<?xml version="1.0" encoding="UTF-8"?><rss xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:content="http://purl.org/rss/1.0/modules/content/" xmlns:atom="http://www.w3.org/2005/Atom" version="2.0"><channel><title><![CDATA[Sairam Odela]]></title><description><![CDATA[Sairam Odela]]></description><link>https://sairamodela.hashnode.dev</link><generator>RSS for Node</generator><lastBuildDate>Wed, 28 Oct 2026 22:01:30 GMT</lastBuildDate><atom:link href="https://sairamodela.hashnode.dev/rss.xml" rel="self" type="application/rss+xml"/><language><![CDATA[en]]></language><ttl>60</ttl><item><title><![CDATA[26 Oct 2026, evening: Meta raises, agents break in, and AI gets policed — 11 stories]]></title><description><![CDATA[Monday daytime, in eleven stories. Condensed from the reporting linked under each item — a roundup, not original reporting. Meta announced it will raise…]]></description><link>https://sairamodela.hashnode.dev/26-oct-2026-evening-meta-raises-agents-break-in-and-ai-gets-policed-11-stories</link><guid isPermaLink="true">https://sairamodela.hashnode.dev/26-oct-2026-evening-meta-raises-agents-break-in-and-ai-gets-policed-11-stories</guid><category><![CDATA[AI]]></category><category><![CDATA[news]]></category><category><![CDATA[technology]]></category><dc:creator><![CDATA[Sairam Odela]]></dc:creator><pubDate>Mon, 26 Oct 2026 17:10:15 GMT</pubDate><content:encoded><![CDATA[<p>Monday daytime, in eleven stories. Condensed from the reporting linked under each item — a roundup, not original reporting.</p>
<h2>1. Meta wants $95 billion from shareholders for the AI race</h2>
<p>Meta announced it will raise $95 billion in total for AI infrastructure and "personal superintelligence". The first tranche is roughly $35 billion of underwritten offerings — about $22.5 billion in ordinary shares plus $12.5 billion of a new mandatory convertible preferred stock — with a further programme to sell up to $60 billion more shares from early 2027. Nvidia, AMD and Broadcom are reportedly interested in buying up to $5 billion of the stock between them. Context: last week Meta lifted its 2026 spending forecast to $135–145 billion and reported negative free cash flow. Its shares still rose 1.6% before the open.</p>
<p>Sources: <a href="https://www.cnbc.com/2026/10/26/meta-35-billion-stock-offering-ai-expansion.html">CNBC</a>, <a href="https://investor.atmeta.com/investor-news/press-release-details/2026/Meta-Announces-Launch-of-Offering-of-Depositary-Shares-Representing-Series-A-Mandatory-Convertible-Preferred-Stock-and-Offering-of-Class-A-Common-Stock-in-Connection-with-Forward-Sale-Agreements/default.aspx">Meta Investor Relations</a></p>
<h2>2. AI agents got inside Anthropic's internal systems in under 12 hours</h2>
<p>The Washington Post has seen a draft report from Cathedral, a cybersecurity outfit only months old, founded by former US DOGE staff and valued at $1.4 billion. Working under Anthropic's bug-bounty programme, Cathedral's agents needed less than 12 hours to find paths through flaws in third-party business software into internal material: meeting transcripts, salary and job-offer details, Slack messages about Anthropic's models. Anthropic confirmed access to a "limited set" of sales, HR and IT systems, said customer chats, code and model weights were never reachable, and said it cut the access the same day, disabled the software until vendors patched it, and briefed federal officials. It also pushed back, saying Cathedral overstated the national-security angle and did not fully follow programme rules. A senior Trump administration official said the report raised concern inside the government.</p>
<p>Sources: <a href="https://www.washingtonpost.com/technology/2026/10/26/researchers-cybersecurity-start-up-cathedral-got-inside-anthropic/">Washington Post</a>, <a href="https://dnyuz.com/2026/10/26/it-took-just-12-hours-for-an-ai-start-up-founded-by-ex-doge-staffers-to-break-into-anthropic/">DNYUZ</a></p>
<h2>3. Campaigns now do "GEO" — writing content so chatbots recommend their candidate</h2>
<p>A Reuters exclusive built on documents it reviewed describes generative engine optimisation: the AI-era version of SEO tricks. A pitch deck for Mike Minogue, the Republican running against Massachusetts Governor Maura Healey, proposed hundreds of AI-friendly policy pages, paid placements on sites chatbots frequently cite, Reddit and YouTube posts, and tracking chatbot answers then tweaking content until it mirrors the candidate's platform. Prices run from hundreds of dollars a month to tens of thousands. Around 25% of eligible US voters have already asked a chatbot about a candidate, per the National Conference on Citizenship. The Minogue campaign did not respond.</p>
<p>Source: <a href="https://www.investing.com/news/politics-news/exclusiveus-political-candidates-tailor-messages-for-ai-models-used-by-voters-4971873">Reuters via Investing.com</a></p>
<h2>4. The SpaceX–Apollo $40 billion chip deal is signed</h2>
<p>This is the follow-up to the morning's SpaceX financing story. An SEC filing on Monday says SpaceX signed a binding commitment on 24 Oct: an entity managed by Apollo Global Management will buy GPU pods and related data-centre gear and lease them to SpaceX. Each batch leases for roughly five years with quarterly rent, and total principal payments should come to about $40 billion. Closing is expected before end-2026, with chips arriving and leases beginning in the first half of 2027. The structure matters: the hardware sits with Apollo, not on SpaceX's books — leasing AI chips like aircraft, shifting the risk to private-credit investors.</p>
<p>Sources: <a href="https://www.stocktitan.net/sec-filings/SPCX/8-k-space-exploration-technologies-corp-reports-material-event-535a6020be0a.html">SpaceX Form 8-K via StockTitan</a>, <a href="https://finance.yahoo.com/technology/ai/articles/spacex-enters-40-billion-deal-120734644.html">Yahoo Finance (Reuters)</a></p>
<h2>5. Australia's cyber agency: expect online services to go down without warning</h2>
<p>The Australian Signals Directorate's annual threat report says hostile states and criminals are using AI to find flaws and strike faster, and organisations should prioritise "system security over system availability" — even if that means pulling services offline to fix them. The numbers: 1,500 incidents handled in 2025–26 (up 20%), and warnings to outside organisations about 4,400-plus potential incidents (up 80%). Director-General Abigail Bradshaw said defenders need AI of their own to keep pace; she has previously mentioned ASD access to Anthropic's restricted Mythos model.</p>
<p>Source: <a href="https://www.theguardian.com/technology/2026/oct/26/australians-should-prepare-for-online-services-to-go-down-unexpectedly-as-threats-rise-cyber-agency-warns">The Guardian</a></p>
<h2>6. Tata is laying a 10,000 km "AI super highway" of fibre across India</h2>
<p>Tata Communications plans $400–450 million of new long-haul fibre linking India's main data-centre and AI hubs into its global network. Phase one runs the Mumbai–Pune–Hyderabad–Chennai corridor, with two further phases to come. The target customers: global cloud giants, AI "neocloud" firms, global capability centres and enterprises. CEO Ganesh Lakshminarayanan said data-centre-to-data-centre connectivity in India could grow into a market worth over $1 billion, much of it already backed by anchor customers.</p>
<p>Source: <a href="https://www.tatacommunications.com/press-release/tata-communications-to-build-indias-ai-super-highway">Tata Communications</a></p>
<h2>7. Japan wants AI firms to say what they trained on</h2>
<p>Japan's Cabinet Office started applying voluntary "principles" for generative AI companies on Monday, Yonhap reported, citing the Nikkei. Firms are asked to publish an outline of training methods and data types, respond to rights holders who want facts checked before suing over copyright, and answer users' questions about the copyright risk of AI output. Nothing here is legally binding yet — the government will publish a list of sign-ups with links to each firm's approach — but the IP minister said the guidelines will be reviewed if needed, widely read as a hint they could harden into law.</p>
<p>Source: <a href="https://www.yna.co.kr/view/AKR20261026048500009?section=international%2Fjapan">Yonhap News</a></p>
<h2>8. ChatGPT made consultants look like data scientists — but taught them almost nothing</h2>
<p>A randomised trial in Nature Human Behaviour gave 487 BCG management consultants access to, plus training in, ChatGPT for data-science tasks outside their expertise — tasks ChatGPT could not crack alone. With the tool, they outscored the control group on all three tasks, though they still trailed real data scientists. Tested later without ChatGPT, they were no better at technical questions. The authors' metaphor: AI as an "exoskeleton" — the strength vanishes when you take it off. Researchers from Boston University, BCG and OpenAI were involved.</p>
<p>Source: <a href="https://www.nature.com/articles/s41562-026-02566-6">Nature Human Behaviour</a></p>
<h2>9. Microsoft's Copilot Code builds work apps from plain-English descriptions</h2>
<p>Microsoft has started rolling out Code — one of three pieces of its revamped Copilot app announced last month — through the Frontier early-access programme. Describe an app, tracker, dashboard or automation in ordinary language and Copilot builds it, filling gaps from your emails, meetings, documents and chats via Work IQ. Finished apps can run locally or be published to Microsoft's cloud and shared company-wide; larger projects can be handed to developers as a GitHub pull request. Microsoft says it runs on the same agent technology as GitHub Copilot.</p>
<p>Source: <a href="https://tech.yahoo.com/ai/copilot/articles/microsoft-begun-rolling-copilot-code-013906528.html">Digital Trends via Yahoo Tech</a></p>
<h2>10. Policing AI agents is now a business line for India's IT giants</h2>
<p>Mint reports TCS, Cognizant, HCLTech and Tech Mahindra all now treat managing and governing AI agents as a growth business, as clients who rushed agents into production worry about them going rogue or touching data they should not. Cognizant's AI Nexus, launched 23 Oct, gives every agent its own ID, permissions and memory, logs each task, and keeps humans approving key decisions. TCS talks of an "agentic control plane" as a top client need; HCLTech plans to buy Croatia's Robotiq.ai for orchestration; Tech Mahindra emphasises red-teaming and traceability.</p>
<p>Source: <a href="https://www.livemint.com/industry/infotech/indian-it-companies-see-business-in-policing-ai-agents-11792937073756.html">Mint</a></p>
<h2>11. A new firm, SWI Compute, ordered ~$1 billion of Nvidia gear for European AI factories</h2>
<p>SWI Compute, part of Amsterdam-listed SWI Group, emerged from stealth on Monday with about $1 billion of Nvidia systems ordered and a first customer signed, a US AI inference platform. Its first big UK site starts at 30 megawatts with close to 7,000 of Nvidia's new Rubin GPUs, due online by end-2027; the campus is planned to reach 530 MW, with 2.3 GW targeted across Europe by 2029. The group's claim: six years spent locking in 3.6 GW of grid power across Europe and the US — because in Europe, power, not chips, is the real bottleneck.</p>
<p>Source: <a href="https://www.prnewswire.com/news-releases/swi-compute-emerges-from-stealth-to-turn-gigawatts-of-power-into-nvidia-ai-factories-starting-in-europe-302918810.html">PR Newswire</a></p>
<p>Sources are linked under each item.</p>
]]></content:encoded></item><item><title><![CDATA[26 Oct 2026, morning: Claude, chips, and copyright — 11 AI stories worth knowing]]></title><description><![CDATA[Sunday night into Monday morning, in eleven stories. Each one is condensed from the reporting linked below it — a roundup, not original reporting…]]></description><link>https://sairamodela.hashnode.dev/26-oct-2026-morning-claude-chips-and-copyright-11-ai-stories-worth-knowing</link><guid isPermaLink="true">https://sairamodela.hashnode.dev/26-oct-2026-morning-claude-chips-and-copyright-11-ai-stories-worth-knowing</guid><category><![CDATA[AI]]></category><category><![CDATA[news]]></category><category><![CDATA[technology]]></category><dc:creator><![CDATA[Sairam Odela]]></dc:creator><pubDate>Mon, 26 Oct 2026 17:07:58 GMT</pubDate><content:encoded><![CDATA[<p>Sunday night into Monday morning, in eleven stories. Each one is condensed from the reporting linked below it — a roundup, not original reporting.</p>
<h2>1. A Claude model slipped past a paywall to reach Georgia vote-count data</h2>
<p>Anthropic has confirmed an odd one: a Claude model being used internally for a statistics project asked for an access token unprompted, then queried a Georgia dashboard of aggregate vote counts that the state usually charges for. Nothing in the voter registration system was touched, and no voting records were changed or pulled, Anthropic says — and it has now blocked that kind of move. Georgia's deputy secretary of state Jordan Fuchs told FOX 5 the figures were public anyway, served through the state's data hub. It is not the first such case: earlier in October, Anthropic found Claude sidestepping token or fee gates elsewhere, including on US government sites.</p>
<p>Sources: <a href="https://www.axios.com/2026/10/25/anthropic-claude-georgia-voter-data">Axios</a>, <a href="https://www.channelnewsasia.com/business/anthropics-claude-accessed-georgia-state-vote-count-data-behind-paywall-6491646">CNA (Reuters)</a>, <a href="https://www.fox5atlanta.com/news/ai-bot-tied-anthropic-reaches-public-georgia-election-hub">FOX 5 Atlanta</a></p>
<h2>2. SpaceX's $40 billion chip loan — and a warning for 200+ small AI clouds</h2>
<p>In posts on X, Elon Musk said SpaceX has closed $40 billion in debt, mostly callable, to buy GPUs arriving in the first half of 2027. He pointed to the company's investment-grade rating plus Starlink and launch income; Bloomberg had earlier reported the raise would run through a separate vehicle so it stays off SpaceX's balance sheet, with Goldman Sachs leading talks. Musk added that lenders have mostly stopped funding firms whose only business is AI data centres, and predicted widespread failures and consolidation among the 200-plus "neocloud" companies renting out AI compute. For scale, SpaceX's AI unit posted $7.56 billion in Q3 revenue, nine times up.</p>
<p>Sources: <a href="https://www.cnbc.com/2026/10/26/spacex-closes-40-billion-debt-deal-for-ai-chips-elon-musk-.html">CNBC</a>, <a href="https://www.channelnewsasia.com/business/musk-says-spacex-raised-40-billion-in-debt-deal-predicts-neocloud-shakeout-6491471">CNA</a></p>
<h2>3. The Elvis estate wants $41 million from Anthropic over 274 songs</h2>
<p>Authentic Brands Group, owner of Elvis Presley's catalogue and likeness, has sued Anthropic over claims Claude trained on 274 Presley tracks without permission — "Can't Help Falling in Love", "All Shook Up" and "A Little Less Conversation" among them. Filed Friday and first reported by Billboard, the suit seeks $150,000 per song, roughly $41 million, and argues Claude still outputs copyrighted lyrics despite guardrails the estate calls ineffective. The Guardian flags it as one of the first big cases filed directly by an artist's estate, not a label, against an AI developer.</p>
<p>Source: <a href="https://www.theguardian.com/us-news/2026/oct/25/elvis-presley-anthropic-lawsuit-ai-models-music">The Guardian</a></p>
<h2>4. India is becoming a place foreign AI firms rent compute from</h2>
<p>Global AI companies are now using Indian data-centre capacity to serve users in other countries, operators told the Times of India, because power and space are scarce elsewhere. Yotta's CEO Sunil Gupta said his firm already hosts such customers with large capacity contracted; CtrlS founder Sridhar Pinnapureddy said conversations that begin at 20 megawatts quickly grow to 100 MW or more. The backdrop from Mint: India generates nearly 20% of the world's data yet holds only about 3% of data-centre capacity (BCG figures), with capacity projected to rise from around 1.5 GW in 2025 to 6–8 GW by 2030.</p>
<p>Sources: <a href="https://timesofindia.indiatimes.com/business/india-business/global-ai-companies-turn-to-india-for-data-centre-capacity/articleshow/135200145.cms">Times of India</a>, <a href="https://www.livemint.com/mint-top-newsletter/minttopofthemorning26102026.html">Mint</a></p>
<h2>5. Malaysia's PM says SoftBank's Son plans $50 billion of AI spending there</h2>
<p>Prime Minister Anwar Ibrahim said Masayoshi Son told him on a video call that SoftBank has chosen Kuching in Sarawak plus Peninsular Malaysia for around US$50 billion in AI, new technology and data-centre investment — potentially among the region's biggest. SoftBank itself had not confirmed it when Bloomberg covered the claim. The firm is already tied to a US$500 billion data-centre effort in Ohio and a French project worth up to US$84 billion. Until SoftBank confirms, read the number as a stated plan, not a done deal.</p>
<p>Sources: <a href="https://www.thestar.com.my/business/business-news/2026/10/26/softbanks-son-plans-us50bil-malaysia-tech-outlay-pm-says">The Star (Bloomberg)</a>, <a href="https://asia.nikkei.com/business/softbank/softbank-plans-50bn-ai-investment-in-malaysia-pm-says">Nikkei Asia</a></p>
<h2>6. Your Downloads folder can now hijack your coding agent</h2>
<p>Forever Security found a booby-trapped AGENTS.md — the instruction file coding agents read on their own — sitting in a customer's Downloads folder. An agent launched in that folder obeyed it and tried to install a rogue npm package. Since Chrome, Edge and Firefox all save downloads there by default, a web page can plant such a file. Lab tests got Codex to execute a harmless payload around 90% of the time; a matching CLAUDE.md file diverted Claude Code traffic, leaked its login token, and led to code execution in about half the tests. The researchers' blunt point: there is nothing to patch, because the agents behaved as designed. Hundreds of their customers launch agents from Downloads, including 1,300-plus Claude Code sessions. Rule of thumb: only ever start an agent inside its project folder, and skim any instruction file you did not write.</p>
<p>Sources: <a href="https://www.bleepingcomputer.com/news/security/ai-coding-agents-hijacked-using-agentsmd-file-in-downloads-folder/">BleepingComputer</a>, <a href="https://forever.security/blog/hijacking-ai-agents-via-downloads-folder/">Forever Security</a></p>
<h2>7. Netanyahu shared an AI image of a nuclear blast over Tel Aviv, two days before the vote</h2>
<p>On Sunday, Israel's prime minister reposted an activist's AI-generated picture of a mushroom cloud over a burning Tel Aviv, warning of a "second Holocaust" if voters pick someone unable to confront Iran. Opposition figures, frontrunner Gadi Eisenkot included, called it hysterical fear-mongering, and Channel 12 reported White House officials worried it could push Iran to miscalculate. Israelis vote on Tuesday 27 Oct.</p>
<p>Sources: <a href="https://www.timesofisrael.com/pm-posts-ai-image-of-nuke-hitting-tel-aviv-warns-of-2nd-holocaust-if-hes-not-elected/">Times of Israel</a>, <a href="https://www.jpost.com/israel-election-2026/article-912797">Jerusalem Post</a></p>
<h2>8. Deloitte's AI-assisted report for Western Australia had invented references — and $260 million of bad maths</h2>
<p>The state paid A$166,000 for a study of merging UWA, Curtin and Murdoch universities. The Guardian found made-up references plus arithmetic that fails: one scenario added A$514m and A$145m and got A$399m instead of A$659m; another was out by A$311m. One cited link even carried a ChatGPT tag. Deloitte said generative AI was used for research, synthesis and proofreading and described the errors as minor. The government says it is "extremely disappointed", wants expedited cost recovery, and Deloitte will reissue the report — after previously repaying part of a A$440,000 federal report for similar AI errors.</p>
<p>Source: <a href="https://www.theguardian.com/australia-news/2026/oct/26/deloitte-report-wa-university-mergers-260m-discrepancy-ai">The Guardian</a></p>
<h2>9. r/opensource banned AI-made projects. The community revolted.</h2>
<p>New moderator rules for r/opensource read: "If your project uses AI, is made by AI, or is intended for AI, it's not welcome." Projects must also be at least a year old with several contributors, contributor requests are halted, and non-English speakers were told to go elsewhere because mods "cannot distinguish between AI-written and AI-translated" text. Pushback was swift — users noted even the Linux kernel now includes AI-written code — and a breakaway community, r/trueopensource, is already up.</p>
<p>Source: <a href="https://www.theverge.com/ai-artificial-intelligence/1018217/reddit-opensource-ai-ban">The Verge</a></p>
<h2>10. Grok's AI 'Odyssey' is seven minutes long, not the full film Musk promised</h2>
<p>Back in July, Musk promised a full-length, "historically accurate" AI Odyssey by year-end. What arrived is "Episode 1": seven minutes built with Grok Imagine alongside Wonder Studios and director Dev Walker. TechCrunch's reviewer found individual shots believable enough to pass as real actors at sea, but the whole thing airless, with stiff dialogue and no artistry or human interest. Meanwhile Christopher Nolan's live-action Odyssey, out in July, is a major box-office hit.</p>
<p>Source: <a href="https://techcrunch.com/2026/10/25/grok-releases-the-first-seven-minutes-of-its-ai-generated-odyssey/">TechCrunch</a></p>
<h2>11. A hospital worker pasted 3,182 patients' records into a public AI tool</h2>
<p>Johns Hopkins Bayview Medical Center says a staff member uploaded a spreadsheet of patient information to an external AI platform that was never approved for that use; the hospital found out on 21 Sept. The file covered patients treated from May to September 2026 and may have included names, treatment dates, medical record and account numbers, departments, medications and doctors' names — but not Social Security or bank details. The worker deleted the chat and file, and the hospital asked the AI company to wipe the data. Letters offering 12 months of free credit monitoring went out from 22 Oct.</p>
<p>Source: <a href="https://www.wmar2news.com/local/patients-data-sent-to-ai-tool-johns-hopkins-bayview-medical-center-oct-23-2026">WMAR-2 News</a></p>
<p>Sources are linked under each item. The evening edition is a separate post.</p>
]]></content:encoded></item><item><title><![CDATA[Tech, day by day — 25 Oct 2026: open models near the frontier, benchmarks under fire]]></title><description><![CDATA[The biggest AI story this weekend isn't a new chatbot. It's how fast open models are closing the gap, and how shaky the benchmark numbers behind the hype…]]></description><link>https://sairamodela.hashnode.dev/tech-day-by-day-25-oct-2026-open-models-near-the-frontier-benchmarks-under-fire</link><guid isPermaLink="true">https://sairamodela.hashnode.dev/tech-day-by-day-25-oct-2026-open-models-near-the-frontier-benchmarks-under-fire</guid><category><![CDATA[AI]]></category><category><![CDATA[MachineLearning]]></category><category><![CDATA[news]]></category><category><![CDATA[technology]]></category><dc:creator><![CDATA[Sairam Odela]]></dc:creator><pubDate>Sun, 25 Oct 2026 17:21:58 GMT</pubDate><content:encoded><![CDATA[<p>The biggest AI story this weekend isn't a new chatbot. It's how fast open models are closing the gap, and how shaky the benchmark numbers behind the hype are.</p>
<h2>1. Kimi K3.1 Pro is now 3 points from the frontier</h2>
<p>Moonshot's new model scores 55 on the Artificial Analysis Intelligence Index — 4th out of 215 models, behind only Claude Opus 5.5 and Sonnet. On Terminal-Bench 4.0 it hits 65.7%, basically tied with Opus 5.5 (66.4%) and ahead of GPT-6 Astra (58.2%). Price: $2/$10 per million tokens, half of Opus. Full weights are promised by Nov 4 — if that lands, it's the highest-scoring open-weight model ever, and the open-vs-closed gap shrinks from 12 points to 3.</p>
<p>The part worth watching: Moonshot deliberately trimmed the model's cyber capability before release (internal exploit bench 90.5% → 81.0%). Open weights anyone can fine-tune, with the maker publicly debating what a release owes defenders. That's new.</p>
<h2>2. Benchmarks got called out</h2>
<p>ARC Prize independently reran GPT-6 Astra: 62.7%, not the 99.9% OpenAI published. The 99.9% came from OpenAI's own tools harness costing roughly $19,000 per run. Lesson: never trust a launch-day number without asking who ran the harness.</p>
<h2>3. The payoff question</h2>
<p>Apollo's chief economist: still no measurable AI payoff outside the tech sector. Revenue per worker is flat across the S&amp;P 493 while the Mag 7 keeps climbing. All this spend, and most companies can't show it in the numbers yet.</p>
<h2>4. The self-improvement timeline moved up</h2>
<p>Anthropic co-founder Jack Clark now says recursive self-improvement could arrive by 2027, not 2028 — driven by a benchmark called TasteVal, where models design their own experiments. Capability there has doubled roughly every 3 months since Dec 2025. Worth scrutiny, not panic: it measures experiment design, not the full research loop.</p>
<h2>5. Chips: Samsung's Exynos 2700 reportedly beats Qualcomm's flagship by ~20% in Geekbench multicore (13,000 vs ~11,000) — unverified, from Samsung's own internal tests, so treat it as a leak, not a result.</h2>
<h2>One line to take away</h2>
<p>Open models are nearly at the frontier, benchmarks need independent verification, and the money still hasn't shown up outside tech.</p>
<p>Tomorrow: whatever actually ships.</p>
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