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 2 reports and reviewed 1, taking a median of 4.8 days. 1 is 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
OpenAI Structured Outputs launch availability and gpt-4-0613 baseline, XGrammar figure, Anthropic availability refreshed, Gemini ref URL repointed; added decision-only models (Jev)
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Author count 20 not 21, labeling-interface detail, RLVR reference repointed; added Almeida/TypeSafe/Jev follow-on
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Indexer inputs are hidden-state projections (not MLA latents), benchmark drops attributed to fewer reasoning tokens per the tech report, training details cited to the report; add Related and derivative work (IndexCache, HISA, SparDA, NOSA)
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BU 2.0 gain is +12% relative (74.7% to 83.3%), not 12 percentage points. Also add Tencent BrowserSkill (tools section, comparison table, authentication)
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KernelBench was first presented in a Dec 3, 2024 Stanford blog (not introduced by the Feb 2025 paper); NVIDIA's loop budget was more than 10 minutes, not 15; one-shot correctness restated from Table 1; Ré spelling. Also add Dream-RSI use of four KernelBench tasks
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NVIDIA title per NVIDIA Research profile (research director, Efficient AI team, Singapore Lab); add SparDA (2026) to research and table; refs 12-13
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Fix reference 8 (arXiv:2512.07011 is Ohayon et al. 2025, not a 2024 Han-lab paper); add selection-overhead and offloading subsections (DSA, IndexCache, HISA, SparDA, NOSA), table rows, refs 11-16
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V0.6.1 release notes list 146 merged pull requests (173 counted the new-contributor lines); LeRobot shipped no robot drivers at its May 2024 launch (the Koch v1.1 pair arrived July 2024). Also: SO-101 vs SO-100 BOM attribution, a verbatim quote, and the ICLR venue citation
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The About page names 58 team members (an earlier correction today said 54); Flexion's own announcement names no Series A lead (DST reported as lead only by EU-Startups and Crowdfund Insider); ref 5 date and a dead BeBeez reference fixed
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The LeRobot paper's appendix lists the Google robot and an unknown embodiment group above the SO arms in downloads (article said only four robots had more); changelog row misdated the URDF (v0.1.6, 8j design). Also: motor-ID setup, Robot Studio description, controller cell, OpenArm row and an unsupported causal link fixed
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The NIM benchmark's "Native 256K max context" is a serving-configuration label, not the model's native maximum (Ultra supports 1M tokens, as the article's own tables say); Artificial Analysis launch-note scores are integers (48 and 54); Mamba state-cache mechanism and the 50 TPS target reworded to what NVIDIA states
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"vLLM as the sole inference backend" overstated in the wiki's voice (NVIDIA also publishes SGLang-variant images; one backend per container image, vLLM in the standard image); quote misattributed to the migration guide; three stale TensorRT-LLM sentences; 90-day trial license re-sourced; LoRA description updated to 2.0; NIM LLM 3.0.0 Dynamo mode added; editorial meta-commentary removed; doc URLs repointed
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The supported-robot table listed ALOHA/ALOHA 2/Mobile ALOHA/Stretch/WidowX/Moss drivers that are not in the v0.6.1 source tree (rewritten from the tree); OpenArm is Enactic's 7-DoF humanoid arm, not a 6-DoF ALOHA-format arm; RoboCasa is by Nasiriany, Zhu et al., not the Stanford BEHAVIOR team; ManiSkill/PandaGym are not bundled envs; SO-100 BOM is $123 per README; 0.6.1 release and dated Hub counts added
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Launch coverage count (Humanoids Daily 14 Sep added); stealth-exit framing, founder post and Humanoids Daily feature added
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Three outlets covered the launch on 14 September (Humanoids Daily was missed); added founder Zipeng Fu account of the launch and a channel-by-channel note on the zero-shot wording
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Odyssey.world was Odyssey's own domain (its 2025 landing page declared odyssey.systems canonical), not a redirect away from the company; the lineage table overstated the frozen backbone (Odyssey says frozen only for driving, drones and games). Also: funding table participants and lead cells fixed, $1M reconciliation gap noted, retroactive naming caveat added, Cruise date sourced
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A sentence rendered TechCrunch's paraphrase ("until I start my next company") as a direct quote by Cameron; replaced with his actual quoted words. Also: Odyssey-3 byline is Cameron and Hawke; Series B angel list restated per Odyssey's post; 25 mph limit applied to the planned product, not the fleet; G3 and Times citations fixed; Odyssey-2 Pro row added
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Trainium4 is expected to begin delivery in 2027 per Amazon (Feb 27, 2026); article said no availability date had been announced. Added Amazon-OpenAI Trainium partnership and Odyssey/Annapurna collaboration
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Removed a wrong internal link that pointed the word momentum at the gradient-descent optimizer page; added Odyssey-3 subsection, frozen-vs-adapted comparison table, and teleoperation-vs-passive-video data section
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Audio guidance scale 7 belongs to the third-stage real-critic biasing, not the second-stage ODE finding; date caveat added (post byline 17 May, blog index 18 May, PDF uploaded 16 May); concurrent work OmniForcing named
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Reference 11 (MineRL BASALT, arXiv:2107.01969) carried a wrong author list copied from the PROWL paper's bibliography; author diacritics restored; PPO reward ambiguity in the paper noted; PPO link repointed
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Enigma's stated reason for channel-axis stacking in Multiverse was reversed (convolutions see nearby pixels; channel-stacked frames are processed together at every layer); quote restored verbatim; SIMA recategorised; Air Street investor note sourced
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AMI Labs is Yann LeCun's post-Meta venture (Paris, $1.03B seed), not a Meta unit; article had it as "Meta AMI Labs" in three places. Added Odyssey section (Odyssey-3, Starchild-1, Agora-1, PROWL-1) and CaliBench calibration subsection
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The "team of more than 60" headcount was not on the cited page (About page names 54 people; Unicorner reported 45); hardware-platform statement softened; added Odyssey-3 collaboration, ICRA 2026 demos, Top100 award
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NIM 2.0 uses vLLM as its sole inference backend (article described a TensorRT-LLM default with vLLM fallback); Nemotron 3 Super/Ultra shipped Mar 11/Jun 4 2026 (article said expected H1 2026); metrics endpoint is /v1/metrics; pricing tiers updated; added Nemotron 3 Ultra NIM 2.0.12 case study