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); we aim to review every report within 72 hours. See the verifiability policy for how checking works.
- SpaceX Starmindeditorial
Fixed AI1's compute payload at 150 kW peak and 120 kW average throughout, removed a false current-versus-earlier distinction, and refreshed the official SpaceX source access date.
- Space-based data centerseditorial
Updated the SpaceX AI1 power and late-2027 schedule, replaced obsolete Aetherflux material with Cowboy Space, added the Cowboy and Orbital FCC filings plus Aethero's flown edge-compute missions, qualified launch-cost model inputs and broad first/inventory claims, and preserved the verified ESA study material.
- GPU Clustereditorial
Corrected cluster scale, infrastructure status, cooling, and reliability claims
- AI Datacentereditorial
update infrastructure, cooling, power, water, project, and capital expenditure claims through August 17, 2026
- NVIDIA L40Seditorial
Qualified historical performance and market comparisons and removed unsupported availability and efficiency claims.
- OpenAIeditorial
updated the Ohio infrastructure project from reported talks to announced lease and guarantee terms
- CME Compute Futureseditorial
add pending CFTC approval status, proposed settlement formula, index scope, and filed position controls
- Space-based data centerseditorial
Starcloud-2 launch date updated from October 2026 to January 2027 per SpaceNews (May 26, 2026); China Three-Body constellation second/third-group claim reattributed to ADA Space EVP Zhao Hongjie via China SCIO and the SatNews February 2026 testing claim reattributed to CASIC's separate CubeSat testbed; added supporting references for the 744 TOPS / 1,000 POPS / 2,400-400 figures, the Gigasat Factory and TeraFab claims, and Lonestar's in-transit operations (now attributed to the company); corrected the 5 GW concept attribution to Starcloud, Google's next-nearest-neighbor spacing, the Altman quote wording, the Deutsche Bank row's unverified figures, and Starcloud's total-funding wording.
- AI watermarkingeditorial
same copy-paste vs model-level causal fix as claude page
- Nemotron 3editorial
Nemotron Open Model License commercial terms apply to Nano and Super, not OpenMDW-licensed Ultra
- Claude (language model)editorial
copy-paste persistence comes from the watermark being part of the text; model-level application means presence across products
- Nemotron 3editorial
Ultra shipped under OpenMDW-1.1, not the Nemotron Open Model License; add Nemotron 3.5 Lightning (Aug 11, 2026)
update AI Omnibus from May 2026 provisional agreement to enacted Regulation (EU) 2026/1744; add Anthropic/Claude C2PA adoption (Aug 2026)
- WeirdMLeditorial
Claude Opus 4.6 (high) score is 77.9% per the leaderboard CSV
- NVIDIA RTX Sparkeditorial
OEM follow-on claim matched to the cited source (no timing, Dell included)
- NVIDIA Isingeditorial
QCalEval author count, decoder license and gating details, press-release quote wording
- Muse Sparkeditorial
attribute Arena's Pareto-frontier remark to the model's placement, not its pricing
- MiniMax Codeeditorial
check-in point tiers per the changelog; cite the dedicated Token Plan pages
- WeirdMLeditorial
refresh stale v2 leaderboard (top now Claude Fable 5 max at 91.9%, Aug 8 2026), fix o3/o1 and Mixtral row mixups and v1-only timeout/run counts, add Muse Spark 1.2 result and Agentic WeirdML section
- World action modeleditorial
Cosmos 3 DROID policy models first shipped with the May 31, 2026 family release, not July
- Vals AIeditorial
remove two editorial scaffold sentences that leaked into the published text
- Situational Awarenesseditorial
Bloom Energy is a fuel-cell power company, not a Bitcoin miner; the $5.5 billion figure is 13F-disclosed U.S. equity exposure, not total assets, and the $225M-to-$5.5B framing was not in the cited source
- Sakana AIeditorial
Ren Ito is listed as Co-Founder and Chairman on sakana.ai/company-info as of August 2026; infobox Key people and body updated (COO retained as his founding-era role).
- Safe Superintelligence Inceditorial
recast the TPU-as-main-substrate claim in dated past framing and add the July 27, 2026 NVIDIA strategic partnership and reported $5 billion investment (NVIDIA Newsroom, Bloomberg, TechCrunch); paraphrase the Gavin Baker remark whose verbatim wording differs across renderings.
- Rogoeditorial
source the $2 billion Series D valuation, re-cite the customer list to Rogo's own Series B post, and remove claims unsupported by their citations
- Prime Intellecteditorial
December 2025 database entry is the Series A's initial close, not a separate ~$49.9M Series B; fix the commoditizing tagline quote
- Prime Agenteditorial
align quoted README wording ("are not a security sandbox")
- Open Secure AI Allianceeditorial
CoSAI partner count is more than 40 per the cited OASIS release, not 45
- NVIDIA Vera Rubineditorial
200 petaFLOPS figure appears only in the July post; drop unsupported cable-free attribution for the Pegatron tray
- Muse Sparkeditorial
DeepSWE 1.1 prose (GPT-5.6 Terra leads Muse Spark 1.2 there), three reference bylines, Wang 'rough edges' quote re-cited to his April 8 X thread, unsupported Bloomberg attribution removed, Avocado code name re-cited to CNBC.
- Muse Codeeditorial
Muse Spark 1.2 does not beat GPT-5.6 Terra on every coding chart (Terra leads DeepSWE 1.1, 64.8% vs 59.3%, per Meta's own chart); Terminal-Bench 2.1 submissions run through the harbor framework, not a benchmark-owned harness.
- Meta Superintelligence Labseditorial
replaced 13 dead or invented reference URLs with verified real sources, re-pointed the anachronistic Wang layoff-memo and LeCun citations to correctly dated sources, and tightened claims to match the verified sources.
- Isomorphic Labseditorial
Companies House citation pointed to the wrong record (13207520 is unrelated GG-895-389 LIMITED); the real record is Isomorphic Labs Limited, company number 13223825, and that is the registered name (no previous names on file).
- Higgsfield AIeditorial
fix unsupported user/video figures, missourced complaint and founder-background citations, seed-round details, and the dead AMD/TensorWave reference
- Hell Grindeditorial
note that the festival's own materials disagree on the submission opening date (rules say Aug 7, timeline widget says Aug 10)
- FluidStackeditorial
the December 2025 ~$700M raise was in-talks reporting only; the round closed as an $830M Series A at a $7.5B valuation in January 2026, led by Situational Awareness, announced July 20, 2026
- Conduit (neurotechnology company)editorial
match the cited source's competition name (North American Women's Under-20 Championship)
- Cloudflare OSeditorial
the term gadgets comes from the project README, not the launch post
- Cloudflareeditorial
cite TechCrunch for Human Native background; AI Gateway routing in Cloudflare OS is optional, not universal
- Bittensoreditorial
dTAO-era subnet growth started from about 64 subnets, not the old 32 cap; update Apex description; fix GTAO first-product attribution
- BigFinanceBencheditorial
the GPT-5.6 figures on OpenAI's page sit inside a Rogo testimonial quote, not OpenAI's own results
- BigBang-v1editorial
remove wrong day-after-Dean-departure linkage (weights shipped Aug 2, Dean announced Aug 5); fix quantization timing and loosen same-day counts
- Situational Awarenesseditorial
47% gain was H1 2025, not H2 2024; add July 2026 fund deleveraging (Citadel sale, $45B to $10B) and August 2026 $400M private investment, per WSJ/CNBC/FT/Bloomberg
- Leopold Aschenbrennereditorial
47% gain was first-half 2025, not first-half 2026; add July 2026 deleveraging (Citadel sale, $45B to $10B) and August 2026 $400M private investment, per WSJ/CNBC/FT/Bloomberg
- Isomorphic Labseditorial
fix leadership errors (Jaderberg joined May 2022 as ML director, not May 2024 as chief AI officer; no AlphaFold role; Yakneen was ex-SOPHiA GENETICS, not Roche/Microsoft; Cambridge US site opened June 2025, not 2024); refresh leadership table to August 2026 roster incl. CMO Ben Wolf; add February 2025 Novartis expansion and July 2026 joint bioresilience program
- Higgsfield AIeditorial
fix 11 'Highsfield' misspellings; add Higgsfield Originals/Hell Grind section (Cannes screening and dispute, Aug 2026 open-source release, $1M Global Film Festival) and May 2026 $400M run-rate figure
- SpaceX Starmindeditorial
reference access date aligned with the as-of date of the vendor-agnostic language claim
- Sanjay Ghemawateditorial
the New Yorker's ten-month gap refers to their DEC departures, not their Google start dates; Senior Fellow citation fixed
- Koray Kavukcuoglueditorial
Dean's title attributed to The Verge rather than the Google announcement; co-cited the August 5 post for the former CTO title after Google silently updated its author page
- Jeff Deaneditorial
harmonized the early-Google employee count with the New York Times' 30th-employee figure
- Google DeepMindeditorial
co-cited Wired for Dean's dual chief-scientist title and Dean's announcement for the Discovery Loop name, which the Google post does not contain
- Discovery Loopeditorial
removed an unsourced superlative, restored Wired's question verbatim, re-attributed the NYT framing in its own terms, and removed an embellished 'first meeting' detail
- Demis Hassabiseditorial
Discovery Loop name and Dean's title attributed to the right sources, an uncited superlative removed, and a mislink of 'conviction' to a VC firm's page removed
- Recommender Systemeditorial
GEM is a ranking-stage teacher model, not an example of autoregressive generative recommendation
- GEM (Meta)editorial
the ranking-stage claim is from the Q2 2025 earnings call, citation added
- Transhumanismeditorial
restored dropped apostrophes in the Sandberg quote and unbundled three book topics the cited page lists separately
- Astra (OpenAI)editorial
restored the hedge in Alpoge's wording, he wrote "i think ehrhart is the only one so far"
- NVIDIA Vera (CPU)editorial
the 164 MB L3 cache and Armv9.2 instruction set are now NVIDIA-published figures (August 2026 storage post), no longer only third-party reporting
- Long-context language modelseditorial
the ALiBi slope formula was garbled; the paper defines the slopes as the geometric sequence m_h = 2^(-8h/H)
- GPT-Liveeditorial
OpenAI attributes single-UDP-packet session start to Instant Connect and WARP together, not to Instant Connect alone
- Generative Bionicseditorial
the fourth-quarter 2026 production target is in the CES release, not the July 20 announcement; citations split accordingly
- Frontis-MA1editorial
removed an unsourced framing about third-party descriptions of the release; the cited sources state the license facts only
- Claude Fable 5editorial
restored the hedge in Alpoge's wording, he wrote "i think ehrhart is the only one so far"
- DeepSeek V4-Flasheditorial
replaced two references to a source on the site's excluded list with IT之家 and Jiemian News coverage; the V4-Pro price reduction began as a late-April 2026 limited-time promotion, not a May permanent cut, and the peak-pricing plan was communicated in a June 29, 2026 email to users
- Galbot G1editorial
funding table now matches the body's June 2025 date for the CATL round; the release sentence now matches its cited source, which dates the G1 release to March 2025; Ramesohl's title per the cited release is managing partner
- Galboteditorial
aligned the yuan-to-dollar conversion with the cited Global Times figure, reworded a reporter narrative that had been presented as a company quote, added the reference that actually supports the Stanford PhD, and matched TechNode's wording on the factory deployments
- Benchmark (AI)editorial
the claim that LMArena disputed the paper's figures now cites LMArena's own response post rather than the paper it responds to
- Wayveeditorial
restored words silently dropped from the Kendall Series C quote
- Tesla AI5editorial
the Terafab sentence cited an August 2025 article that predates the March 2026 announcement; recited to Tom's Hardware's announcement coverage and updated the stale 'sometimes referred to as' phrasing, Terafab is the project's official name
- KAI Schedulereditorial
six (not five) v0.16.x releases shipped in July 2026, and v0.10.0 was published November 18, 2025 per the GitHub releases page, which contradicts the README's own 2025/10 label
- Terafabeditorial
the AI5 sentence was cited to sources that do not mention the tape-out; recited to Electrek's April 15, 2026 report, which describes TSMC handling AI5 while Samsung's 2 nm line is tied to AI6
- Galbot G1editorial
GraspVLA first author is Deng Shengliang (was misnamed Jia); removed an unverifiable Peking University bachelor claim (sources conflict); fixed the March 2026 round investors per TechNode/Caixin; linked the new Galbot company page; June 2025 round date precision
- SpaceX Starmindeditorial
fixed citation integrity flagged in review (merger and IPO facts now cited to CNBC and NPR rather than the Space.com naming piece; Starcloud is not described as NVIDIA-backed, its Series A was led by Benchmark and EQT; unquoted a Tom's Hardware paraphrase presented as a Musk quote)
- Shenzhen Robot Valleyeditorial
removed compass directions for the flanking mountains that no cited source states
- Qwen3.8-Maxeditorial
attributed the open-weights reversal analysis to Ben Thompson (relayed by Simon Willison), and pointed the Artificial Analysis reference at the archived snapshot after the live page 404ed
- NVIDIA Vera Rubineditorial
NVIDIA's and Microsoft's Anthropic investment commitments were swapped (NVIDIA up to $10B, Microsoft up to $5B per NVIDIA's own blog); removed an unsupported 'radiation-tolerant' attribute and recited the FCC filing clause to SpaceNews
- NVIDIA Deep Learning Instituteeditorial
certification program predates 2024 (Academy credentials existed by March 2023), and the 'infrastructure, platform, and AI operations teams' quote is from NVIDIA's Asia Pacific post, not the catalog page
- Nous Researcheditorial
removed an unsourced claim that Shivani Mitra was CEO (The Block and TechCrunch name Jeffrey Quesnelle as founding CEO), and fixed the understated lead download figure
- Moonshot AIeditorial
reference date fixed to July 30, 2026, matching the page's own publication stamp rather than its URL path
- MiniMax H3editorial
fixed the license Q and A quote, which had inverted MiniMax's 'not yet, not ever' meaning, and added a MiniMax platform docs citation for the Hailuo 2.3 replacement claim
- Hailuo AIeditorial
repaired a corrupted model-versions table row that dated Hailuo 2.3 to the September 16, 2025 lawsuit filing instead of its October 28, 2025 release
- NVIDIA Cosmos 3editorial
the Linux Foundation OpenMDW 1.1 press release is dated May 28, 2026, not June 24
- OpenMDWeditorial
Laguna-XS-2.1 was published June 20, 2026, not July
- LingoQAeditorial
Action and Scenery QA-pair counts were transposed (the paper's Table 3 is authoritative; the GitHub README transposes them); evaluation split is 500 questions with two reference answers each
- NVIDIA Alpamayo 2 Supereditorial
pin the 2B vs 2.3B action-expert discrepancy across NVIDIA sources, note NVIDIA dev-blog table contradicting the first-on-all-benchmarks claim, fix award category name and CES description, reword two unsourced anecdotes
- Astra (OpenAI)editorial
the "no progress for at least a decade" line was in OpenAI's original August 1 post and was removed by August 3; the article previously implied it was only a press paraphrase. Also clarified that reduced cybersecurity refusals applied to all models in the Hugging Face disclosure.
independently verify the EU cybersecurity and AI action plan; correct legal status, dates, action timelines, funding context, quotations, and source wiring.
- Ellipsis (software)editorial
independently verify Ellipsis history and architecture; correct GitLab support and funding-date scope; remove unsupported employment, pricing, financing-close, and post-cutoff claims.
- DeepSeek vs Llama vs Qweneditorial
replace unsupported cross-vendor rankings with a version-scoped, source-audited comparison of six downloadable DeepSeek V4, Llama 4, and Qwen3.6 checkpoints.
- Daron Acemoğlueditorial
fix sourcing, academic timeline, and attributed research estimates
- Artificial Analysiseditorial
cost-per-task spread restated as the source measured it, and the unsourced claim about an earlier 3:1 blended-price ratio removed.
- Epoch AIeditorial
MirrorCode paper authorship no longer presents three of seven authors as the full list, the AI compute stock figure is corrected to 16.5 million H100-equivalents, and the July 2026 FrontierMath Open Problems removals cite notability as well as verifier fidelity.
- MLPerfeditorial
CoreWeave MLPerf Training v6.0 Llama 3.1 405B comparison no longer claims identical GPU counts, and the AMD submission list adds the OCI MI300X entry.
- TechInsightseditorial
customer-segment count corrected to eight, IP-services list reduced to what the cited sources state, SemiAnalysis methods description corrected, UBM division date corrected to October 2009, and an unsourced SK hynix inquiry clause removed.
- Neocloudeditorial
ClusterMAX is described as four medallion tiers plus a Not Recommended band split into Underperforming and Unavailable. The article previously listed five tiers and omitted the Unavailable state.
- GPT-4editorial
GPT-4 parameter count now states roughly 1.8 trillion, with 1.76 trillion identified as the figure implied by 16 experts of about 111 billion parameters each, rather than presenting the two as competing numbers. Publisher name corrected to SemiAnalysis throughout.
- Cohere Transcribeeditorial
Attribute access routes to dated sources, canonicalize documentation URL, and strengthen sourcing
- Cloud AI GPU Pricing Comparisoneditorial
replace unsupported live-price rankings with a cutoff-bounded, independently verified cloud GPU pricing comparison
- Augmented realityeditorial
HoloLens 2's 52-degree field of view was cited to Microsoft's hardware spec page, which publishes no display field of view (its 96.1-degree figure is the visible-light tracking cameras). Re-sourced to Kipman's reveal figure via Road to VR.
- Ego4Deditorial
the Ego4D journal extension appeared in TPAMI vol. 47 no. 11, November 2025 (pp. 9468-9509), not 2024; the 2024 in the DOI is the early-access year. CVPR page range corrected to 18973-18990 per Crossref.
- NVIDIA H100reader report
Confirmed and fixed. A reader reported that the Tensor Core throughput figures in the H100 performance table were roughly double the correct values. They were: the dense column had been populated with NVIDIA's sparsity-assisted numbers, and the sparsity column with those numbers doubled again. The table now reports NVIDIA's shipping-product figures with dense and 2:4-structured-sparsity values in separate columns for both H100 SXM5 and H100 PCIe. Corrected dense peaks for the SXM5 are 494.7 TFLOPS TF32, 989.4 TFLOPS BF16 and FP16, and 1,978.9 TFLOPS/TOPS FP8 and INT8, with the sparsity-assisted figures at twice each value. The DGX H100 FP8 aggregate was corrected in the same pass. Thanks to the reader who spotted the inconsistency against our own NVIDIA B200 page.