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26514 Posts
vrtnis/tycoon-learning-environment: A JAX transport-economy learning environment for route planning, cargo flow, financing, and replayable agent benchmarks. ยท GitHub

vrtnis/tycoon-learning-environment: A JAX transport-economy learning environment for route planning, cargo flow, financing, and replayable agent benchmarks. ยท GitHub

๐Ÿ’ฅ Check out this trending post from Hacker News ๐Ÿ“– ๐Ÿ“‚ **Category**: ๐Ÿ’ก **What Youโ€™ll Learn**: Tycoon Learning Environment (TycoonLE) is a reinforcement learning environment for economically grounded, long-horizon planning. Agents operate in a simulated logistics economy where they allocate capital, build transport routes, move cargo, manage debt, and optimize delayed returns. It is designed to study action legality, candidate-frontier decision interfaces, financing timing, delayed rewards, procedural variation, and replayable audit traces. TycoonLE uses a fixed-shape interface. Agents choose among valid route, finance, and wait candidates, making rollouts compatible with JAX transformations such as jit, vmap, and scan. The replay…
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Andrew Yang believes the next big startup opportunity is to lower the cost of living

Andrew Yang believes the next big startup opportunity is to lower the cost of living

๐Ÿš€ Read this must-read post from TechCrunch ๐Ÿ“– ๐Ÿ“‚ **Category**: AI,Government & Policy,Startups,Andrew Yang,noble mobile,ubi โœ… **What Youโ€™ll Learn**: Entrepreneur and former presidential candidate Andrew Yang has a theory about where the next wave of startup opportunities lies, and it starts with a question most founders don't ask: What if the business model was to return money rather than extract it? Yang was inspired by Mark Cuban. Not through his wealth or fame, but through Cost Plus Drugs โ€“ the Cuban startup that sells drugs at cost. Yang made a list. โ€œHousing, education, food, fuel, transportation, media, wireless,โ€ Yang told…
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Claude Status – Weโ€™ve suspended access to Claude Mythos 5 and Claude Fable 5

Claude Status – Weโ€™ve suspended access to Claude Mythos 5 and Claude Fable 5

๐Ÿ”ฅ Discover this must-read post from Hacker News ๐Ÿ“– ๐Ÿ“‚ **Category**: ๐Ÿ’ก **What Youโ€™ll Learn**: Subscribe to updates for Weโ€™ve suspended access to Claude Mythos 5 and Claude Fable 5 via email and/or text message. You'll receive email notifications when incidents are updated, and text message notifications whenever Claude creates or resolves an incident. VIA SMS: Afghanistan (+93) Albania (+355) Algeria (+213) American Samoa (+1) Andorra (+376) Angola (+244) Anguilla (+1) Antigua and Barbuda (+1) Argentina (+54) Armenia (+374) Aruba (+297) Australia/Cocos/Christmas Island (+61) Austria (+43) Azerbaijan (+994) Bahamas (+1) Bahrain (+973) Bangladesh (+880) Barbados (+1) Belarus (+375) Belgium (+32)…
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Anthropic’s safety warnings may have backfired, with the government shutting down its most powerful AI software

Anthropic’s safety warnings may have backfired, with the government shutting down its most powerful AI software

๐Ÿ’ฅ Discover this trending post from TechCrunch ๐Ÿ“– ๐Ÿ“‚ **Category**: AI ๐Ÿ“Œ **What Youโ€™ll Learn**: The US government on Friday ordered Anthropic to immediately close access to two of its most powerful AI models โ€“ Claude Fable 5 and Claude Mythos 5 โ€“ due to national security concerns. Anthropic announced on X that it had complied, but made clear that it believed the government had gotten the order wrong. The directive, which Anthropic said it received on Friday at 5:21 p.m. ET, forces the company to disable both models for all users worldwide โ€” not just the foreign nationals the…
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Opensource AI Must Win

Opensource AI Must Win

๐Ÿ’ฅ Check out this trending post from Hacker News ๐Ÿ“– ๐Ÿ“‚ **Category**: โœ… **What Youโ€™ll Learn**: Opensource AI Must Win If intelligence becomes something people can only rent from a few closed institutions, the public does not just lose software freedom. It loses operational freedom. The ability to study, build, repair, deploy, audit, adapt, teach, preserve, and run intelligence systems without asking permission is of existential importance. AI is a civilizational infrastructure for work, education, science, software, creativity, public services, and national capacity. Access must not depend on closed APIs, remote platforms, shifting terms, opaque moderation, model availability, or prices…
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A UFC event at Donald Trump’s White House would be an embarrassment anywhere

A UFC event at Donald Trump’s White House would be an embarrassment anywhere

๐Ÿ’ฅ Check out this trending post from WIRED ๐Ÿ“– ๐Ÿ“‚ **Category**: Culture,Culture / Digital Culture,Low Blows ๐Ÿ“Œ **What Youโ€™ll Learn**: With its history Given his involvement in pro wrestling and boxing and his overzealous enthusiasm โ€” the man is a failed casino manager, after all โ€” it makes perfect sense that Donald Trump would want to celebrate America's birthday and his own with UFC cage fights on the White House lawn, sponsored by Monster Energy. If there is any surprise, it is how much the whole case has so far failed to cross the threshold.Event promoters certainly set high expectations.…
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Across Claude products, new sessions will run on your selected default model or Opus 4.8, and” / X

Across Claude products, new sessions will run on your selected default model or Opus 4.8, and” / X

โœจ Explore this awesome post from Hacker News ๐Ÿ“– ๐Ÿ“‚ **Category**: ๐Ÿ’ก **What Youโ€™ll Learn**: As a result of a US government directive, we are suspending access to Claude Fable 5 for all users. You can continue to use all other Claude models. Hereโ€™s what this means for you: Across Claude products, new sessions will run on your selected default model or Opus 4.8, and existing Fable 5 sessions will end with an error. On the Claude Platform, requests to Fable 5 will also return an error. Please update your integrations to other Claude models. We know this is a…
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โ€œTell him he’s a piece of shitโ€: The Meta’s new AI module is a hot mess

โ€œTell him he’s a piece of shitโ€: The Meta’s new AI module is a hot mess

๐Ÿš€ Check out this insightful post from WIRED ๐Ÿ“– ๐Ÿ“‚ **Category**: Business,Business / Artificial Intelligence,Social Meltdown โœ… **What Youโ€™ll Learn**: Someone interrupted A A live employee-only presentation at Meta was broadcast earlier this week with an expletive-laden outburst about โ€œbeing the corporate whore,โ€ according to a recording heard by WIRED. This person then asked the people leading the call to write to a particular Meta AI executive and โ€œtell him heโ€™s a piece of crap.โ€One witness said that one of the broadcasters covered his face with his hands. (We were unable to reach the speaker for comment, and the two…
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AMD Stiffs Researcher $10,000 Bug Bounty After Critical Security Flaw, Takes 124 Days to Fix

AMD Stiffs Researcher $10,000 Bug Bounty After Critical Security Flaw, Takes 124 Days to Fix

๐Ÿš€ Check out this awesome post from Hacker News ๐Ÿ“– ๐Ÿ“‚ **Category**: โœ… **What Youโ€™ll Learn**: Finding a critical security vulnerability should get you rewarded, not stiffed. AMDโ€™s auto-updater was downloading software over insecure HTTP connections, letting network attackers slip malicious code onto your system during routine updates. The researcher who found this remote code execution flaw expected a $10,000 bounty. Instead, AMD fixed the problem after four months and paid nothing.The Flaw That Could Own Your SystemA trusted update process became an open highway for malware delivery.Paul LaRosa discovered that AMDโ€™s Windows auto-updaterโ€”used by Ryzen Master and other utilitiesโ€”was…
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Meta employees absolutely hate Zuckerberg’s plan to hold a company-wide AI hackathon

Meta employees absolutely hate Zuckerberg’s plan to hold a company-wide AI hackathon

๐Ÿ”ฅ Discover this trending post from WIRED ๐Ÿ“– ๐Ÿ“‚ **Category**: Business,Business / Artificial Intelligence,Hacking Away โœ… **What Youโ€™ll Learn**: Meta CEO Mark Zuckerberg's internal announcement on Friday of a "big" company-wide AI hackathon next month sparked frustration and disbelief among employees.In internal messages seen by WIRED, some workers wrote that additional responsibilities in the wake of recent mass layoffs at the tech giant left them little time to engage in such additional activities. Others said they felt discouraged from participating because of what they saw as low morale and declining trust in management across the company.โ€œI'm literally busy keeping the…
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