds production software using its in-house Hobie framework of reusable AI skills. It works with 21 major enterprises including Fresenius Kabi, Saudi Aramco, and Siemens Energy, and plans to expand engineering, consulting, and sales teams.

TechCrunch · AI · 8h agoAI industry

[AINews] 10% worse, 100x cheaper, 10000x faster: Why Simulation is taking over

Latent Space argues AI training pipeline stages—rewards, data, teachers, curricula, environments—are flipping from human-made to model-made simulation.

Latent Space's AINews essay traces how each component of AI training has turned synthetic since 2022: reward models (InstructGPT, RLAIF), synthetic pretraining data (Microsoft Phi, NVIDIA Nemotron-4 340B), model teachers (Alpaca, DeepSeek-R1 distillation), and self-generated curricula (Self-Rewarding Language Models, SPIN). In 2026 it highlights Karpathy's autoresearch loop—700 experiments yielding 20 kept improvements, cutting GPT-2 training time from 2.02 to 1.80 hours—and Z.ai's GLM-5.3 fully synthetic RL environment, judging, and verification stack. It frames these shifts as 'simulation': 10% worse but 100x cheaper and 10,000x faster than human equivalents.

Latent Space · 25d agoAI industry

Mistral raises €3B

Mistral raised a Samsung-led €3B Series D at a €21B+ valuation — the largest European tech equity round — to scale compute and frontier AI research.

Mistral announced a €3 billion Series D at a post-money valuation above €21 billion, the largest equity round ever by a European technology company. Samsung Electronics led the round, with co-leads Scaleup Europe Fund (managed by EQT) and PSG Equity; new investors include Advent, BlackRock, and the Grand Duchy of Luxembourg. The company operates across 20 countries, serves 125+ enterprises including Airbus, ASML, and HSBC, and says funds will expand frontier research, compute capacity, and international growth.

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

Mathematicians want proof OpenAI didn’t use their work

Mathematician Andreas Thom publicly accused OpenAI of opacity over whether ChatGPT conversations contributed to its non-sofic groups mathematics result.

A second mathematician, Andreas Thom, accused OpenAI of 'dishonest' behavior and insufficient transparency about training data after OpenAI announced a result in non-sofic groups, Thom's area of expertise. He emailed OpenAI researchers Sébastien Bubeck and Mark Sellke asking whether his ChatGPT interactions fed training or reasoning, but found the answers did not rule out indirect use. The dispute follows Tristan Buckmaster's questions about the Millennium Prize Navier-Stokes solution, where OpenAI denied using specific user data but could not rule out de-identified usage data. Researchers told The Verge they worry such competition with AI labs will make mathematics more secretive.

The Verge · AI · 6d agoAI industry

How to connect AI usage to business value

OpenAI explained how ChatGPT Admin Console analytics link AI usage, spend, and Codex contributions to business outcomes.

OpenAI published guidance describing analytics features in the ChatGPT Admin Console that combine usage, credit, and token data across ChatGPT Work and Codex. The Insights task classifier groups messages into use cases such as software engineering and sales research, while an Outcomes view tracks Codex contributions to merged commits and lines of code. An Admin plugin and Admin API let teams automate reporting and combine AI analytics with business metrics like ticket resolution time or revenue.

OpenAI News · 9h agoAI industry

OpenAI just wants to win

OpenAI says roughly 10,000 agents and tens of millions in compute solved the Navier-Stokes Millennium Prize problem in 88 hours, amid controversy.

OpenAI claims an advanced unreleased model, run with about 10,000 agents and tens of millions of dollars of compute for 88 hours, produced a solution to the Navier-Stokes problem, one of seven $1 million Millennium Prize problems set by the Clay Mathematics Institute in 2000. NYU professor Tristan Buckmaster, who was pursuing the problem with Anthropic researcher Levent Alpöge, accused OpenAI of racing his team and of possibly benefiting from his Codex prompts; OpenAI categorically denied both. OpenAI researcher Sébastien Bubeck acknowledged offering Buckmaster compute and authorship arrangements, which Buckmaster characterized as a bribe, while many mathematicians expressed unease at OpenAI's competitive conduct.

The Verge · AI · 4d agoAI industry1

An Anthropic researcher’s doomsday warning comes at a very interesting time

An Anthropic researcher resigned warning the company is 'gambling with our lives' racing toward superintelligence, timed with its reported IPO preparation.

TechCrunch's Equity podcast discusses the resignation of an Anthropic researcher who warned on X that the company is 'racing straight to self-improving superintelligence and gambling with our lives'. The company's own alignment lead co-signed the message rather than walking it back. The hosts note the warning lands differently with Anthropic reportedly preparing for an IPO. The episode also covers Apple's AI-focused event, Stokes Space's $1 billion raise, Cognition raising $2 billion at a $48 billion valuation, and a $50 million seed round for floating nuclear reactors.

TechCrunch · AI · 5d agoAI industry1

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 for everyone in every language

Google says its AI now spans 300+ languages reaching 7 billion people, unveiling Gemini 3.5 Transcribe, Live Translate, and TranslateGemma models.

Google announced its technologies now support more than 300 languages spoken by 7 billion people, 86% of the global population. Gemini 3.5 Live Translate powers real-time spoken translation across 70 languages and 2,000+ language pairs, while Gemini 3.5 Transcribe is its most precise speech-to-text model. Its Universal Speech Model was trained on 12 million hours of audio using cross-lingual transfer learning, and TranslateGemma is a family of lightweight open translation models covering 55 languages that run on-device. Open-data partnerships include WAXAL covering 27 Sub-Saharan African languages and Project Vaani with 30,000+ hours of speech across 109 languages.

Google · AI · 1d agoAI industry

Emerald AI, Google and NVIDIA Launch Alliance to Advance Flexible AI Data Centers

Emerald AI, Google, and NVIDIA launched the AI Energy Management Alliance to promote power-flexible, grid-responsive AI data centers.

Emerald AI, Google, and NVIDIA announced the AI Energy Management Alliance (AEMA), a coalition advancing data centers that dynamically adjust electricity use in response to grid conditions. The technology-neutral, performance-based alliance will standardize flexibility requirements, define ride-through and curtailment obligations, and create faster interconnection pathways for facilities making verifiable flexibility commitments. It plans to convene AI platforms, data center operators, utilities, power producers, and grid operators to support US AI infrastructure growth.

NVIDIA Blog · 8h agoAI industry

The hinge for Apple’s new foldable phone was built with AI

Apple's first foldable phone, the Duo, uses AI algorithms and 3D printing to manufacture its precision-matched hinge and durability coatings.

Apple introduced its first foldable phone, the Duo, at its Surprise and Shine event on September 9. Chief hardware officer Johny Srouji said AI algorithms match each hinge with its best-fit housing, while confocal laser scans guide 3D printing of up to 25 micro layers of custom photopolymer to eliminate residual waviness. The device also features a nano-texture anti-glare finish and multi-layer lamination aimed at improving foldable durability.

TechCrunch · AI · 7d agoAI industry

Kimi-maker Moonshot AI targets $2 billion in annual revenue

Moonshot AI targets $2 billion annualized revenue by year-end on K3 open-weight demand; Anthropic alleges Kimi routed ~300,000 requests to Claude Opus.

Bloomberg reported that Moonshot AI is targeting $2 billion in annualized revenue by the end of 2026, double its August run rate, driven by its open-weight K3 model. OpenRouter data shows up to 300 billion tokens generated per day by K3 models, though usage has slipped slightly in recent months. Moonshot's projection remains far below reported figures for OpenAI ($40B) and Anthropic ($65B), with lower margins due to freely available weights. Anthropic this week alleged Kimi routed nearly 300,000 requests to Claude Opus and collected more than 23 million responses for use in Moonshot's training.

TechCrunch · AI · 5d agoAI industry

[AINews] Poolside gets $12B reverse-execuhire to NVIDIA; founders stay for $1B, employees go for $6B, Infraco scaling to 7GW neocloud

NVIDIA struck a $12B deal with AI coding startup Poolside, licensing its Model Factory and hiring 109 of its technical employees.

NVIDIA spent roughly $12B in an unusual reverse-execuhire of Poolside, licensing the company's Model Factory while hiring 109 of its ~115 technical staff; founders retain a $1B stake and employees receive about $6B. Poolside had raced to raise $2B to fund a 40,000 GB300 cluster after missing a six-week funding window, and founders argue frontier-scale training now requires an order of magnitude more compute plus contracted data center space. An infrastructure arm spun out in January 2026 is scaling toward 7GW as a neocloud. The newsletter also recaps OpenAI and Anthropic agent-platform releases.

Latent Space · 26d agoAI industry

Arm Mali G2-Ultra NX GPU: desktop-class mobile gameplay with AI-native graphics

Arm unveiled Mali G2-Ultra NX, its first AI-native mobile GPU with in-shader neural acceleration, third-gen ray tracing, and up to 24% higher benchmark performance.

Arm announced the Mali G2-Ultra NX, the first AI-native Mali GPU, integrating neural accelerators directly into shader cores alongside a new execution engine and third-generation hardware ray tracing. It introduces Neural Super Sampling (NSS), Neural Frame Rate Upscaling (NFRU), and Neural Super Sampling and Denoising (NSSD); the Neural Dawn demo with Sumo Digital showed up to 4x performance efficiency and 70% lower external memory traffic versus native rendering. Arm claims up to 24% higher benchmark performance, 13% lower DRAM traffic on ray tracing benchmarks, and up to 120 FPS with NFRU. Over 14 billion Mali GPUs have shipped to date.

[AINews] OpenAI shuts off Cursor

OpenAI cut off API access to coding tool Cursor after its SpaceX acquisition, citing contract violations by Elon Musk's companies.

OpenAI disabled Cursor's access following the closing of Cursor's acquisition by SpaceX, citing its experience with Elon Musk's companies violating contracts; Cursor responded that OpenAI accounts for only 5% of its traffic. The weekly digest also covers major open-weight releases: Z.ai's GLM-5.3 (744B total/40B active, 1M context) and Tencent's Hy4-preview (770B/49B, ~#5 on Code Arena WebDev), plus Alibaba's Qwen3.8-Flash (125B/6B). vLLM published benchmarks showing no universal winner among speculative decoding methods across model families.

Latent Space · 18d agoAI industry

Microsoft’s Project Zenith puts large AI models directly on developer PCs

Microsoft's Project Zenith delivers a ready-to-code Windows 11 experience running 30B+ parameter AI models locally on 64GB+ unified-memory PCs, starting with AMD Ryzen AI Halo.

Project Zenith is a preconfigured Windows 11 developer experience for PCs with at least 64 GB of unified memory and 250 GB/s or higher memory bandwidth, capable of running AI models with more than 30 billion parameters locally without metered cloud tokens. First systems are powered by AMD Ryzen AI Halo, with additional OEM and silicon partner devices expected in coming months. The environment ships with WSL and Linux containers, pinned developer tools, and day-one AI agent security features including OS-enforced agent identity and containment through Microsoft Execution Containers (MXC).

Help Net Security · 8d agoAI industry1

Accel reportedly in talks to lead $1B round for Thinking Machines at $40B valuation

Thinking Machines, Mira Murati's AI lab, is in talks to raise $1 billion at a $40 billion valuation, with Accel reportedly leading.

Thinking Machines, the AI lab founded by former OpenAI CTO Mira Murati, is negotiating a $1 billion round at a valuation of at least $40 billion, below the $50 billion it reportedly sought last year. The company's annual revenue run rate exceeds $100 million, mostly from usage-based compute fees for its open-weight Inkling model adapted on the Tinker platform. Its prior $2 billion seed round, led by Andreessen Horowitz with Nvidia, GV, Lightspeed, and Conviction Partners, valued it at $12 billion. Several co-founders, including Lilian Weng and Luke Metz, have since returned to OpenAI.

TechCrunch · AI · 13d agoAI industry

What OpenAI’s latest controversy tells us about the future of math

OpenAI says its agents solved the Navier–Stokes Millennium Problem using an internal model, amid uncredited-work accusations from mathematicians Buckmaster and Alpöge.

OpenAI announced that its AI agents produced a proof that the full Navier–Stokes existence and smoothness problem can break down, using an internal model that outperforms the recently released Astra. NYU's Tristan Buckmaster and Anthropic's Levent Alpöge had posted a proof for a simplified version the previous day after nearly a year of work with public OpenAI and Anthropic models. OpenAI denies using their transcripts or training on them; chief research officer Mark Chen reiterated the denial, and the company says it will not claim the $1 million Clay Mathematics Institute prize. The episode fuels debate over attribution norms as frontier labs concentrate mathematical breakthroughs.

MIT Technology Review · AI · 7d agoAI industry

NVIDIA Vera Rubin NVL72 Delivers Leading Performance in MLPerf Inference v6.1 Debut

NVIDIA's Vera Rubin NVL72 debuts in MLPerf Inference v6.1 with up to 3.7x higher throughput than GB300 NVL72 and 99% scaling efficiency at 288 GPUs.

In its first MLPerf Inference preview submission, NVIDIA's Vera Rubin NVL72 achieved up to 3.7x higher throughput than GB300 NVL72 on Qwen3-VL and 2.5x on DeepSeek-R1. A 288-GPU GB300 NVL72 submission across four racks reached 99% scaling efficiency on the DeepSeek-R1 offline benchmark. Software optimizations delivered up to 1.6x gains over v6.0, leveraging TensorRT-LLM, vLLM, Dynamo, disaggregated serving, and NVFP4 precision.

Simulation: the new Scaling Law — Joon Sung Park, Simile AI

Simile AI raised a $2B Series B from GreenOaks and Index Ventures to scale human-behavior simulation for Fortune 100 clients like CVS.

Simile AI, co-founded by Generative Agents researcher Joon Sung Park, announced a $2 billion Series B backed by GreenOaks and Index Ventures, with Fei-Fei Li and Andrej Karpathy among backers. The company runs tens of millions of simulations for Fortune 100 clients including CVS, reporting 85-99% accuracy versus human focus groups and digital twins of 1,000 real people at 85% behavioral accuracy. The long-term ambition is foundation models of human behavior, post-trained on interviews, transaction data, and randomized controlled trials, potentially simulating all 8 billion people.

Latent Space · 25d agoAI industry

[AINews] Andrew Ng gets into AI Engineering

Andrew Ng relaunches DeepLearning.AI around AI Engineering, defining four core skills from an analysis of 10,000+ job postings and expert interviews.

Andrew Ng, cofounder of Google Brain and Coursera, relaunched DeepLearning.AI with a focus on AI Engineering, basing the curriculum direction on an analysis of over 10,000 job postings plus interviews and surveys. He identifies four key skills: building and deploying AI applications, software engineering fundamentals, effective use of coding agents, and shaping the build with product sense. The Latent Space AI News issue also recaps agent ecosystem developments, including NVIDIA's 'Skill Lift' evaluation proposal showing skill scan scores correlate only weakly (Spearman rho = 0.14) with judged quality, and Konwinski's open-source persistent-agent 'microharness' Headlong, which achieved an unattended self-debugging repair in 48 minutes.

Latent Space · 22d agoAI industry1

Sam Altman calls GPT-6 Astra rollout ‘messy’ as enterprise users wait for access

OpenAI's GPT-6 Astra launch hit access problems; Sam Altman apologized as availability gradually expanded from Daybreak partners to Pro, Enterprise, and API users.

GPT-6 Astra, launched September 4 as OpenAI's most advanced model, was initially accessible only to organizations enrolled in its Daybreak cybersecurity program, leaving Plus, Pro, Business, Enterprise, and API users waiting. Altman called the rollout 'messy'; by September 5 access had extended to Pro, Enterprise, and Business Premium users in ChatGPT's Work and Codex products plus the API. Analysts from Gartner and Greyhound Research said the staged rollout highlights the gap between announcement and production availability, urging enterprises to verify actual access levels and strengthen governance, security, and cost controls before adopting Astra's autonomous workflows.

CSO Online · 9d agoAI industry

Google stole open source code without crediting the authors (Artemis/Minitap)

Minitap alleges Google's Artemis mobile-agent project reused its open-source mobile-use code and stripped author attribution, despite Apache 2.0 requirements.

Minitap says Google's Artemis project for automating mobile devices contains code identical to its open-source mobile-use agent, including the Hopper agent's verbatim instructions and a WhatsApp messaging example, and that a package file listing authors Pierre-Louis Favreau, Jean-Pierre Lo, and Nicolas Dehandschoewercker was replaced via an August force push removing their names. The company argues this conflicts with Apache 2.0's requirement to preserve copyright and attribution notices. Minitap also claims the AndroidWorld leaderboard ignored its later 94.8% and 100% submissions while showing Artemis at 99.1% and mobile-use at 91.4%. It has published a public factual record with archived file comparisons.