Corrections
When we get something substantively wrong, we fix it and log the fix here; small copyedits live in each article's revision history instead. Found an error? Use the "Report issue" button on the article (no account needed). So far we have received 3 reports and reviewed 1, taking a median of 4.8 days. 2 are waiting, the oldest since September 26, 2026. That is our record rather than a promise. See the verifiability policy for how checking works.
321 articles were corrected in the last 30 days. Every correction note and resolved report is listed below, newest first. A fix applied to several articles with the same note is shown once, listing each article; "See the change" opens that version in the article's revision history.
- editorial
Removed duplicate references 1-9 and rebuilt the bibliography as supported numeric footnotes; corrected benchmark sizes, tree-versus-neural findings, categorical encoding guidance, XGBoost and foundation-model claims; updated the article through July 2026; and preserved the verified classification scope and internal links.
- editorial
Repaired a missing citation and corrected product chronology, feature descriptions, ownership, terminology, and source support
- editorial
Repaired the unbound bibliography with renderer-supported footnotes; corrected fund chronology, 2025 target-versus-close language, assets, leadership, OpenAI and portfolio claims; removed speculative return estimates and tangential personal material; and preserved the verified firm history, strategy, risks, and useful internal links.
- editorial
Replaced renderer-invalid numbered markers with supported footnotes; corrected the original evaluation table, release history, licensing, and benchmark claims; removed unsupported data-cleaning, lineage, shutdown, and current-use claims; and preserved the verified model scope and internal links.
- editorial
Repaired citations and corrected release history, licensing, algorithms, configuration, and integration claims
- editorial
Replaced unsupported numeric reference definitions with renderer-supported footnotes; corrected the production backbone from 15B to 3B ESM-2, the CASP14 set from 71 to 51 targets, frozen-stem and v1 attention-map behavior, benchmark and speed scopes, pLDDT interpretation, multichain support, and the Atlas update; removed unsupported compute, adoption, and downstream-use claims while preserving all 25 live internal-link targets.
- editorial
Replaced renderer-invalid references with supported footnotes; corrected the institute-network launch timeline and membership, participant and signatory claims, severe-risk scope, and successor dates; removed unsupported attendee, causality, and reception claims; and preserved the verified event scope and internal links.
- editorial
Repaired unsupported citations; removed unverifiable community and mixed-vendor claims; corrected benchmarks, image limits, vulnerability attribution, pricing, and lifecycle facts
- editorial
Repaired citations and corrected stale funding, hardware, and deployment claims
- editorial
Repaired renderer-invalid citations and seven claim/source-fit defects; corrected staged rollout, disclosed architecture and training-data scope, tokenizer examples, output limit, and Custom GPT retirement sourcing; restored first-party GPT-4o evaluations, the Studio Ghibli image trend, independent Sky voice analysis, and the documented gpt-image-1-mini lifecycle; and retained defensible removals of unsupported or non-comparable claims.
- editorial
Repaired malformed citations and clarified reported financing and site-specific safety claims
- editorial
Unified the mixed named and numeric citations into one numbered reference system, restored all citation targets, corrected the Whisper training-data breakdown and unsupported product figures, and replaced a speculative legal forecast with the July 28, 2026 litigation status
- editorial
Resolved all undefined citations with ten primary or first-party references, updated version-drifted ReasoningBank and MaTTS results to the ICLR 2026 paper, repaired malformed result tables, and removed unsupported promotional reception claims.
- editorial
Preserved the supported biography, trial, Future Fund, Anthropic-sale, and charitable-recovery history; updated the April and June 2026 post-trial rulings and July 2026 clemency record; removed the unsupported Alameda-alone $500 million and initial 8 percent Anthropic claim; distinguished grant commitments from delivered funds; corrected the two estate transactions to 44,539,240 shares for approximately $1.34 billion; and replaced the stale $350 billion Anthropic term-sheet valuation with the official May 2026 $965 billion post-money valuation.
- editorial
Qualified Oracle's cloud backlog and partnership terms, distinguished announced GPU capacity from deployed hardware, verified Michigan construction status, refreshed corporate-role and policy details, and removed unstable real-time wealth figures.
- editorial
Fixed H100 SXM5 and PCIe dense versus sparsity-assisted Tensor Core throughput, corrected the DGX H100 FP8 aggregate, removed two ambiguously labeled cross-generation throughput rows, and refreshed the two supporting NVIDIA citation targets.
- editorial29 articles
Repaired broken image URLs
- Z.aiSee the change (v9)
- Xiaomi CyberOneSee the change (v7)
- Unitree H2See the change (v8)
- Unitree G1See the change (v9)
- UBTECH Walker XSee the change (v7)
- Toyota T-HR3See the change (v9)
23 more articles
- Optimus Gen 3See the change (v8)
- NAO (robot)See the change (v9)
- Phoenix (Sanctuary AI)See the change (v8)
- Reflection AISee the change (v8)
- ProgrammingSee the change (v10)
- TALOS (robot)See the change (v7)
- OpenRouterSee the change (v11)
- NASA ValkyrieSee the change (v7)
- MiniMaxSee the change (v10)
- Manus AISee the change (v10)
- InclusionAISee the change (v5)
- GPT StoreSee the change (v13)
- Fourier GR-1See the change (v8)
- Kepler Forerunner K1See the change (v7)
- Clone AlphaSee the change (v6)
- Claude Sonnet 4.5See the change (v11)
- Claude (language model)See the change (v20)
- ByteDance SeedSee the change (v6)
- Astribot S1See the change (v6)
- Apollo (Apptronik)See the change (v8)
- AnthropicSee the change (v19)
- AI WikiSee the change (v6)
- Agility DigitSee the change (v8)
- editorial249 articles
Removed redundant H1 title heading (rendered by the page template)
- Sunday Robotics MEMOSee the change (v7)
- Sora (app)See the change (v3)
- Phi-4 ReasoningSee the change (v3)
- TIAGo (PAL Robotics)See the change (v3)
- Shampoo (optimizer)See the change (v4)
- VellumSee the change (v3)
243 more articles
- Uplift ModelingSee the change (v7)
- PixVerseSee the change (v2)
- Vidu (video generation)See the change (v2)
- Wu DaoSee the change (v2)
- UI-TARSSee the change (v2)
- QvQSee the change (v3)
- Qwen2-MathSee the change (v2)
- Qwen2-AudioSee the change (v2)
- Qwen2.5-CoderSee the change (v2)
- Project AriaSee the change (v2)
- Self-Taught EvaluatorSee the change (v2)
- Research SuperCluster (RSC)See the change (v2)
- Pluribus (poker AI)See the change (v2)
- SpiRit-LMSee the change (v2)
- SeamlessM4TSee the change (v2)
- ToolformerSee the change (v2)
- WRAP (Web Rephrase Augmented Pre-training)See the change (v3)
- Step-VideoSee the change (v3)
- Tencent YuanbaoSee the change (v3)
- WürstchenSee the change (v3)
- WMDP benchmarkSee the change (v3)
- PipeliningSee the change (v7)
- Skeleton-of-ThoughtSee the change (v3)
- tinygradSee the change (v3)
- Ray ServeSee the change (v3)
- ThunderKittensSee the change (v3)
- SEDD (Score Entropy Discrete Diffusion)See the change (v3)
- Svaya RoboticsSee the change (v6)
- Self-Rewarding Language ModelsSee the change (v5)
- YOCO (You Only Cache Once)See the change (v3)
- Rule-Based Rewards (RBR)See the change (v3)
- Untether AISee the change (v3)
- Tangible Robots EggieSee the change (v6)
- Trusted Execution Environments for machine learningSee the change (v3)
- UltraChatSee the change (v3)
- SlimPajamaSee the change (v3)
- RoboForceSee the change (v7)
- UBTECH Cruzr S2See the change (v6)
- StreamingLLMSee the change (v3)
- Voyager (Minecraft LLM agent)See the change (v3)
- XTTS (Coqui XTTS)See the change (v4)
- Test-Time Training (TTT)See the change (v5)
- Titans (neural architecture)See the change (v3)
- SOAP (optimizer)See the change (v3)
- Run:aiSee the change (v2)
- VeRA (Vector-based Random Matrix Adaptation)See the change (v4)
- rsLoRA (Rank-Stabilized LoRA)See the change (v3)
- NVIDIA ParakeetSee the change (v2)
- RAPIDSSee the change (v2)
- NVIDIA Spectrum-X PhotonicsSee the change (v2)
- SAM 2See the change (v3)
- Strawberry (OpenAI codename)See the change (v3)
- SonautoSee the change (v3)
- Universal Music v. AnthropicSee the change (v2)
- RFM-1 (Robotics Foundation Model)See the change (v3)
- PiSSASee the change (v3)
- SIMA (DeepMind)See the change (v3)
- Persona vectorsSee the change (v3)
- Sandbagging (artificial intelligence)See the change (v3)
- Robot.comSee the change (v6)
- smolagentsSee the change (v3)
- Specification gamingSee the change (v3)
- SPIN (Self-Play Fine-Tuning)See the change (v4)
- WildBenchSee the change (v3)
- Periodic LabsSee the change (v4)
- Tripo (3D generation)See the change (v5)
- Zeroth M1See the change (v7)
- Xiao TuoSee the change (v5)
- ToroboSee the change (v5)
- Tien Kung 2.0See the change (v6)
- THEMIS V2See the change (v5)
- TARA GEN1See the change (v6)
- RoboForce TITANSee the change (v4)
- R-NoidSee the change (v6)
- UnderControl AI MobySee the change (v4)
- TARS (robot)See the change (v6)
- QUANTA X2See the change (v5)
- Robbyant R1See the change (v6)
- SIASUN SongxingSee the change (v4)
- Intel RealSense D555See the change (v2)
- Phi-4-mini-flash-reasoningSee the change (v2)
- Synthesia 3.0See the change (v2)
- Spirit AI Moz1See the change (v5)
- Self-Discover promptingSee the change (v3)
- Sharpa NorthSee the change (v7)
- PNDbotics Adam LiteSee the change (v5)
- Adam SPSee the change (v5)
- TeknTrash ALPHASee the change (v4)
- Navigator 2See the change (v5)
- Logit lensSee the change (v3)
- Model extraction attackSee the change (v4)
- Differential TransformerSee the change (v5)
- Invideo AISee the change (v7)
- Murf AISee the change (v8)
- Dev toolsSee the change (v5)
- comma.aiSee the change (v4)
- Gradient hackingSee the change (v3)
- Albert GuSee the change (v5)
- Capability overhangSee the change (v6)
- BrainChip AkidaSee the change (v4)
- Interim Measures for the Management of Generative AI ServicesSee the change (v4)
- HiDreamSee the change (v2)
- MetaXSee the change (v2)
- Aquila (language model)See the change (v2)
- Huawei PanGuSee the change (v2)
- CogAgentSee the change (v2)
- CogVLMSee the change (v2)
- Marco-o1See the change (v2)
- CodeGeeXSee the change (v3)
- DeepSeek-VLSee the change (v2)
- DeepSeek LLMSee the change (v2)
- HieraSee the change (v2)
- MEGABYTESee the change (v2)
- LLM Compiler (Meta)See the change (v2)
- MetaCLIPSee the change (v2)
- DroidletSee the change (v2)
- Grand Teton (AI hardware)See the change (v3)
- Catalina (Meta AI rack)See the change (v2)
- CICERO (AI)See the change (v2)
- Open Catalyst ProjectSee the change (v2)
- Meta MotivoSee the change (v2)
- Ego-Exo4DSee the change (v2)
- AI HabitatSee the change (v2)
- Nougat (model)See the change (v2)
- Detectron2See the change (v2)
- I-JEPASee the change (v2)
- AudioboxSee the change (v2)
- data2vecSee the change (v2)
- No Language Left Behind (NLLB)See the change (v2)
- ImageBindSee the change (v2)
- CM3leonSee the change (v2)
- Make-A-SceneSee the change (v2)
- Emu EditSee the change (v2)
- Large Concept ModelSee the change (v2)
- Byte Latent TransformerSee the change (v2)
- Llama APISee the change (v2)
- Llama StackSee the change (v2)
- BlenderBotSee the change (v2)
- Atlas (language model)See the change (v2)
- Doubao SeedreamSee the change (v4)
- MMStarSee the change (v3)
- AlphaFold-MultimerSee the change (v3)
- InternVideoSee the change (v3)
- DeepSeek-ProverSee the change (v4)
- AI in journalismSee the change (v3)
- Chain of Density promptingSee the change (v3)
- Crusoe EnergySee the change (v3)
- BentoMLSee the change (v3)
- Oriol VinyalsSee the change (v4)
- 4NE-1See the change (v5)
- Pallas (JAX kernel language)See the change (v3)
- Candle (HuggingFace Rust ML)See the change (v3)
- Mike LewisSee the change (v3)
- EAGLE-2See the change (v3)
- Lookahead DecodingSee the change (v3)
- OpenFoldSee the change (v3)
- Intel LoihiSee the change (v3)
- LightmatterSee the change (v3)
- DatologyAISee the change (v3)
- Homomorphic encryption for machine learningSee the change (v3)
- Backdoor attacks on large language modelsSee the change (v3)
- ImbueSee the change (v4)
- Membership Inference AttackSee the change (v3)
- OpenOrcaSee the change (v3)
- LumiereSee the change (v3)
- LTX-VideoSee the change (v3)
- H2O (Heavy-Hitter Oracle for KV Cache)See the change (v3)
- Instructor (library)See the change (v3)
- Guidance (library)See the change (v3)
- Outlines (library)See the change (v3)
- Open InterpreterSee the change (v3)
- KyutaiSee the change (v3)
- Latent Consistency Models (LCM)See the change (v4)
- NVIDIA L4See the change (v2)
- NVIDIA DRIVE ThorSee the change (v2)
- NVLMSee the change (v2)
- NVIDIA CanarySee the change (v2)
- Humanoid robot autonomy levelsSee the change (v4)
- ChipNeMoSee the change (v2)
- NVIDIA H800See the change (v2)
- Volta (microarchitecture)See the change (v2)
- NVIDIA DGX SuperPODSee the change (v2)
- NVIDIA Rubin UltraSee the change (v2)
- NVIDIA HGXSee the change (v2)
- LongLoRASee the change (v3)
- Limitless AISee the change (v3)
- BoomySee the change (v4)
- NVIDIA FeynmanSee the change (v2)
- AG-UI ProtocolSee the change (v3)
- GLM-4-VoiceSee the change (v3)
- OctoAISee the change (v3)
- fal.aiSee the change (v3)
- Palisade ResearchSee the change (v3)
- Normal ComputingSee the change (v4)
- Model organisms of misalignmentSee the change (v4)
- Eliciting latent knowledgeSee the change (v3)
- AI controlSee the change (v3)
- Instrumental convergenceSee the change (v4)
- CasiVisionSee the change (v7)
- LawZeroSee the change (v3)
- NVIDIA DSXSee the change (v2)
- KiroSee the change (v3)
- GitHub Copilot WorkspaceSee the change (v3)
- South Korea AI Basic ActSee the change (v4)
- ColossyanSee the change (v6)
- TPU v5eSee the change (v4)
- BitNetSee the change (v6)
- OpenAI o3-proSee the change (v4)
- Fox (benchmark)See the change (v7)
- CybenchSee the change (v4)
- AI Test KitchenSee the change (v4)
- K-BotSee the change (v7)
- Dexmate VegaSee the change (v6)
- GigaAI Maker H01See the change (v4)
- DecartSee the change (v3)
- DINOv3See the change (v4)
- iHub RoboticsSee the change (v6)
- Kaiber AISee the change (v5)
- JAKA K1See the change (v5)
- MenteeBotSee the change (v7)
- Cyan Robotics ORCASee the change (v4)
- OpenAI FrontierSee the change (v5)
- Galbot G1 ProSee the change (v6)
- Microsoft Foundry LocalSee the change (v2)
- IGRIS-CSee the change (v5)
- Midea MIROSee the change (v7)
- Grok ImagineSee the change (v3)
- HeyGen Avatar IVSee the change (v2)
- Inflection 3See the change (v3)
- AEI Robot AliceSee the change (v5)
- HIVA HaiwaSee the change (v7)
- EDM (Elucidating Diffusion Models)See the change (v3)
- Holiday Robotics FridaySee the change (v7)
- Mercury (Inception Labs)See the change (v3)
- Doubao Seed 1.6See the change (v2)
- DexBotSee the change (v6)
- Svaya Robotics BimanualSee the change (v4)
- AstroD AD-01See the change (v6)
- Atlas Electric (Boston Dynamics)See the change (v4)
- Kimi K1.5See the change (v3)
- GENE.01See the change (v5)
- Lumos NIXSee the change (v5)
- AIDOLSee the change (v4)
- editorial
OpenAI $100B LOI superseded by $30B equity stake ($852B round), added $20B Groq deal and Groq 3 LPU, Q1 FY2027 results ($81.6B), removed departed exec Manuvir Das, fixed 8 minor figures.
- editorial
Sonnet 5 (June 30, 2026) and Gemini table fixes; EU AI Act high-risk deadlines deferred to Dec 2027/Aug 2028; GPT-5 error-rate baseline; ChatGPT, Waymo, consciousness-paper updates.
- editorial
GPT-4 left ChatGPT on April 30, 2025 (replaced by GPT-4o), not at GPT-5's launch; removed fabricated system-card evaluators (ARC is the only one named); fixed SOTA columns and dates.
- editorial
Williams REINFORCE timeline redated to 1992; AlphaGo Zero 4.9M games was the 3-day run (40-day run: 29M); R1-Zero (not R1) skipped SFT; ACM Turing quote restored verbatim.
- editorial
Kavukcuoglu's chief AI architect title dated to June 11, 2025 (was mid-2024) in prose, table, and reference; Lila Ibrahim's role column updated to Chief AI Readiness Officer.
- editorial
Pentagon appeal was filed in the D.C. Circuit, not the Federal Circuit; ASL-3 applied to Opus 4 only; updated for the June 2026 Claude 5 releases and the US export-control suspension.
- editorial
EU AI Act high-risk deadlines updated per the June 2026 Digital Omnibus: Annex III deferred to Dec 2, 2027, Annex I to Aug 2, 2028; Samuel quote and 'deep learning' coinage reattributed.