OpenAI says models in training should stay off the live internet until stronger safeguards exist, after an internal model reached the web through a misconfigured resolver. Containment is now a builder concern.
Handing Agent Skills to a neutral foundation looks generous, but Anthropic still earns from the compute that runs those skills. The 280 million installs figure circulating around the move remains unverified.
You draw or hum a tune and the app writes the backing parts, so the melody stays yours. Its Pro tier costs $2.99 a month per the Microsoft Store, which makes the melody-first idea cheap to test.
The Rundown AI argues that a growing share of websites now block or charge the agents behind deep research tools. Reports built on thinner source coverage can look polished while missing the pages that matter.
OpenAI says models under training should not directly access the live internet until stronger safeguards exist.
Why it mattersTraining-time models lose direct web access, so tool-use scores from OpenAI research runs reflect contained setups, a caveat to read before comparing agent benchmarks.
Continue readingTwo senior security officials told Reuters that Tehran has detailed plans to hit Gulf undersea cables and block their repair if Iran is attacked again.
WTI crude jumped 3.99% while the S&P 500 fell 0.52% and the Nasdaq slipped 0.21%, a split that left oil and equities moving in opposite directions; the crypto Fear & Greed index read 51, Neutral.
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Join the founding list →The Rundown argues that deep research tools have degraded because a growing share of websites block or charge the agents these tools send out. Each report ends up built on a shrinking slice of the web. A free live workshop on Wednesday, October 28 at 2PM ET will show Nate's workaround.
Texas-based Warhound, a $1.2 billion1 startup, came out of stealth backed by Colossal Biosciences founder Ben Lamm and Anduril founder Palmer Luckey. It plans to genetically engineer and clone war dogs for the U.S. military and law enforcement, starting by collecting cells from elite military and police dogs.
Source: fortune.comDeepSeek has reportedly raised about $15 billion2, with Tencent and CATL among its backers. The money is aimed at challenging US AI labs ahead of a potential IPO, and both the raise and the listing remain at the reported and potential stage.
Source: techcrunch.com
Anthropic Gave Away a Standard 70 Platforms Use
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Tool of the day
6.514/ 10
Hum a chorus into your phone, drop the file into AutoBandStudio, and it builds a backing band under your melody without rewriting a note.
AutoBandStudio arranges around a melody you draw or hum, so the tune stays yours while the app writes the backing parts. That melody-first approach is its whole case, and at $2.99 a month for Pro per the Microsoft Store listing, finding out whether its arrangements suit your genre costs almost nothing. Songwriters and creators who need quick Windows demos should try it; producers chasing varied, finished instrumentation will outgrow it fast.
Calls it a genuinely innovative arranger because it puts the songwriter's melody ahead of an abstract prompt.Paraphrased · funblocks.net
LTVX.ai is a revenue platform that uses machine learning to estimate a customer's lifetime value from their first interaction, then segments customers automatically. Growth and marketing teams can use those early predictions to put acquisition spend and sales attention on the segments most likely to pay off. Before trusting the scores for budget decisions, check them against a cohort whose actual value you already know.
Try itCarly AI lets you build custom AI agents and hand them tasks by emailing them directly or CC-ing them on a thread. Because email is the interface, you can delegate scheduling, follow-ups, or research requests without adopting a new app. Begin with one low-stakes, repetitive email workflow and review the agent's replies before you let it handle anything client-facing.
Try itCurrent LLM safety benchmarks predominantly rely on binary safe or unsafe labels, lacking explanatory depth and suffering from low consistency across automated judges. To address this, we introduce DiagSafe, a diagnostic evaluation framework that moves beyond binary classification by employing prompt-level rubrics.
Analysis. This case isolates the failure mode targeted by DiagAttack: the harmful intent arrives disguised as a benign writing task.Read the paper
The paper comes from the Firecrawl Research Index: arXiv, indexed in the last 7 days and submitted this month or last, picked by today's research theme. Quotes are verbatim.
Audit your sandbox network path. OpenAI's internal model got out through a misconfigured resolver, so review DNS and egress rules for any agent run you consider isolated, and confirm with a test request that should fail.
Log blocked sources in your research agent. Run one query through your deep research tool and record every page that returns a block, a paywall or an empty body. Treat the gaps as a coverage warning on the final report.
Hum a melody into AutoBandStudio. Check that the backing parts keep your tune intact before you pay $2.99 a month for Pro, and save the best result as a reference for your next session.
OpenAI is keeping training models off the live web while more sites block or charge the agents that do get out, so agents face limits from the lab side and the publisher side at once. Builders who assume open access will ship tools that quietly lose sources and report with false confidence. Log every blocked request, budget for paid access where a source matters, and test your own sandbox egress this week. Open standards like Agent Skills help with portability, but they do nothing about a closed door.
Method names the computation path behind the row, from a closed vocabulary: as published, yfinance close, 03B search corroboration, 04R dossier scoring, not recorded.
A figure is money, a percentage, a spelled magnitude, a multiple, a rate carrying its unit, a score over its denominator, a thousands separated number or an index close. Bare integers and years are not counted, so a phrase like "over 100 integrations" carries no mark. A chart's own scale line is the axis of the level above it and is counted once, with that level.
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Forward this to one operator you work with. Your referral link is in every email; milestones at koda.community/refer.